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# safety-utcustom-terrain-final

This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0892
- Mean Iou: 0.7759
- Mean Accuracy: 0.8195
- Overall Accuracy: 0.9811
- Accuracy Unlabeled: nan
- Accuracy Nat: 0.9942
- Accuracy Concrete: 0.9592
- Accuracy Grass: 0.9021
- Accuracy Speedway bricks: 0.9902
- Accuracy Steel: 0.9315
- Accuracy Rough concrete: 0.6330
- Accuracy Dark bricks: 0.8554
- Accuracy Road: 0.9821
- Accuracy Rough red sidewalk: 0.7662
- Accuracy Tiles: 0.2392
- Accuracy Red bricks: 0.9438
- Accuracy Concrete tiles: 0.9536
- Accuracy Rest: 0.5024
- Iou Unlabeled: nan
- Iou Nat: 0.9848
- Iou Concrete: 0.8976
- Iou Grass: 0.8486
- Iou Speedway bricks: 0.9809
- Iou Steel: 0.8822
- Iou Rough concrete: 0.6278
- Iou Dark bricks: 0.8418
- Iou Road: 0.9618
- Iou Rough red sidewalk: 0.6046
- Iou Tiles: 0.2381
- Iou Red bricks: 0.9093
- Iou Concrete tiles: 0.8939
- Iou Rest: 0.4153

## 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: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 500

### Training results

| Training Loss | Epoch  | Step | Accuracy Nat | Accuracy Rest | Accuracy Concrete | Accuracy Concrete tiles | Accuracy Dark bricks | Accuracy Grass | Accuracy Red bricks | Accuracy Road | Accuracy Rough concrete | Accuracy Rough red sidewalk | Accuracy Speedway bricks | Accuracy Steel | Accuracy Tiles | Accuracy Unlabeled | Iou Nat | Iou Rest | Iou Concrete | Iou Concrete tiles | Iou Dark bricks | Iou Grass | Iou Red bricks | Iou Road | Iou Rough concrete | Iou Rough red sidewalk | Iou Speedway bricks | Iou Steel | Iou Tiles | Iou Unlabeled | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy |
|:-------------:|:------:|:----:|:------------:|:-------------:|:-----------------:|:-----------------------:|:--------------------:|:--------------:|:-------------------:|:-------------:|:-----------------------:|:---------------------------:|:------------------------:|:--------------:|:--------------:|:------------------:|:-------:|:--------:|:------------:|:------------------:|:---------------:|:---------:|:--------------:|:--------:|:------------------:|:----------------------:|:-------------------:|:---------:|:---------:|:-------------:|:---------------:|:-------------:|:--------:|:----------------:|
| 2.51          | 1.18   | 20   | 0.0902       | 0.1772        | 0.2184            | 0.1090                  | 0.0127               | 0.0271         | 0.0004              | 0.0071        | 0.0027                  | 0.0                         | 0.6742                   | 0.0008         | 0.2799         | nan                | 0.0901  | 0.0000   | 0.0797       | 0.0012             | 0.0031          | 0.0192    | 0.0000         | 0.0068   | 0.0001             | 0.0                    | 0.4633              | 0.0007    | 0.0032    | 0.0           | 2.5071          | 0.1230        | 0.0477   | 0.2016           |
| 1.5504        | 2.35   | 40   | 0.7602       | 0.0           | 0.3387            | 0.0079                  | 0.0014               | 0.0745         | 0.0                 | 0.3332        | 0.0010                  | 0.0                         | 0.9880                   | 0.0            | 0.0088         | nan                | 0.7577  | 0.0      | 0.2038       | 0.0003             | 0.0010          | 0.0682    | 0.0            | 0.3127   | 0.0002             | 0.0                    | 0.5711              | 0.0       | 0.0008    | 0.0           | 1.8408          | 0.1934        | 0.1368   | 0.6936           |
| 0.6271        | 3.53   | 60   | 0.9551       | 0.0           | 0.8127            | 0.0                     | 0.0                  | 0.2590         | 0.0                 | 0.8979        | 0.0                     | 0.0                         | 0.9793                   | 0.0            | 0.0000         | nan                | 0.9405  | 0.0      | 0.5259       | 0.0                | 0.0             | 0.2392    | 0.0            | 0.6993   | 0.0                | 0.0                    | 0.8263              | 0.0       | 0.0000    | nan           | 0.8083          | 0.3003        | 0.2486   | 0.8894           |
| 0.3963        | 4.71   | 80   | 0.9698       | 0.0           | 0.7973            | 0.0443                  | 0.0                  | 0.7826         | 0.0                 | 0.9651        | 0.0                     | 0.0                         | 0.9777                   | 0.0004         | 0.0            | nan                | 0.9532  | 0.0      | 0.6901       | 0.0443             | 0.0             | 0.5632    | 0.0            | 0.7280   | 0.0                | 0.0                    | 0.8641              | 0.0004    | 0.0       | nan           | 0.4204          | 0.3490        | 0.2956   | 0.9186           |
| 0.3558        | 5.88   | 100  | 0.9806       | 0.0           | 0.9025            | 0.3050                  | 0.0                  | 0.7816         | 0.0                 | 0.9135        | 0.0031                  | 0.0                         | 0.9632                   | 0.2874         | 0.0            | nan                | 0.9618  | 0.0      | 0.6868       | 0.3027             | 0.0             | 0.6345    | 0.0            | 0.8305   | 0.0031             | 0.0                    | 0.8915              | 0.2804    | 0.0       | nan           | 0.3091          | 0.3952        | 0.3532   | 0.9322           |
| 0.2654        | 7.06   | 120  | 0.9793       | 0.0           | 0.8161            | 0.3875                  | 0.0                  | 0.8487         | 0.0                 | 0.9769        | 0.0002                  | 0.0009                      | 0.9862                   | 0.4149         | 0.0            | nan                | 0.9636  | 0.0      | 0.7301       | 0.3046             | 0.0             | 0.6491    | 0.0            | 0.7846   | 0.0002             | 0.0009                 | 0.9014              | 0.4015    | 0.0       | nan           | 0.2554          | 0.4162        | 0.3643   | 0.9363           |
| 0.1938        | 8.24   | 140  | 0.9830       | 0.0           | 0.9010            | 0.6649                  | 0.0                  | 0.8719         | 0.0                 | 0.9517        | 0.1663                  | 0.0374                      | 0.9779                   | 0.6445         | 0.0            | nan                | 0.9681  | 0.0      | 0.7740       | 0.1887             | 0.0             | 0.6642    | 0.0            | 0.8746   | 0.1660             | 0.0374                 | 0.9354              | 0.5996    | 0.0       | nan           | 0.2059          | 0.4768        | 0.4006   | 0.9478           |
| 0.202         | 9.41   | 160  | 0.9873       | 0.0           | 0.8667            | 0.7499                  | 0.0282               | 0.8553         | 0.0                 | 0.9539        | 0.5565                  | 0.1631                      | 0.9878                   | 0.6794         | 0.0172         | nan                | 0.9705  | 0.0      | 0.7775       | 0.2007             | 0.0282          | 0.7107    | 0.0            | 0.9073   | 0.4995             | 0.1493                 | 0.9308              | 0.6268    | 0.0166    | nan           | 0.1785          | 0.5266        | 0.4475   | 0.9524           |
| 0.174         | 10.59  | 180  | 0.9880       | 0.0           | 0.9067            | 0.7555                  | 0.0684               | 0.8559         | 0.0881              | 0.9470        | 0.5194                  | 0.4768                      | 0.9831                   | 0.7462         | 0.0            | nan                | 0.9711  | 0.0      | 0.7934       | 0.2110             | 0.0680          | 0.7406    | 0.0881         | 0.9141   | 0.5091             | 0.3846                 | 0.9482              | 0.6883    | 0.0       | nan           | 0.1571          | 0.5642        | 0.4859   | 0.9572           |
| 0.1317        | 11.76  | 200  | 0.9865       | 0.0           | 0.9250            | 0.7600                  | 0.7836               | 0.8949         | 0.1046              | 0.9492        | 0.5791                  | 0.5757                      | 0.9715                   | 0.7851         | 0.0            | nan                | 0.9720  | 0.0      | 0.8087       | 0.6147             | 0.7372          | 0.7440    | 0.1044         | 0.9256   | 0.5756             | 0.4397                 | 0.9522              | 0.7135    | 0.0       | nan           | 0.1391          | 0.6396        | 0.5837   | 0.9632           |
| 0.0915        | 12.94  | 220  | 0.9860       | 0.0           | 0.9262            | 0.7639                  | 0.7600               | 0.9003         | 0.5878              | 0.9337        | 0.6388                  | 0.5331                      | 0.9805                   | 0.7937         | 0.0115         | nan                | 0.9733  | 0.0      | 0.8116       | 0.6127             | 0.7370          | 0.7638    | 0.5787         | 0.9065   | 0.5673             | 0.4644                 | 0.9561              | 0.7260    | 0.0114    | nan           | 0.1252          | 0.6781        | 0.6238   | 0.9644           |
| 0.1027        | 14.12  | 240  | 0.9917       | 0.0           | 0.9190            | 0.7523                  | 0.7272               | 0.8350         | 0.6341              | 0.9736        | 0.6123                  | 0.5560                      | 0.9814                   | 0.7842         | 0.0590         | nan                | 0.9741  | 0.0      | 0.8297       | 0.6982             | 0.7163          | 0.7690    | 0.6251         | 0.9232   | 0.5949             | 0.4768                 | 0.9583              | 0.7348    | 0.0588    | nan           | 0.1175          | 0.6789        | 0.6430   | 0.9672           |
| 0.1055        | 15.29  | 260  | 0.9881       | 0.0           | 0.9170            | 0.6841                  | 0.7566               | 0.8499         | 0.6607              | 0.9807        | 0.6126                  | 0.6318                      | 0.9881                   | 0.7435         | 0.0304         | nan                | 0.9746  | 0.0      | 0.8274       | 0.6670             | 0.7390          | 0.7777    | 0.6508         | 0.9133   | 0.5831             | 0.5124                 | 0.9579              | 0.7130    | 0.0301    | nan           | 0.1139          | 0.6803        | 0.6420   | 0.9669           |
| 0.089         | 16.47  | 280  | 0.9883       | 0.0           | 0.9266            | 0.7338                  | 0.7679               | 0.8684         | 0.7259              | 0.9741        | 0.6241                  | 0.7053                      | 0.9872                   | 0.7572         | 0.0675         | nan                | 0.9757  | 0.0      | 0.8339       | 0.6869             | 0.7546          | 0.7875    | 0.7145         | 0.9367   | 0.5637             | 0.5270                 | 0.9598              | 0.7243    | 0.0665    | nan           | 0.1049          | 0.7020        | 0.6562   | 0.9687           |
| 0.0982        | 17.65  | 300  | 0.9932       | 0.0           | 0.9315            | 0.7460                  | 0.8016               | 0.8161         | 0.8457              | 0.9702        | 0.6211                  | 0.6153                      | 0.9799                   | 0.8352         | 0.0917         | nan                | 0.9753  | 0.0      | 0.8406       | 0.7205             | 0.7828          | 0.7713    | 0.8009         | 0.9369   | 0.5512             | 0.5013                 | 0.9641              | 0.7745    | 0.0881    | nan           | 0.1024          | 0.7113        | 0.6698   | 0.9696           |
| 0.0787        | 18.82  | 320  | 0.9902       | 0.0           | 0.9380            | 0.7392                  | 0.8253               | 0.8625         | 0.8736              | 0.9765        | 0.6109                  | 0.7008                      | 0.9773                   | 0.8889         | 0.1198         | nan                | 0.9772  | 0.0      | 0.8491       | 0.6967             | 0.8024          | 0.7964    | 0.8242         | 0.9342   | 0.5884             | 0.5514                 | 0.9625              | 0.7733    | 0.1164    | nan           | 0.1005          | 0.7310        | 0.6825   | 0.9711           |
| 0.0659        | 20.0   | 340  | 0.9924       | 0.0           | 0.9213            | 0.8308                  | 0.8275               | 0.8675         | 0.8678              | 0.9701        | 0.6168                  | 0.7045                      | 0.9838                   | 0.8907         | 0.1436         | nan                | 0.9771  | 0.0      | 0.8576       | 0.7540             | 0.8017          | 0.8037    | 0.8045         | 0.9477   | 0.5888             | 0.5288                 | 0.9634              | 0.7818    | 0.1388    | nan           | 0.0948          | 0.7398        | 0.6883   | 0.9722           |
| 0.0615        | 21.18  | 360  | 0.9914       | 0.0           | 0.9523            | 0.7668                  | 0.8173               | 0.8567         | 0.7849              | 0.9601        | 0.6088                  | 0.6383                      | 0.9756                   | 0.8970         | 0.0394         | nan                | 0.9766  | 0.0      | 0.8440       | 0.7240             | 0.8007          | 0.7904    | 0.7613         | 0.9455   | 0.6013             | 0.5302                 | 0.9648              | 0.7870    | 0.0386    | nan           | 0.0998          | 0.7145        | 0.6742   | 0.9711           |
| 0.0671        | 22.35  | 380  | 0.9918       | 0.0           | 0.9463            | 0.7548                  | 0.8054               | 0.8489         | 0.8876              | 0.9673        | 0.6129                  | 0.7477                      | 0.9791                   | 0.8704         | 0.1060         | nan                | 0.9774  | 0.0      | 0.8497       | 0.7045             | 0.7850          | 0.7915    | 0.8271         | 0.9405   | 0.5940             | 0.5749                 | 0.9671              | 0.7935    | 0.1040    | nan           | 0.0957          | 0.7322        | 0.6853   | 0.9719           |
| 0.0917        | 23.53  | 400  | 0.9909       | 0.0           | 0.9336            | 0.7850                  | 0.8096               | 0.8687         | 0.8738              | 0.9780        | 0.6158                  | 0.6849                      | 0.9868                   | 0.8362         | 0.1046         | nan                | 0.9777  | 0.0      | 0.8545       | 0.7320             | 0.7838          | 0.8004    | 0.8380         | 0.9417   | 0.5996             | 0.5411                 | 0.9665              | 0.7895    | 0.1043    | nan           | 0.0935          | 0.7283        | 0.6869   | 0.9725           |
| 0.0649        | 24.71  | 420  | 0.9925       | 0.0           | 0.9283            | 0.8514                  | 0.8465               | 0.8542         | 0.9041              | 0.9788        | 0.6238                  | 0.6471                      | 0.9883                   | 0.8563         | 0.1356         | nan                | 0.9783  | 0.0      | 0.8609       | 0.7683             | 0.8168          | 0.8034    | 0.8423         | 0.9410   | 0.6038             | 0.5446                 | 0.9664              | 0.7955    | 0.1335    | nan           | 0.0880          | 0.7390        | 0.6965   | 0.9733           |
| 0.0648        | 25.88  | 440  | 0.9920       | 0.0           | 0.9411            | 0.8344                  | 0.8282               | 0.8705         | 0.8488              | 0.9759        | 0.6163                  | 0.7026                      | 0.9870                   | 0.8342         | 0.1031         | nan                | 0.9789  | 0.0      | 0.8594       | 0.7905             | 0.8074          | 0.8149    | 0.8212         | 0.9523   | 0.5988             | 0.5236                 | 0.9685              | 0.7926    | 0.1028    | nan           | 0.0886          | 0.7334        | 0.6931   | 0.9739           |
| 0.0633        | 27.06  | 460  | 0.9913       | 0.0           | 0.9298            | 0.8931                  | 0.8600               | 0.8680         | 0.9230              | 0.9770        | 0.6187                  | 0.7837                      | 0.9905                   | 0.8313         | 0.1321         | nan                | 0.9785  | 0.0      | 0.8658       | 0.7637             | 0.8113          | 0.8027    | 0.8376         | 0.9457   | 0.6000             | 0.6097                 | 0.9674              | 0.7922    | 0.1316    | nan           | 0.0885          | 0.7537        | 0.7005   | 0.9739           |
| 0.0504        | 28.24  | 480  | 0.9911       | 0.0           | 0.9332            | 0.8848                  | 0.8469               | 0.8925         | 0.9045              | 0.9779        | 0.6205                  | 0.7196                      | 0.9882                   | 0.8626         | 0.1751         | nan                | 0.9790  | 0.0      | 0.8676       | 0.7879             | 0.8161          | 0.8156    | 0.8464         | 0.9503   | 0.5961             | 0.5367                 | 0.9697              | 0.8085    | 0.1739    | nan           | 0.0862          | 0.7536        | 0.7037   | 0.9746           |
| 0.0603        | 29.41  | 500  | 0.9932       | 0.0           | 0.9429            | 0.8191                  | 0.8274               | 0.8523         | 0.8900              | 0.9719        | 0.6164                  | 0.7170                      | 0.9858                   | 0.8697         | 0.1381         | nan                | 0.9783  | 0.0      | 0.8635       | 0.7952             | 0.8105          | 0.8027    | 0.8526         | 0.9460   | 0.6043             | 0.5907                 | 0.9711              | 0.8125    | 0.1370    | nan           | 0.0885          | 0.7403        | 0.7050   | 0.9743           |
| 0.0447        | 30.59  | 520  | 0.9902       | 0.0           | 0.9484            | 0.8591                  | 0.8759               | 0.8866         | 0.9197              | 0.9788        | 0.6183                  | 0.7369                      | 0.9854                   | 0.8896         | 0.2666         | nan                | 0.9795  | 0.0      | 0.8699       | 0.8193             | 0.8352          | 0.8187    | 0.8540         | 0.9470   | 0.6008             | 0.5913                 | 0.9714              | 0.8157    | 0.2453    | nan           | 0.0824          | 0.7658        | 0.7191   | 0.9753           |
| 0.0517        | 31.76  | 540  | 0.9910       | 0.0           | 0.9372            | 0.8937                  | 0.8920               | 0.8815         | 0.9331              | 0.9784        | 0.6245                  | 0.8062                      | 0.9904                   | 0.8431         | 0.3040         | nan                | 0.9799  | 0.0      | 0.8732       | 0.8217             | 0.8341          | 0.8191    | 0.8354         | 0.9495   | 0.6024             | 0.5985                 | 0.9702              | 0.8045    | 0.2819    | nan           | 0.0807          | 0.7750        | 0.7208   | 0.9755           |
| 0.0512        | 32.94  | 560  | 0.9934       | 0.0           | 0.9411            | 0.8627                  | 0.7835               | 0.8619         | 0.8360              | 0.9789        | 0.6166                  | 0.7804                      | 0.9853                   | 0.8938         | 0.1282         | nan                | 0.9793  | 0.0      | 0.8740       | 0.8110             | 0.7669          | 0.8082    | 0.8223         | 0.9476   | 0.6077             | 0.6209                 | 0.9704              | 0.8202    | 0.1262    | nan           | 0.0856          | 0.7432        | 0.7042   | 0.9752           |
| 0.0474        | 34.12  | 580  | 0.9925       | 0.0           | 0.9511            | 0.8677                  | 0.8661               | 0.8697         | 0.8806              | 0.9743        | 0.6254                  | 0.7290                      | 0.9838                   | 0.8987         | 0.2127         | nan                | 0.9795  | 0.0      | 0.8724       | 0.8249             | 0.8305          | 0.8163    | 0.8461         | 0.9532   | 0.5900             | 0.6061                 | 0.9724              | 0.8224    | 0.2101    | nan           | 0.0796          | 0.7578        | 0.7172   | 0.9758           |
| 0.0471        | 35.29  | 600  | 0.9922       | 0.0           | 0.9352            | 0.9168                  | 0.8880               | 0.8596         | 0.9220              | 0.9797        | 0.6205                  | 0.8090                      | 0.9876                   | 0.8911         | 0.4564         | nan                | 0.9789  | 0.0      | 0.8785       | 0.8174             | 0.8203          | 0.8034    | 0.8567         | 0.9530   | 0.6048             | 0.5828                 | 0.9728              | 0.8208    | 0.4101    | nan           | 0.0815          | 0.7891        | 0.7307   | 0.9757           |
| 0.0522        | 36.47  | 620  | 0.9943       | 0.0           | 0.9353            | 0.8650                  | 0.8185               | 0.8543         | 0.8783              | 0.9783        | 0.6238                  | 0.7479                      | 0.9850                   | 0.9008         | 0.1075         | nan                | 0.9786  | 0.0      | 0.8728       | 0.8187             | 0.7978          | 0.8036    | 0.8519         | 0.9475   | 0.6092             | 0.6031                 | 0.9727              | 0.8254    | 0.1075    | nan           | 0.0846          | 0.7453        | 0.7068   | 0.9752           |
| 0.043         | 37.65  | 640  | 0.9938       | 0.0           | 0.9391            | 0.9101                  | 0.8167               | 0.8672         | 0.9004              | 0.9800        | 0.6179                  | 0.7609                      | 0.9853                   | 0.9130         | 0.1707         | nan                | 0.9796  | 0.0      | 0.8763       | 0.8325             | 0.7965          | 0.8145    | 0.8582         | 0.9520   | 0.6101             | 0.6211                 | 0.9728              | 0.8251    | 0.1693    | nan           | 0.0813          | 0.7581        | 0.7160   | 0.9761           |
| 0.0429        | 38.82  | 660  | 0.9931       | 0.0           | 0.9416            | 0.8665                  | 0.8163               | 0.8894         | 0.9095              | 0.9792        | 0.6195                  | 0.7703                      | 0.9876                   | 0.8956         | 0.1931         | nan                | 0.9804  | 0.0      | 0.8790       | 0.8424             | 0.7970          | 0.8264    | 0.8589         | 0.9544   | 0.6086             | 0.6180                 | 0.9729              | 0.8282    | 0.1904    | nan           | 0.0792          | 0.7586        | 0.7197   | 0.9768           |
| 0.0506        | 40.0   | 680  | 0.9916       | 0.0           | 0.9474            | 0.8906                  | 0.8488               | 0.8903         | 0.8936              | 0.9796        | 0.6164                  | 0.7507                      | 0.9894                   | 0.8788         | 0.2110         | nan                | 0.9807  | 0.0      | 0.8770       | 0.8471             | 0.8198          | 0.8269    | 0.8523         | 0.9516   | 0.6061             | 0.6140                 | 0.9726              | 0.8269    | 0.2069    | nan           | 0.0794          | 0.7606        | 0.7217   | 0.9767           |
| 0.0426        | 41.18  | 700  | 0.9921       | 0.0           | 0.9513            | 0.9062                  | 0.8437               | 0.8701         | 0.9256              | 0.9788        | 0.6143                  | 0.7620                      | 0.9887                   | 0.8859         | 0.2141         | nan                | 0.9804  | 0.0      | 0.8763       | 0.8417             | 0.8206          | 0.8174    | 0.8579         | 0.9524   | 0.6066             | 0.6145                 | 0.9741              | 0.8318    | 0.2104    | nan           | 0.0813          | 0.7641        | 0.7219   | 0.9766           |
| 0.043         | 42.35  | 720  | 0.9924       | 0.0           | 0.9485            | 0.8467                  | 0.8488               | 0.8918         | 0.9142              | 0.9799        | 0.6665                  | 0.7487                      | 0.9883                   | 0.8804         | 0.1911         | nan                | 0.9810  | 0.0      | 0.8794       | 0.8212             | 0.8281          | 0.8290    | 0.8633         | 0.9536   | 0.6521             | 0.6152                 | 0.9744              | 0.8307    | 0.1892    | nan           | 0.0758          | 0.7613        | 0.7244   | 0.9773           |
| 0.0369        | 43.53  | 740  | 0.9928       | 0.0           | 0.9526            | 0.8837                  | 0.8391               | 0.8761         | 0.9155              | 0.9745        | 0.6171                  | 0.7684                      | 0.9882                   | 0.8889         | 0.2243         | nan                | 0.9808  | 0.0      | 0.8761       | 0.8354             | 0.8189          | 0.8243    | 0.8648         | 0.9536   | 0.6082             | 0.6259                 | 0.9747              | 0.8328    | 0.2171    | nan           | 0.0800          | 0.7632        | 0.7241   | 0.9770           |
| 0.0373        | 44.71  | 760  | 0.9928       | 0.0           | 0.9444            | 0.8855                  | 0.8561               | 0.8601         | 0.8866              | 0.9836        | 0.6149                  | 0.7557                      | 0.9886                   | 0.8776         | 0.2033         | nan                | 0.9803  | 0.0      | 0.8743       | 0.8405             | 0.8347          | 0.8131    | 0.8579         | 0.9458   | 0.6082             | 0.6064                 | 0.9741              | 0.8309    | 0.1965    | nan           | 0.0832          | 0.7576        | 0.7202   | 0.9762           |
| 0.0332        | 45.88  | 780  | 0.9923       | 0.0           | 0.9401            | 0.8656                  | 0.8542               | 0.8879         | 0.8911              | 0.9791        | 0.6248                  | 0.8070                      | 0.9859                   | 0.9102         | 0.2295         | nan                | 0.9807  | 0.0      | 0.8770       | 0.8293             | 0.8286          | 0.8240    | 0.8598         | 0.9451   | 0.5887             | 0.5983                 | 0.9746              | 0.8353    | 0.2259    | nan           | 0.0818          | 0.7668        | 0.7205   | 0.9765           |
| 0.0386        | 47.06  | 800  | 0.9926       | 0.0325        | 0.9593            | 0.8440                  | 0.8593               | 0.8725         | 0.8980              | 0.9703        | 0.6201                  | 0.7499                      | 0.9851                   | 0.9043         | 0.1994         | nan                | 0.9810  | 0.0325   | 0.8732       | 0.8141             | 0.8340          | 0.8222    | 0.8616         | 0.9529   | 0.5787             | 0.5951                 | 0.9753              | 0.8392    | 0.1945    | nan           | 0.0835          | 0.7606        | 0.7196   | 0.9767           |
| 0.0457        | 48.24  | 820  | 0.9933       | 0.0114        | 0.9413            | 0.9301                  | 0.8847               | 0.8748         | 0.9043              | 0.9777        | 0.6238                  | 0.7846                      | 0.9887                   | 0.8896         | 0.2452         | nan                | 0.9810  | 0.0114   | 0.8789       | 0.8180             | 0.8470          | 0.8198    | 0.8569         | 0.9515   | 0.6110             | 0.6043                 | 0.9751              | 0.8365    | 0.2376    | nan           | 0.0799          | 0.7730        | 0.7253   | 0.9771           |
| 0.045         | 49.41  | 840  | 0.9927       | 0.0           | 0.9411            | 0.8221                  | 0.8123               | 0.8807         | 0.8406              | 0.9732        | 0.6200                  | 0.7598                      | 0.9920                   | 0.8704         | 0.1768         | nan                | 0.9807  | 0.0      | 0.8722       | 0.7926             | 0.7954          | 0.8200    | 0.8261         | 0.9524   | 0.6057             | 0.6041                 | 0.9720              | 0.8282    | 0.1756    | nan           | 0.0856          | 0.7447        | 0.7096   | 0.9762           |
| 0.0414        | 50.59  | 860  | 0.9926       | 0.1220        | 0.9469            | 0.8722                  | 0.8333               | 0.8965         | 0.8889              | 0.9775        | 0.6201                  | 0.7202                      | 0.9903                   | 0.8716         | 0.2122         | nan                | 0.9814  | 0.1218   | 0.8780       | 0.8280             | 0.8171          | 0.8290    | 0.8561         | 0.9514   | 0.6120             | 0.5965                 | 0.9745              | 0.8299    | 0.2088    | nan           | 0.0802          | 0.7649        | 0.7296   | 0.9772           |
| 0.038         | 51.76  | 880  | 0.9934       | 0.0341        | 0.9430            | 0.8840                  | 0.8400               | 0.8810         | 0.8959              | 0.9795        | 0.6205                  | 0.7668                      | 0.9909                   | 0.8688         | 0.1805         | nan                | 0.9812  | 0.0341   | 0.8798       | 0.8270             | 0.8212          | 0.8243    | 0.8576         | 0.9539   | 0.6108             | 0.6118                 | 0.9746              | 0.8286    | 0.1792    | nan           | 0.0805          | 0.7599        | 0.7219   | 0.9773           |
| 0.0348        | 52.94  | 900  | 0.9889       | 0.3008        | 0.9530            | 0.9012                  | 0.8565               | 0.9122         | 0.9022              | 0.9801        | 0.6242                  | 0.8273                      | 0.9888                   | 0.8903         | 0.2021         | nan                | 0.9810  | 0.2998   | 0.8773       | 0.8303             | 0.8292          | 0.8277    | 0.8710         | 0.9463   | 0.5850             | 0.6260                 | 0.9757              | 0.8368    | 0.1981    | nan           | 0.0810          | 0.7944        | 0.7449   | 0.9768           |
| 0.0386        | 54.12  | 920  | 0.9938       | 0.0537        | 0.9512            | 0.8835                  | 0.8350               | 0.8486         | 0.9054              | 0.9783        | 0.6164                  | 0.7138                      | 0.9896                   | 0.8807         | 0.1991         | nan                | 0.9803  | 0.0537   | 0.8779       | 0.8351             | 0.8194          | 0.8058    | 0.8772         | 0.9517   | 0.6106             | 0.6058                 | 0.9751              | 0.8357    | 0.1963    | nan           | 0.0854          | 0.7576        | 0.7250   | 0.9766           |
| 0.0387        | 55.29  | 940  | 0.9936       | 0.0829        | 0.9422            | 0.8882                  | 0.8625               | 0.8795         | 0.8723              | 0.9796        | 0.6231                  | 0.8037                      | 0.9910                   | 0.8757         | 0.2241         | nan                | 0.9811  | 0.0828   | 0.8820       | 0.8280             | 0.8400          | 0.8260    | 0.8475         | 0.9557   | 0.6126             | 0.6468                 | 0.9754              | 0.8335    | 0.2217    | nan           | 0.0794          | 0.7706        | 0.7333   | 0.9777           |
| 0.0283        | 56.47  | 960  | 0.9940       | 0.1073        | 0.9472            | 0.8996                  | 0.8596               | 0.8739         | 0.9006              | 0.9807        | 0.6203                  | 0.7863                      | 0.9864                   | 0.8994         | 0.2271         | nan                | 0.9810  | 0.1070   | 0.8836       | 0.8254             | 0.8396          | 0.8187    | 0.8586         | 0.9543   | 0.6134             | 0.6249                 | 0.9763              | 0.8406    | 0.2245    | nan           | 0.0813          | 0.7756        | 0.7345   | 0.9776           |
| 0.0384        | 57.65  | 980  | 0.9925       | 0.1577        | 0.9499            | 0.9201                  | 0.8493               | 0.8903         | 0.8871              | 0.9788        | 0.6250                  | 0.7860                      | 0.9886                   | 0.8914         | 0.2491         | nan                | 0.9817  | 0.1575   | 0.8825       | 0.8383             | 0.8280          | 0.8280    | 0.8572         | 0.9502   | 0.5993             | 0.6357                 | 0.9760              | 0.8399    | 0.2445    | nan           | 0.0800          | 0.7820        | 0.7399   | 0.9777           |
| 0.0284        | 58.82  | 1000 | 0.9922       | 0.4341        | 0.9423            | 0.8988                  | 0.8606               | 0.8817         | 0.8903              | 0.9850        | 0.6222                  | 0.7714                      | 0.9912                   | 0.8787         | 0.2188         | nan                | 0.9813  | 0.4070   | 0.8806       | 0.8373             | 0.8310          | 0.8225    | 0.8639         | 0.9464   | 0.6076             | 0.6204                 | 0.9753              | 0.8363    | 0.2159    | nan           | 0.0827          | 0.7975        | 0.7558   | 0.9772           |
| 0.0282        | 60.0   | 1020 | 0.9918       | 0.4016        | 0.9464            | 0.9251                  | 0.8827               | 0.8950         | 0.8991              | 0.9836        | 0.6233                  | 0.7761                      | 0.9871                   | 0.9167         | 0.2432         | nan                | 0.9815  | 0.3927   | 0.8841       | 0.8398             | 0.8436          | 0.8236    | 0.8689         | 0.9497   | 0.6084             | 0.6328                 | 0.9760              | 0.8398    | 0.2396    | nan           | 0.0809          | 0.8055        | 0.7600   | 0.9777           |
| 0.0327        | 61.18  | 1040 | 0.9918       | 0.4114        | 0.9499            | 0.9102                  | 0.8241               | 0.9009         | 0.8756              | 0.9790        | 0.6216                  | 0.7633                      | 0.9883                   | 0.9068         | 0.2295         | nan                | 0.9817  | 0.4081   | 0.8796       | 0.8338             | 0.8084          | 0.8279    | 0.8530         | 0.9510   | 0.6062             | 0.6306                 | 0.9756              | 0.8438    | 0.2259    | nan           | 0.0825          | 0.7963        | 0.7558   | 0.9775           |
| 0.033         | 62.35  | 1060 | 0.9924       | 0.3024        | 0.9527            | 0.8912                  | 0.8402               | 0.8845         | 0.9115              | 0.9813        | 0.6220                  | 0.7280                      | 0.9887                   | 0.9029         | 0.2298         | nan                | 0.9816  | 0.2995   | 0.8806       | 0.8413             | 0.8209          | 0.8232    | 0.8705         | 0.9529   | 0.6107             | 0.6132                 | 0.9762              | 0.8435    | 0.2262    | nan           | 0.0824          | 0.7868        | 0.7493   | 0.9776           |
| 0.0368        | 63.53  | 1080 | 0.9934       | 0.1106        | 0.9447            | 0.8896                  | 0.8379               | 0.8801         | 0.9108              | 0.9836        | 0.6245                  | 0.7779                      | 0.9905                   | 0.8842         | 0.2147         | nan                | 0.9817  | 0.1106   | 0.8837       | 0.8379             | 0.8201          | 0.8246    | 0.8741         | 0.9522   | 0.6121             | 0.6342                 | 0.9760              | 0.8399    | 0.2128    | nan           | 0.0803          | 0.7725        | 0.7354   | 0.9779           |
| 0.0395        | 64.71  | 1100 | 0.9933       | 0.0553        | 0.9391            | 0.9201                  | 0.8681               | 0.8875         | 0.9200              | 0.9820        | 0.6582                  | 0.7844                      | 0.9909                   | 0.8916         | 0.2336         | nan                | 0.9816  | 0.0553   | 0.8854       | 0.8479             | 0.8407          | 0.8273    | 0.8752         | 0.9526   | 0.6441             | 0.6288                 | 0.9760              | 0.8418    | 0.2306    | nan           | 0.0766          | 0.7788        | 0.7375   | 0.9782           |
| 0.0355        | 65.88  | 1120 | 0.9935       | 0.1577        | 0.9472            | 0.9118                  | 0.8493               | 0.8630         | 0.9045              | 0.9832        | 0.6617                  | 0.7930                      | 0.9891                   | 0.8981         | 0.2304         | nan                | 0.9811  | 0.1575   | 0.8863       | 0.8400             | 0.8324          | 0.8154    | 0.8784         | 0.9513   | 0.6451             | 0.6217                 | 0.9769              | 0.8456    | 0.2256    | nan           | 0.0792          | 0.7833        | 0.7429   | 0.9778           |
| 0.0326        | 67.06  | 1140 | 0.9919       | 0.1919        | 0.9547            | 0.8761                  | 0.8499               | 0.8893         | 0.9099              | 0.9822        | 0.6300                  | 0.7588                      | 0.9882                   | 0.9022         | 0.1801         | nan                | 0.9820  | 0.1919   | 0.8805       | 0.8213             | 0.8275          | 0.8292    | 0.8831         | 0.9492   | 0.6199             | 0.6253                 | 0.9767              | 0.8458    | 0.1768    | nan           | 0.0798          | 0.7773        | 0.7392   | 0.9778           |
| 0.03          | 68.24  | 1160 | 0.9935       | 0.3057        | 0.9438            | 0.9097                  | 0.8682               | 0.8853         | 0.9112              | 0.9814        | 0.7520                  | 0.7964                      | 0.9891                   | 0.9062         | 0.2278         | nan                | 0.9820  | 0.2998   | 0.8900       | 0.8445             | 0.8443          | 0.8281    | 0.8803         | 0.9556   | 0.7380             | 0.6151                 | 0.9768              | 0.8482    | 0.2242    | nan           | 0.0735          | 0.8054        | 0.7636   | 0.9789           |
| 0.0304        | 69.41  | 1180 | 0.9931       | 0.2634        | 0.9452            | 0.9119                  | 0.8890               | 0.8894         | 0.9082              | 0.9829        | 0.6426                  | 0.7216                      | 0.9899                   | 0.9068         | 0.2100         | nan                | 0.9820  | 0.2613   | 0.8847       | 0.8445             | 0.8600          | 0.8291    | 0.8779         | 0.9486   | 0.6299             | 0.6227                 | 0.9780              | 0.8495    | 0.2039    | nan           | 0.0749          | 0.7888        | 0.7517   | 0.9784           |
| 0.0366        | 70.59  | 1200 | 0.9927       | 0.0472        | 0.9582            | 0.8675                  | 0.8251               | 0.8619         | 0.9024              | 0.9774        | 0.6224                  | 0.8008                      | 0.9870                   | 0.9060         | 0.1424         | nan                | 0.9819  | 0.0471   | 0.8767       | 0.8272             | 0.8106          | 0.8130    | 0.8767         | 0.9599   | 0.6055             | 0.5239                 | 0.9777              | 0.8490    | 0.1354    | nan           | 0.0830          | 0.7609        | 0.7142   | 0.9771           |
| 0.0296        | 71.76  | 1220 | 0.9916       | 0.1431        | 0.9524            | 0.9023                  | 0.8712               | 0.9014         | 0.8903              | 0.9791        | 0.6243                  | 0.7556                      | 0.9916                   | 0.8860         | 0.1754         | nan                | 0.9819  | 0.1431   | 0.8808       | 0.8397             | 0.8471          | 0.8321    | 0.8665         | 0.9586   | 0.6103             | 0.6133                 | 0.9772              | 0.8449    | 0.1710    | nan           | 0.0791          | 0.7742        | 0.7359   | 0.9782           |
| 0.0313        | 72.94  | 1240 | 0.9927       | 0.0894        | 0.9468            | 0.9155                  | 0.8566               | 0.8993         | 0.8841              | 0.9796        | 0.6253                  | 0.7843                      | 0.9926                   | 0.8653         | 0.2090         | nan                | 0.9821  | 0.0894   | 0.8860       | 0.8653             | 0.8393          | 0.8309    | 0.8594         | 0.9601   | 0.6150             | 0.6127                 | 0.9755              | 0.8342    | 0.2065    | nan           | 0.0774          | 0.7724        | 0.7351   | 0.9784           |
| 0.0272        | 74.12  | 1260 | 0.9942       | 0.2228        | 0.9498            | 0.9141                  | 0.8849               | 0.8712         | 0.9235              | 0.9781        | 0.6261                  | 0.7730                      | 0.9907                   | 0.8943         | 0.2644         | nan                | 0.9817  | 0.2164   | 0.8902       | 0.8554             | 0.8587          | 0.8241    | 0.8853         | 0.9617   | 0.6170             | 0.6001                 | 0.9772              | 0.8477    | 0.2536    | nan           | 0.0761          | 0.7913        | 0.7515   | 0.9787           |
| 0.0329        | 75.29  | 1280 | 0.9928       | 0.1902        | 0.9563            | 0.8935                  | 0.8582               | 0.8855         | 0.8926              | 0.9794        | 0.6249                  | 0.7687                      | 0.9893                   | 0.8970         | 0.2109         | nan                | 0.9821  | 0.1896   | 0.8856       | 0.8492             | 0.8390          | 0.8261    | 0.8720         | 0.9610   | 0.6129             | 0.5996                 | 0.9775              | 0.8492    | 0.2071    | nan           | 0.0783          | 0.7800        | 0.7424   | 0.9785           |
| 0.0297        | 76.47  | 1300 | 0.9925       | 0.2602        | 0.9522            | 0.9211                  | 0.8558               | 0.9005         | 0.8835              | 0.9813        | 0.6233                  | 0.7873                      | 0.9882                   | 0.9161         | 0.2259         | nan                | 0.9823  | 0.2581   | 0.8877       | 0.8522             | 0.8369          | 0.8292    | 0.8674         | 0.9597   | 0.6142             | 0.6165                 | 0.9772              | 0.8511    | 0.2211    | nan           | 0.0783          | 0.7914        | 0.7503   | 0.9787           |
| 0.0316        | 77.65  | 1320 | 0.9950       | 0.0683        | 0.9489            | 0.9051                  | 0.8369               | 0.8689         | 0.8564              | 0.9788        | 0.6222                  | 0.7373                      | 0.9890                   | 0.9112         | 0.2202         | nan                | 0.9813  | 0.0681   | 0.8873       | 0.8526             | 0.8250          | 0.8239    | 0.8418         | 0.9599   | 0.6145             | 0.6000                 | 0.9773              | 0.8518    | 0.2182    | nan           | 0.0802          | 0.7645        | 0.7309   | 0.9783           |
| 0.0295        | 78.82  | 1340 | 0.9931       | 0.2309        | 0.9575            | 0.8918                  | 0.8445               | 0.8918         | 0.8780              | 0.9784        | 0.6227                  | 0.7670                      | 0.9876                   | 0.9198         | 0.2125         | nan                | 0.9825  | 0.2276   | 0.8858       | 0.8543             | 0.8294          | 0.8329    | 0.8619         | 0.9603   | 0.6136             | 0.6130                 | 0.9771              | 0.8528    | 0.2104    | nan           | 0.0793          | 0.7827        | 0.7463   | 0.9787           |
| 0.0363        | 80.0   | 1360 | 0.9935       | 0.2293        | 0.9455            | 0.9084                  | 0.8572               | 0.8976         | 0.8853              | 0.9827        | 0.6365                  | 0.7868                      | 0.9908                   | 0.8975         | 0.2276         | nan                | 0.9824  | 0.2267   | 0.8881       | 0.8519             | 0.8387          | 0.8352    | 0.8649         | 0.9615   | 0.6243             | 0.6143                 | 0.9772              | 0.8497    | 0.2253    | nan           | 0.0758          | 0.7876        | 0.7493   | 0.9790           |
| 0.0278        | 81.18  | 1380 | 0.9933       | 0.1659        | 0.9558            | 0.9068                  | 0.8466               | 0.8911         | 0.8826              | 0.9817        | 0.6237                  | 0.7761                      | 0.9879                   | 0.8980         | 0.2160         | nan                | 0.9825  | 0.1656   | 0.8856       | 0.8531             | 0.8324          | 0.8328    | 0.8661         | 0.9615   | 0.6169             | 0.6027                 | 0.9773              | 0.8501    | 0.2138    | nan           | 0.0779          | 0.7789        | 0.7416   | 0.9787           |
| 0.0349        | 82.35  | 1400 | 0.9919       | 0.2244        | 0.9584            | 0.8933                  | 0.8434               | 0.9011         | 0.8807              | 0.9809        | 0.6226                  | 0.7732                      | 0.9893                   | 0.8945         | 0.2060         | nan                | 0.9826  | 0.2240   | 0.8839       | 0.8456             | 0.8265          | 0.8310    | 0.8619         | 0.9604   | 0.6152             | 0.6070                 | 0.9772              | 0.8500    | 0.2038    | nan           | 0.0789          | 0.7815        | 0.7438   | 0.9785           |
| 0.0334        | 83.53  | 1420 | 0.9938       | 0.2081        | 0.9553            | 0.9087                  | 0.8442               | 0.8773         | 0.8931              | 0.9789        | 0.6275                  | 0.7603                      | 0.9896                   | 0.8964         | 0.2237         | nan                | 0.9822  | 0.2055   | 0.8865       | 0.8505             | 0.8299          | 0.8272    | 0.8748         | 0.9599   | 0.6198             | 0.6036                 | 0.9772              | 0.8502    | 0.2211    | nan           | 0.0789          | 0.7813        | 0.7452   | 0.9786           |
| 0.0271        | 84.71  | 1440 | 0.9929       | 0.3496        | 0.9541            | 0.9276                  | 0.8700               | 0.8941         | 0.8969              | 0.9810        | 0.6276                  | 0.7772                      | 0.9882                   | 0.9110         | 0.2436         | nan                | 0.9825  | 0.3418   | 0.8882       | 0.8426             | 0.8466          | 0.8327    | 0.8717         | 0.9594   | 0.6172             | 0.6108                 | 0.9775              | 0.8514    | 0.2407    | nan           | 0.0779          | 0.8011        | 0.7587   | 0.9789           |
| 0.0269        | 85.88  | 1460 | 0.9929       | 0.2959        | 0.9507            | 0.9229                  | 0.8474               | 0.8995         | 0.9106              | 0.9824        | 0.6299                  | 0.7745                      | 0.9895                   | 0.9106         | 0.2364         | nan                | 0.9826  | 0.2940   | 0.8884       | 0.8451             | 0.8318          | 0.8361    | 0.8758         | 0.9576   | 0.6199             | 0.6215                 | 0.9774              | 0.8516    | 0.2340    | nan           | 0.0778          | 0.7956        | 0.7551   | 0.9790           |
| 0.0273        | 87.06  | 1480 | 0.9937       | 0.0894        | 0.9506            | 0.9190                  | 0.8680               | 0.8860         | 0.9251              | 0.9807        | 0.6401                  | 0.7765                      | 0.9898                   | 0.9120         | 0.2603         | nan                | 0.9826  | 0.0894   | 0.8905       | 0.8519             | 0.8466          | 0.8315    | 0.8874         | 0.9592   | 0.6285             | 0.6164                 | 0.9774              | 0.8540    | 0.2562    | nan           | 0.0758          | 0.7839        | 0.7440   | 0.9791           |
| 0.0288        | 88.24  | 1500 | 0.9932       | 0.1854        | 0.9524            | 0.9075                  | 0.8556               | 0.8900         | 0.8910              | 0.9808        | 0.6311                  | 0.7878                      | 0.9903                   | 0.9093         | 0.2340         | nan                | 0.9828  | 0.1848   | 0.8889       | 0.8508             | 0.8370          | 0.8321    | 0.8751         | 0.9591   | 0.6224             | 0.6146                 | 0.9774              | 0.8555    | 0.2317    | nan           | 0.0780          | 0.7852        | 0.7471   | 0.9790           |
| 0.0258        | 89.41  | 1520 | 0.9924       | 0.3057        | 0.9572            | 0.9354                  | 0.8573               | 0.8933         | 0.8876              | 0.9823        | 0.6272                  | 0.7935                      | 0.9876                   | 0.9146         | 0.2306         | nan                | 0.9826  | 0.3003   | 0.8866       | 0.8465             | 0.8400          | 0.8322    | 0.8710         | 0.9575   | 0.6192             | 0.6181                 | 0.9778              | 0.8540    | 0.2259    | nan           | 0.0794          | 0.7973        | 0.7548   | 0.9788           |
| 0.023         | 90.59  | 1540 | 0.9927       | 0.3252        | 0.9555            | 0.9297                  | 0.8655               | 0.8867         | 0.9231              | 0.9818        | 0.6278                  | 0.7999                      | 0.9899                   | 0.9057         | 0.2339         | nan                | 0.9828  | 0.3135   | 0.8881       | 0.8506             | 0.8438          | 0.8323    | 0.8904         | 0.9598   | 0.6192             | 0.6107                 | 0.9778              | 0.8548    | 0.2281    | nan           | 0.0783          | 0.8014        | 0.7578   | 0.9790           |
| 0.0263        | 91.76  | 1560 | 0.9935       | 0.2634        | 0.9549            | 0.9192                  | 0.8576               | 0.8835         | 0.9122              | 0.9809        | 0.6293                  | 0.7828                      | 0.9882                   | 0.9137         | 0.2440         | nan                | 0.9826  | 0.2576   | 0.8877       | 0.8496             | 0.8401          | 0.8323    | 0.8877         | 0.9592   | 0.6229             | 0.6039                 | 0.9777              | 0.8543    | 0.2387    | nan           | 0.0788          | 0.7941        | 0.7534   | 0.9789           |
| 0.0308        | 92.94  | 1580 | 0.9933       | 0.2195        | 0.9518            | 0.9267                  | 0.8570               | 0.8981         | 0.8983              | 0.9813        | 0.6285                  | 0.7817                      | 0.9884                   | 0.9184         | 0.2340         | nan                | 0.9828  | 0.2181   | 0.8883       | 0.8554             | 0.8391          | 0.8335    | 0.8765         | 0.9603   | 0.6199             | 0.6176                 | 0.9778              | 0.8563    | 0.2311    | nan           | 0.0786          | 0.7905        | 0.7505   | 0.9791           |
| 0.0255        | 94.12  | 1600 | 0.9936       | 0.2065        | 0.9601            | 0.9187                  | 0.8598               | 0.8876         | 0.8846              | 0.9775        | 0.6275                  | 0.7880                      | 0.9860                   | 0.9239         | 0.2229         | nan                | 0.9829  | 0.2058   | 0.8874       | 0.8559             | 0.8419          | 0.8333    | 0.8670         | 0.9607   | 0.6197             | 0.6095                 | 0.9777              | 0.8581    | 0.2203    | nan           | 0.0799          | 0.7874        | 0.7477   | 0.9791           |
| 0.0288        | 95.29  | 1620 | 0.9932       | 0.2878        | 0.9565            | 0.9128                  | 0.8604               | 0.8750         | 0.9047              | 0.9825        | 0.6288                  | 0.7858                      | 0.9910                   | 0.8878         | 0.2249         | nan                | 0.9828  | 0.2846   | 0.8870       | 0.8520             | 0.8408          | 0.8290    | 0.8824         | 0.9594   | 0.6188             | 0.6095                 | 0.9775              | 0.8493    | 0.2224    | nan           | 0.0808          | 0.7916        | 0.7535   | 0.9789           |
| 0.0278        | 96.47  | 1640 | 0.9944       | 0.1593        | 0.9515            | 0.9112                  | 0.8437               | 0.8814         | 0.8830              | 0.9805        | 0.6292                  | 0.7454                      | 0.9892                   | 0.9099         | 0.2248         | nan                | 0.9825  | 0.1593   | 0.8880       | 0.8545             | 0.8285          | 0.8316    | 0.8652         | 0.9586   | 0.6228             | 0.5959                 | 0.9778              | 0.8548    | 0.2228    | nan           | 0.0802          | 0.7772        | 0.7417   | 0.9789           |
| 0.0266        | 97.65  | 1660 | 0.9933       | 0.2033        | 0.9569            | 0.9173                  | 0.8506               | 0.8898         | 0.8823              | 0.9815        | 0.6297                  | 0.7677                      | 0.9875                   | 0.9221         | 0.2112         | nan                | 0.9829  | 0.2029   | 0.8874       | 0.8550             | 0.8348          | 0.8321    | 0.8654         | 0.9597   | 0.6215             | 0.6081                 | 0.9780              | 0.8558    | 0.2093    | nan           | 0.0801          | 0.7841        | 0.7456   | 0.9790           |
| 0.025         | 98.82  | 1680 | 0.9930       | 0.2081        | 0.9597            | 0.8978                  | 0.8492               | 0.9013         | 0.8684              | 0.9799        | 0.6333                  | 0.7604                      | 0.9864                   | 0.9254         | 0.2005         | nan                | 0.9832  | 0.2075   | 0.8871       | 0.8506             | 0.8329          | 0.8398    | 0.8552         | 0.9606   | 0.6287             | 0.6087                 | 0.9772              | 0.8545    | 0.1986    | nan           | 0.0787          | 0.7818        | 0.7450   | 0.9792           |
| 0.0268        | 100.0  | 1700 | 0.9931       | 0.1870        | 0.9549            | 0.9206                  | 0.8659               | 0.8962         | 0.8848              | 0.9826        | 0.6367                  | 0.7757                      | 0.9882                   | 0.9147         | 0.2171         | nan                | 0.9830  | 0.1861   | 0.8891       | 0.8483             | 0.8460          | 0.8333    | 0.8671         | 0.9596   | 0.6281             | 0.6210                 | 0.9784              | 0.8557    | 0.2148    | nan           | 0.0788          | 0.7860        | 0.7470   | 0.9793           |
| 0.0256        | 101.18 | 1720 | 0.9942       | 0.1902        | 0.9516            | 0.9301                  | 0.8468               | 0.8849         | 0.9161              | 0.9808        | 0.6354                  | 0.7714                      | 0.9889                   | 0.9183         | 0.2331         | nan                | 0.9826  | 0.1896   | 0.8895       | 0.8524             | 0.8318          | 0.8335    | 0.8921         | 0.9605   | 0.6271             | 0.6191                 | 0.9780              | 0.8559    | 0.2303    | nan           | 0.0785          | 0.7878        | 0.7494   | 0.9792           |
| 0.0256        | 102.35 | 1740 | 0.9930       | 0.3220        | 0.9563            | 0.9174                  | 0.8542               | 0.8969         | 0.9228              | 0.9798        | 0.6242                  | 0.7796                      | 0.9893                   | 0.9139         | 0.2347         | nan                | 0.9831  | 0.3163   | 0.8872       | 0.8580             | 0.8359          | 0.8384    | 0.8959         | 0.9590   | 0.6187             | 0.6221                 | 0.9785              | 0.8583    | 0.2265    | nan           | 0.0795          | 0.7988        | 0.7598   | 0.9793           |
| 0.0243        | 103.53 | 1760 | 0.9933       | 0.1967        | 0.9556            | 0.9194                  | 0.8592               | 0.9019         | 0.9078              | 0.9791        | 0.6303                  | 0.7629                      | 0.9883                   | 0.9218         | 0.2304         | nan                | 0.9830  | 0.1961   | 0.8895       | 0.8594             | 0.8390          | 0.8391    | 0.8899         | 0.9602   | 0.6230             | 0.6181                 | 0.9782              | 0.8581    | 0.2273    | nan           | 0.0781          | 0.7882        | 0.7509   | 0.9794           |
| 0.0299        | 104.71 | 1780 | 0.9931       | 0.2033        | 0.9584            | 0.9250                  | 0.8485               | 0.9021         | 0.8709              | 0.9783        | 0.6225                  | 0.7794                      | 0.9884                   | 0.9216         | 0.2051         | nan                | 0.9831  | 0.2026   | 0.8884       | 0.8548             | 0.8335          | 0.8379    | 0.8556         | 0.9612   | 0.6179             | 0.6252                 | 0.9788              | 0.8587    | 0.2033    | nan           | 0.0785          | 0.7843        | 0.7462   | 0.9794           |
| 0.0238        | 105.88 | 1800 | 0.9939       | 0.1789        | 0.9530            | 0.9209                  | 0.8513               | 0.8998         | 0.8795              | 0.9815        | 0.6352                  | 0.7671                      | 0.9888                   | 0.9116         | 0.2369         | nan                | 0.9830  | 0.1789   | 0.8912       | 0.8586             | 0.8351          | 0.8372    | 0.8654         | 0.9615   | 0.6288             | 0.6171                 | 0.9785              | 0.8580    | 0.2351    | nan           | 0.0770          | 0.7845        | 0.7483   | 0.9796           |
| 0.0283        | 107.06 | 1820 | 0.9930       | 0.2358        | 0.9605            | 0.9187                  | 0.8514               | 0.8910         | 0.9089              | 0.9780        | 0.6273                  | 0.8059                      | 0.9888                   | 0.9097         | 0.2182         | nan                | 0.9829  | 0.2342   | 0.8885       | 0.8595             | 0.8352          | 0.8344    | 0.8892         | 0.9608   | 0.6210             | 0.6203                 | 0.9786              | 0.8585    | 0.2165    | nan           | 0.0792          | 0.7913        | 0.7523   | 0.9792           |
| 0.0236        | 108.24 | 1840 | 0.9934       | 0.3024        | 0.9579            | 0.9291                  | 0.8560               | 0.8895         | 0.9201              | 0.9805        | 0.6352                  | 0.7655                      | 0.9884                   | 0.9079         | 0.2409         | nan                | 0.9828  | 0.2981   | 0.8888       | 0.8550             | 0.8388          | 0.8342    | 0.8929         | 0.9592   | 0.6231             | 0.6139                 | 0.9783              | 0.8570    | 0.2367    | nan           | 0.0789          | 0.7974        | 0.7584   | 0.9792           |
| 0.0248        | 109.41 | 1860 | 0.9936       | 0.2927        | 0.9553            | 0.9286                  | 0.8521               | 0.8933         | 0.9070              | 0.9819        | 0.6299                  | 0.7726                      | 0.9893                   | 0.9061         | 0.2390         | nan                | 0.9830  | 0.2885   | 0.8901       | 0.8463             | 0.8344          | 0.8375    | 0.8853         | 0.9592   | 0.6220             | 0.6224                 | 0.9784              | 0.8568    | 0.2365    | nan           | 0.0784          | 0.7955        | 0.7570   | 0.9794           |
| 0.0296        | 110.59 | 1880 | 0.9933       | 0.1561        | 0.9523            | 0.9349                  | 0.8549               | 0.9022         | 0.8833              | 0.9830        | 0.6291                  | 0.7902                      | 0.9888                   | 0.9162         | 0.2348         | nan                | 0.9831  | 0.1561   | 0.8907       | 0.8562             | 0.8386          | 0.8375    | 0.8652         | 0.9607   | 0.6205             | 0.6305                 | 0.9783              | 0.8588    | 0.2331    | nan           | 0.0777          | 0.7861        | 0.7469   | 0.9795           |
| 0.0234        | 111.76 | 1900 | 0.9937       | 0.2764        | 0.9536            | 0.9374                  | 0.8559               | 0.8959         | 0.9211              | 0.9791        | 0.6245                  | 0.7706                      | 0.9896                   | 0.9138         | 0.2421         | nan                | 0.9828  | 0.2742   | 0.8901       | 0.8577             | 0.8386          | 0.8378    | 0.8941         | 0.9596   | 0.6196             | 0.6235                 | 0.9785              | 0.8596    | 0.2400    | nan           | 0.0799          | 0.7964        | 0.7582   | 0.9794           |
| 0.0256        | 112.94 | 1920 | 0.9931       | 0.3415        | 0.9587            | 0.9101                  | 0.8473               | 0.8977         | 0.9016              | 0.9780        | 0.6255                  | 0.7751                      | 0.9892                   | 0.9108         | 0.2290         | nan                | 0.9830  | 0.3371   | 0.8884       | 0.8634             | 0.8312          | 0.8370    | 0.8852         | 0.9599   | 0.6191             | 0.6203                 | 0.9783              | 0.8605    | 0.2273    | nan           | 0.0801          | 0.7967        | 0.7608   | 0.9793           |
| 0.022         | 114.12 | 1940 | 0.9933       | 0.3789        | 0.9556            | 0.9383                  | 0.8550               | 0.8948         | 0.9147              | 0.9789        | 0.6288                  | 0.7992                      | 0.9892                   | 0.9181         | 0.2431         | nan                | 0.9830  | 0.3612   | 0.8901       | 0.8594             | 0.8375          | 0.8357    | 0.8922         | 0.9607   | 0.6224             | 0.6209                 | 0.9785              | 0.8616    | 0.2407    | nan           | 0.0786          | 0.8068        | 0.7649   | 0.9794           |
| 0.0235        | 115.29 | 1960 | 0.9932       | 0.3480        | 0.9560            | 0.9251                  | 0.8506               | 0.8939         | 0.9053              | 0.9799        | 0.6274                  | 0.7836                      | 0.9905                   | 0.9063         | 0.2364         | nan                | 0.9830  | 0.3424   | 0.8901       | 0.8615             | 0.8324          | 0.8352    | 0.8878         | 0.9598   | 0.6207             | 0.6235                 | 0.9783              | 0.8597    | 0.2343    | nan           | 0.0790          | 0.7997        | 0.7622   | 0.9794           |
| 0.0292        | 116.47 | 1980 | 0.9939       | 0.3545        | 0.9550            | 0.9267                  | 0.8588               | 0.8872         | 0.9186              | 0.9809        | 0.6221                  | 0.7914                      | 0.9883                   | 0.9215         | 0.2433         | nan                | 0.9829  | 0.3455   | 0.8907       | 0.8650             | 0.8402          | 0.8341    | 0.8967         | 0.9594   | 0.6182             | 0.6286                 | 0.9787              | 0.8614    | 0.2409    | nan           | 0.0803          | 0.8032        | 0.7648   | 0.9795           |
| 0.0252        | 117.65 | 2000 | 0.9940       | 0.3480        | 0.9533            | 0.9367                  | 0.8492               | 0.8846         | 0.9283              | 0.9816        | 0.6248                  | 0.7847                      | 0.9894                   | 0.9175         | 0.2436         | nan                | 0.9829  | 0.3386   | 0.8908       | 0.8639             | 0.8326          | 0.8315    | 0.8974         | 0.9589   | 0.6189             | 0.6293                 | 0.9788              | 0.8600    | 0.2391    | nan           | 0.0801          | 0.8027        | 0.7633   | 0.9794           |
| 0.0266        | 118.82 | 2020 | 0.9924       | 0.4439        | 0.9605            | 0.9216                  | 0.8813               | 0.9003         | 0.9196              | 0.9826        | 0.6329                  | 0.7891                      | 0.9875                   | 0.9215         | 0.1686         | nan                | 0.9834  | 0.4326   | 0.8888       | 0.8657             | 0.8562          | 0.8397    | 0.8957         | 0.9589   | 0.6227             | 0.6283                 | 0.9782              | 0.8601    | 0.1679    | nan           | 0.0790          | 0.8078        | 0.7676   | 0.9795           |
| 0.0257        | 120.0  | 2040 | 0.9935       | 0.3317        | 0.9584            | 0.9307                  | 0.8576               | 0.8875         | 0.9198              | 0.9791        | 0.6243                  | 0.8030                      | 0.9882                   | 0.9262         | 0.1780         | nan                | 0.9831  | 0.3259   | 0.8903       | 0.8655             | 0.8413          | 0.8344    | 0.8958         | 0.9607   | 0.6169             | 0.6193                 | 0.9788              | 0.8634    | 0.1772    | nan           | 0.0813          | 0.7983        | 0.7579   | 0.9795           |
| 0.0246        | 121.18 | 2060 | 0.9937       | 0.2504        | 0.9544            | 0.9303                  | 0.8725               | 0.8938         | 0.9228              | 0.9800        | 0.6265                  | 0.7641                      | 0.9910                   | 0.9045         | 0.2586         | nan                | 0.9833  | 0.2476   | 0.8922       | 0.8671             | 0.8509          | 0.8386    | 0.9003         | 0.9603   | 0.6180             | 0.6211                 | 0.9782              | 0.8594    | 0.2520    | nan           | 0.0773          | 0.7956        | 0.7592   | 0.9797           |
| 0.0273        | 122.35 | 2080 | 0.9939       | 0.1935        | 0.9529            | 0.9174                  | 0.8531               | 0.8845         | 0.9048              | 0.9814        | 0.6249                  | 0.7741                      | 0.9913                   | 0.9008         | 0.2092         | nan                | 0.9832  | 0.1926   | 0.8896       | 0.8640             | 0.8383          | 0.8356    | 0.8907         | 0.9592   | 0.6192             | 0.6205                 | 0.9774              | 0.8581    | 0.2077    | nan           | 0.0812          | 0.7832        | 0.7489   | 0.9794           |
| 0.0209        | 123.53 | 2100 | 0.9933       | 0.2455        | 0.9573            | 0.9207                  | 0.8545               | 0.9000         | 0.9154              | 0.9801        | 0.6232                  | 0.7778                      | 0.9897                   | 0.9137         | 0.2016         | nan                | 0.9834  | 0.2439   | 0.8904       | 0.8679             | 0.8394          | 0.8419    | 0.8981         | 0.9600   | 0.6177             | 0.6289                 | 0.9784              | 0.8627    | 0.2002    | nan           | 0.0805          | 0.7902        | 0.7548   | 0.9797           |
| 0.0233        | 124.71 | 2120 | 0.9930       | 0.2423        | 0.9551            | 0.9354                  | 0.8548               | 0.9022         | 0.9183              | 0.9807        | 0.6224                  | 0.7888                      | 0.9906                   | 0.9106         | 0.2290         | nan                | 0.9834  | 0.2407   | 0.8903       | 0.8648             | 0.8388          | 0.8394    | 0.8962         | 0.9600   | 0.6161             | 0.6274                 | 0.9785              | 0.8623    | 0.2271    | nan           | 0.0803          | 0.7941        | 0.7558   | 0.9797           |
| 0.0206        | 125.88 | 2140 | 0.9938       | 0.3089        | 0.9518            | 0.9177                  | 0.8557               | 0.8886         | 0.9249              | 0.9814        | 0.6287                  | 0.7948                      | 0.9914                   | 0.9048         | 0.2116         | nan                | 0.9832  | 0.3035   | 0.8902       | 0.8658             | 0.8395          | 0.8396    | 0.9013         | 0.9591   | 0.6217             | 0.6244                 | 0.9783              | 0.8598    | 0.2103    | nan           | 0.0804          | 0.7965        | 0.7598   | 0.9796           |
| 0.0252        | 127.06 | 2160 | 0.9933       | 0.3285        | 0.9544            | 0.9381                  | 0.8706               | 0.8985         | 0.9303              | 0.9813        | 0.6272                  | 0.7816                      | 0.9902                   | 0.9175         | 0.2381         | nan                | 0.9834  | 0.3211   | 0.8908       | 0.8686             | 0.8502          | 0.8415    | 0.9023         | 0.9597   | 0.6207             | 0.6264                 | 0.9788              | 0.8633    | 0.2337    | nan           | 0.0794          | 0.8038        | 0.7646   | 0.9798           |
| 0.0274        | 128.24 | 2180 | 0.9935       | 0.3366        | 0.9562            | 0.9205                  | 0.8627               | 0.8976         | 0.9170              | 0.9812        | 0.6234                  | 0.7904                      | 0.9889                   | 0.9198         | 0.2291         | nan                | 0.9833  | 0.3312   | 0.8904       | 0.8680             | 0.8469          | 0.8408    | 0.8969         | 0.9593   | 0.6176             | 0.6297                 | 0.9789              | 0.8639    | 0.2272    | nan           | 0.0801          | 0.8013        | 0.7642   | 0.9797           |
| 0.0254        | 129.41 | 2200 | 0.9936       | 0.2537        | 0.9551            | 0.9270                  | 0.8635               | 0.8960         | 0.9123              | 0.9819        | 0.6250                  | 0.7929                      | 0.9886                   | 0.9260         | 0.2223         | nan                | 0.9833  | 0.2512   | 0.8911       | 0.8658             | 0.8461          | 0.8386    | 0.8925         | 0.9590   | 0.6188             | 0.6304                 | 0.9792              | 0.8636    | 0.2206    | nan           | 0.0796          | 0.7952        | 0.7569   | 0.9797           |
| 0.024         | 130.59 | 2220 | 0.9936       | 0.1951        | 0.9572            | 0.9302                  | 0.8622               | 0.8970         | 0.9229              | 0.9811        | 0.6275                  | 0.7900                      | 0.9893                   | 0.9206         | 0.2262         | nan                | 0.9835  | 0.1942   | 0.8927       | 0.8688             | 0.8467          | 0.8410    | 0.8989         | 0.9612   | 0.6217             | 0.6272                 | 0.9791              | 0.8650    | 0.2247    | nan           | 0.0783          | 0.7918        | 0.7542   | 0.9800           |
| 0.027         | 131.76 | 2240 | 0.9933       | 0.2813        | 0.9517            | 0.9241                  | 0.8712               | 0.9027         | 0.9345              | 0.9833        | 0.6333                  | 0.7869                      | 0.9902                   | 0.9146         | 0.2275         | nan                | 0.9834  | 0.2777   | 0.8926       | 0.8661             | 0.8497          | 0.8405    | 0.9018         | 0.9597   | 0.6237             | 0.6262                 | 0.9790              | 0.8631    | 0.2257    | nan           | 0.0786          | 0.7996        | 0.7607   | 0.9799           |
| 0.0208        | 132.94 | 2260 | 0.9935       | 0.2358        | 0.9551            | 0.9257                  | 0.8583               | 0.8920         | 0.9265              | 0.9821        | 0.6282                  | 0.8028                      | 0.9903                   | 0.9136         | 0.2308         | nan                | 0.9833  | 0.2339   | 0.8921       | 0.8694             | 0.8426          | 0.8365    | 0.8995         | 0.9604   | 0.6216             | 0.6271                 | 0.9791              | 0.8638    | 0.2291    | nan           | 0.0801          | 0.7950        | 0.7568   | 0.9798           |
| 0.0251        | 134.12 | 2280 | 0.9937       | 0.2894        | 0.9541            | 0.9327                  | 0.8687               | 0.8883         | 0.9182              | 0.9822        | 0.6234                  | 0.7846                      | 0.9905                   | 0.9137         | 0.2341         | nan                | 0.9833  | 0.2848   | 0.8915       | 0.8688             | 0.8491          | 0.8362    | 0.8970         | 0.9603   | 0.6178             | 0.6223                 | 0.9790              | 0.8634    | 0.2323    | nan           | 0.0810          | 0.7980        | 0.7604   | 0.9797           |
| 0.0217        | 135.29 | 2300 | 0.9942       | 0.3285        | 0.9531            | 0.9385                  | 0.8568               | 0.8883         | 0.9183              | 0.9803        | 0.6244                  | 0.7928                      | 0.9904                   | 0.9173         | 0.2393         | nan                | 0.9833  | 0.3201   | 0.8922       | 0.8765             | 0.8403          | 0.8374    | 0.8983         | 0.9603   | 0.6188             | 0.6297                 | 0.9789              | 0.8644    | 0.2366    | nan           | 0.0809          | 0.8017        | 0.7644   | 0.9798           |
| 0.0249        | 136.47 | 2320 | 0.9937       | 0.2976        | 0.9560            | 0.9356                  | 0.8588               | 0.8969         | 0.8910              | 0.9818        | 0.6262                  | 0.7744                      | 0.9887                   | 0.9167         | 0.2345         | nan                | 0.9833  | 0.2928   | 0.8913       | 0.8725             | 0.8419          | 0.8377    | 0.8746         | 0.9608   | 0.6198             | 0.6203                 | 0.9789              | 0.8643    | 0.2324    | nan           | 0.0812          | 0.7963        | 0.7593   | 0.9797           |
| 0.0229        | 137.65 | 2340 | 0.9940       | 0.3398        | 0.9522            | 0.9262                  | 0.8622               | 0.8958         | 0.9253              | 0.9809        | 0.6251                  | 0.7975                      | 0.9905                   | 0.9102         | 0.2338         | nan                | 0.9834  | 0.3333   | 0.8922       | 0.8732             | 0.8430          | 0.8405    | 0.9013         | 0.9609   | 0.6189             | 0.6253                 | 0.9788              | 0.8638    | 0.2321    | nan           | 0.0800          | 0.8026        | 0.7651   | 0.9799           |
| 0.0255        | 138.82 | 2360 | 0.9942       | 0.3220        | 0.9547            | 0.9288                  | 0.8616               | 0.8916         | 0.9138              | 0.9814        | 0.6246                  | 0.7646                      | 0.9898                   | 0.9134         | 0.2408         | nan                | 0.9832  | 0.3153   | 0.8923       | 0.8761             | 0.8445          | 0.8383    | 0.8958         | 0.9602   | 0.6180             | 0.6198                 | 0.9792              | 0.8644    | 0.2385    | nan           | 0.0807          | 0.7986        | 0.7635   | 0.9798           |
| 0.025         | 140.0  | 2380 | 0.9932       | 0.3626        | 0.9544            | 0.9285                  | 0.8567               | 0.8978         | 0.9276              | 0.9807        | 0.6266                  | 0.7963                      | 0.9910                   | 0.9159         | 0.2400         | nan                | 0.9836  | 0.3551   | 0.8904       | 0.8750             | 0.8394          | 0.8405    | 0.9008         | 0.9601   | 0.6177             | 0.6291                 | 0.9785              | 0.8647    | 0.2366    | nan           | 0.0811          | 0.8055        | 0.7670   | 0.9798           |
| 0.0203        | 141.18 | 2400 | 0.9937       | 0.3220        | 0.9577            | 0.9230                  | 0.8747               | 0.8940         | 0.9281              | 0.9797        | 0.6233                  | 0.7675                      | 0.9893                   | 0.9159         | 0.2408         | nan                | 0.9834  | 0.3163   | 0.8907       | 0.8699             | 0.8540          | 0.8388    | 0.8999         | 0.9594   | 0.6165             | 0.6187                 | 0.9794              | 0.8643    | 0.2345    | nan           | 0.0815          | 0.8007        | 0.7635   | 0.9798           |
| 0.0245        | 142.35 | 2420 | 0.9939       | 0.3122        | 0.9541            | 0.9387                  | 0.8693               | 0.8924         | 0.9261              | 0.9827        | 0.6251                  | 0.7980                      | 0.9883                   | 0.9334         | 0.2442         | nan                | 0.9834  | 0.3077   | 0.8928       | 0.8696             | 0.8511          | 0.8393    | 0.9012         | 0.9599   | 0.6196             | 0.6327                 | 0.9793              | 0.8639    | 0.2411    | nan           | 0.0800          | 0.8045        | 0.7647   | 0.9800           |
| 0.021         | 143.53 | 2440 | 0.9934       | 0.3626        | 0.9557            | 0.9449                  | 0.8650               | 0.8963         | 0.9220              | 0.9824        | 0.6284                  | 0.7961                      | 0.9896                   | 0.9210         | 0.2369         | nan                | 0.9836  | 0.3562   | 0.8920       | 0.8759             | 0.8457          | 0.8395    | 0.8999         | 0.9591   | 0.6215             | 0.6309                 | 0.9794              | 0.8647    | 0.2342    | nan           | 0.0797          | 0.8073        | 0.7679   | 0.9799           |
| 0.0235        | 144.71 | 2460 | 0.9943       | 0.2911        | 0.9581            | 0.9411                  | 0.8603               | 0.8844         | 0.9149              | 0.9794        | 0.6232                  | 0.7764                      | 0.9884                   | 0.9207         | 0.2400         | nan                | 0.9832  | 0.2869   | 0.8910       | 0.8680             | 0.8450          | 0.8354    | 0.8936         | 0.9600   | 0.6179             | 0.6198                 | 0.9793              | 0.8658    | 0.2369    | nan           | 0.0825          | 0.7979        | 0.7602   | 0.9797           |
| 0.0254        | 145.88 | 2480 | 0.9941       | 0.2846        | 0.9532            | 0.9409                  | 0.8680               | 0.8930         | 0.9247              | 0.9798        | 0.6242                  | 0.7814                      | 0.9903                   | 0.9162         | 0.2461         | nan                | 0.9833  | 0.2809   | 0.8925       | 0.8708             | 0.8467          | 0.8382    | 0.9010         | 0.9607   | 0.6183             | 0.6232                 | 0.9792              | 0.8653    | 0.2431    | nan           | 0.0812          | 0.7997        | 0.7618   | 0.9799           |
| 0.0216        | 147.06 | 2500 | 0.9935       | 0.2927        | 0.9526            | 0.9281                  | 0.8561               | 0.8995         | 0.9277              | 0.9810        | 0.6235                  | 0.7848                      | 0.9913                   | 0.9075         | 0.2323         | nan                | 0.9834  | 0.2903   | 0.8914       | 0.8714             | 0.8393          | 0.8375    | 0.9033         | 0.9601   | 0.6180             | 0.6270                 | 0.9788              | 0.8628    | 0.2305    | nan           | 0.0810          | 0.7977        | 0.7611   | 0.9798           |
| 0.0229        | 148.24 | 2520 | 0.9936       | 0.3642        | 0.9542            | 0.9384                  | 0.8601               | 0.8935         | 0.9304              | 0.9833        | 0.6248                  | 0.7977                      | 0.9898                   | 0.9155         | 0.2459         | nan                | 0.9835  | 0.3544   | 0.8921       | 0.8637             | 0.8429          | 0.8380    | 0.8966         | 0.9593   | 0.6182             | 0.6257                 | 0.9792              | 0.8650    | 0.2430    | nan           | 0.0810          | 0.8070        | 0.7663   | 0.9798           |
| 0.022         | 149.41 | 2540 | 0.9934       | 0.3138        | 0.9572            | 0.9460                  | 0.8611               | 0.8924         | 0.9241              | 0.9815        | 0.6235                  | 0.7865                      | 0.9897                   | 0.9176         | 0.2397         | nan                | 0.9835  | 0.3030   | 0.8909       | 0.8671             | 0.8420          | 0.8378    | 0.8953         | 0.9597   | 0.6182             | 0.6212                 | 0.9792              | 0.8652    | 0.2377    | nan           | 0.0817          | 0.8020        | 0.7616   | 0.9798           |
| 0.0235        | 150.59 | 2560 | 0.9938       | 0.2667        | 0.9539            | 0.9397                  | 0.8590               | 0.8940         | 0.9200              | 0.9818        | 0.6240                  | 0.7736                      | 0.9897                   | 0.9229         | 0.2428         | nan                | 0.9834  | 0.2641   | 0.8916       | 0.8688             | 0.8425          | 0.8378    | 0.8992         | 0.9601   | 0.6176             | 0.6177                 | 0.9790              | 0.8660    | 0.2402    | nan           | 0.0817          | 0.7971        | 0.7591   | 0.9798           |
| 0.0224        | 151.76 | 2580 | 0.9938       | 0.3561        | 0.9555            | 0.9403                  | 0.8661               | 0.8892         | 0.9244              | 0.9814        | 0.6238                  | 0.7724                      | 0.9899                   | 0.9214         | 0.2453         | nan                | 0.9834  | 0.3471   | 0.8912       | 0.8688             | 0.8470          | 0.8374    | 0.8984         | 0.9600   | 0.6176             | 0.6209                 | 0.9793              | 0.8658    | 0.2398    | nan           | 0.0820          | 0.8046        | 0.7659   | 0.9798           |
| 0.0205        | 152.94 | 2600 | 0.9939       | 0.2943        | 0.9546            | 0.9375                  | 0.8547               | 0.8966         | 0.9193              | 0.9801        | 0.6246                  | 0.7738                      | 0.9904                   | 0.9152         | 0.2378         | nan                | 0.9835  | 0.2896   | 0.8918       | 0.8715             | 0.8392          | 0.8383    | 0.8984         | 0.9611   | 0.6185             | 0.6206                 | 0.9793              | 0.8657    | 0.2359    | nan           | 0.0810          | 0.7979        | 0.7610   | 0.9799           |
| 0.0197        | 154.12 | 2620 | 0.9929       | 0.3382        | 0.9570            | 0.9462                  | 0.8656               | 0.9036         | 0.9324              | 0.9828        | 0.6258                  | 0.7921                      | 0.9891                   | 0.9219         | 0.2389         | nan                | 0.9836  | 0.3323   | 0.8919       | 0.8674             | 0.8475          | 0.8405    | 0.9058         | 0.9604   | 0.6171             | 0.6255                 | 0.9794              | 0.8656    | 0.2358    | nan           | 0.0808          | 0.8067        | 0.7656   | 0.9799           |
| 0.0209        | 155.29 | 2640 | 0.9943       | 0.2423        | 0.9555            | 0.9340                  | 0.8575               | 0.8939         | 0.9254              | 0.9817        | 0.6240                  | 0.7638                      | 0.9886                   | 0.9252         | 0.2443         | nan                | 0.9835  | 0.2399   | 0.8926       | 0.8723             | 0.8421          | 0.8398    | 0.9027         | 0.9610   | 0.6175             | 0.6173                 | 0.9793              | 0.8657    | 0.2419    | nan           | 0.0812          | 0.7946        | 0.7581   | 0.9800           |
| 0.0203        | 156.47 | 2660 | 0.9940       | 0.3496        | 0.9558            | 0.9387                  | 0.8629               | 0.8939         | 0.9251              | 0.9808        | 0.6245                  | 0.7735                      | 0.9892                   | 0.9231         | 0.2499         | nan                | 0.9834  | 0.3429   | 0.8926       | 0.8695             | 0.8463          | 0.8400    | 0.9050         | 0.9608   | 0.6177             | 0.6220                 | 0.9796              | 0.8664    | 0.2460    | nan           | 0.0809          | 0.8047        | 0.7671   | 0.9800           |
| 0.0225        | 157.65 | 2680 | 0.9938       | 0.3203        | 0.9571            | 0.9292                  | 0.8643               | 0.8980         | 0.9265              | 0.9810        | 0.6220                  | 0.7662                      | 0.9885                   | 0.9237         | 0.2427         | nan                | 0.9836  | 0.3152   | 0.8912       | 0.8653             | 0.8467          | 0.8419    | 0.9053         | 0.9602   | 0.6169             | 0.6222                 | 0.9794              | 0.8654    | 0.2388    | nan           | 0.0808          | 0.8010        | 0.7640   | 0.9800           |
| 0.0269        | 158.82 | 2700 | 0.9943       | 0.2553        | 0.9558            | 0.9247                  | 0.8603               | 0.8894         | 0.9212              | 0.9807        | 0.6250                  | 0.7761                      | 0.9899                   | 0.9177         | 0.2444         | nan                | 0.9834  | 0.2516   | 0.8928       | 0.8697             | 0.8439          | 0.8390    | 0.9014         | 0.9609   | 0.6184             | 0.6272                 | 0.9795              | 0.8653    | 0.2418    | nan           | 0.0806          | 0.7950        | 0.7596   | 0.9800           |
| 0.0204        | 160.0  | 2720 | 0.9940       | 0.3480        | 0.9543            | 0.9310                  | 0.8668               | 0.8949         | 0.9281              | 0.9816        | 0.6257                  | 0.7981                      | 0.9892                   | 0.9248         | 0.2527         | nan                | 0.9835  | 0.3391   | 0.8932       | 0.8665             | 0.8497          | 0.8404    | 0.9049         | 0.9605   | 0.6187             | 0.6308                 | 0.9796              | 0.8656    | 0.2475    | nan           | 0.0805          | 0.8069        | 0.7677   | 0.9801           |
| 0.0188        | 161.18 | 2740 | 0.9934       | 0.3659        | 0.9579            | 0.9386                  | 0.8677               | 0.8992         | 0.9274              | 0.9823        | 0.6255                  | 0.7694                      | 0.9896                   | 0.9168         | 0.2531         | nan                | 0.9837  | 0.3571   | 0.8920       | 0.8709             | 0.8494          | 0.8420    | 0.9019         | 0.9608   | 0.6191             | 0.6213                 | 0.9794              | 0.8654    | 0.2484    | nan           | 0.0801          | 0.8067        | 0.7686   | 0.9801           |
| 0.0218        | 162.35 | 2760 | 0.9936       | 0.3577        | 0.9578            | 0.9321                  | 0.8665               | 0.9000         | 0.9290              | 0.9800        | 0.6247                  | 0.7756                      | 0.9894                   | 0.9216         | 0.2515         | nan                | 0.9837  | 0.3514   | 0.8919       | 0.8732             | 0.8478          | 0.8421    | 0.9041         | 0.9609   | 0.6183             | 0.6240                 | 0.9795              | 0.8674    | 0.2469    | nan           | 0.0805          | 0.8061        | 0.7686   | 0.9801           |
| 0.0203        | 163.53 | 2780 | 0.9931       | 0.3268        | 0.9580            | 0.9177                  | 0.8569               | 0.9023         | 0.9230              | 0.9822        | 0.6227                  | 0.7698                      | 0.9898                   | 0.9155         | 0.2411         | nan                | 0.9836  | 0.3216   | 0.8910       | 0.8713             | 0.8405          | 0.8406    | 0.9018         | 0.9599   | 0.6167             | 0.6242                 | 0.9795              | 0.8664    | 0.2384    | nan           | 0.0815          | 0.7999        | 0.7643   | 0.9799           |
| 0.0229        | 164.71 | 2800 | 0.9933       | 0.3301        | 0.9548            | 0.9399                  | 0.8574               | 0.9024         | 0.9303              | 0.9801        | 0.6251                  | 0.7891                      | 0.9912                   | 0.9162         | 0.2512         | nan                | 0.9836  | 0.3248   | 0.8924       | 0.8793             | 0.8401          | 0.8410    | 0.9061         | 0.9611   | 0.6190             | 0.6316                 | 0.9792              | 0.8669    | 0.2481    | nan           | 0.0805          | 0.8047        | 0.7672   | 0.9801           |
| 0.0189        | 165.88 | 2820 | 0.9940       | 0.3350        | 0.9556            | 0.9351                  | 0.8622               | 0.8921         | 0.9278              | 0.9821        | 0.6248                  | 0.7816                      | 0.9890                   | 0.9258         | 0.2524         | nan                | 0.9835  | 0.3285   | 0.8930       | 0.8755             | 0.8450          | 0.8390    | 0.9041         | 0.9605   | 0.6187             | 0.6255                 | 0.9795              | 0.8665    | 0.2472    | nan           | 0.0816          | 0.8044        | 0.7667   | 0.9800           |
| 0.0235        | 167.06 | 2840 | 0.9933       | 0.3772        | 0.9555            | 0.9379                  | 0.8622               | 0.9032         | 0.9265              | 0.9822        | 0.6231                  | 0.7864                      | 0.9899                   | 0.9224         | 0.2539         | nan                | 0.9837  | 0.3700   | 0.8925       | 0.8772             | 0.8443          | 0.8412    | 0.9049         | 0.9603   | 0.6176             | 0.6272                 | 0.9795              | 0.8669    | 0.2486    | nan           | 0.0809          | 0.8087        | 0.7703   | 0.9801           |
| 0.0218        | 168.24 | 2860 | 0.9935       | 0.3350        | 0.9582            | 0.9314                  | 0.8572               | 0.8961         | 0.9207              | 0.9809        | 0.6220                  | 0.7770                      | 0.9906                   | 0.9125         | 0.2426         | nan                | 0.9837  | 0.3291   | 0.8914       | 0.8749             | 0.8395          | 0.8412    | 0.9003         | 0.9613   | 0.6170             | 0.6243                 | 0.9792              | 0.8658    | 0.2400    | nan           | 0.0825          | 0.8013        | 0.7652   | 0.9800           |
| 0.0225        | 169.41 | 2880 | 0.9941       | 0.3089        | 0.9553            | 0.9303                  | 0.8597               | 0.8913         | 0.9232              | 0.9819        | 0.6236                  | 0.7837                      | 0.9896                   | 0.9214         | 0.2450         | nan                | 0.9835  | 0.304    | 0.8928       | 0.8759             | 0.8426          | 0.8392    | 0.9029         | 0.9611   | 0.6185             | 0.6286                 | 0.9794              | 0.8665    | 0.2414    | nan           | 0.0818          | 0.8006        | 0.7643   | 0.9800           |
| 0.0204        | 170.59 | 2900 | 0.9937       | 0.3870        | 0.9557            | 0.9338                  | 0.8589               | 0.8986         | 0.9322              | 0.9815        | 0.6253                  | 0.7736                      | 0.9902                   | 0.9196         | 0.2531         | nan                | 0.9837  | 0.3766   | 0.8928       | 0.8770             | 0.8424          | 0.8412    | 0.9061         | 0.9611   | 0.6192             | 0.6238                 | 0.9793              | 0.8667    | 0.2497    | nan           | 0.0808          | 0.8079        | 0.7707   | 0.9801           |
| 0.0184        | 171.76 | 2920 | 0.9939       | 0.3577        | 0.9575            | 0.9346                  | 0.8621               | 0.8910         | 0.9337              | 0.9813        | 0.6253                  | 0.7793                      | 0.9892                   | 0.9239         | 0.2545         | nan                | 0.9836  | 0.3487   | 0.8927       | 0.8715             | 0.8450          | 0.8385    | 0.9022         | 0.9612   | 0.6189             | 0.6238                 | 0.9795              | 0.8668    | 0.2488    | nan           | 0.0817          | 0.8065        | 0.7678   | 0.9800           |
| 0.0234        | 172.94 | 2940 | 0.9938       | 0.3301        | 0.9576            | 0.9343                  | 0.8640               | 0.8945         | 0.9314              | 0.9801        | 0.6259                  | 0.7919                      | 0.9890                   | 0.9268         | 0.2530         | nan                | 0.9837  | 0.3232   | 0.8928       | 0.8738             | 0.8453          | 0.8400    | 0.9008         | 0.9615   | 0.6194             | 0.6259                 | 0.9794              | 0.8671    | 0.2474    | nan           | 0.0814          | 0.8056        | 0.7662   | 0.9801           |
| 0.0213        | 174.12 | 2960 | 0.9934       | 0.3528        | 0.9570            | 0.9312                  | 0.8599               | 0.9020         | 0.9337              | 0.9818        | 0.6259                  | 0.7751                      | 0.9894                   | 0.9218         | 0.2475         | nan                | 0.9837  | 0.3461   | 0.8921       | 0.8755             | 0.8432          | 0.8416    | 0.9035         | 0.9609   | 0.6192             | 0.6199                 | 0.9796              | 0.8672    | 0.2440    | nan           | 0.0815          | 0.8055        | 0.7674   | 0.9801           |
| 0.0182        | 175.29 | 2980 | 0.9934       | 0.3610        | 0.9574            | 0.9413                  | 0.8613               | 0.8957         | 0.9366              | 0.9802        | 0.6249                  | 0.7775                      | 0.9902                   | 0.9251         | 0.2460         | nan                | 0.9836  | 0.3535   | 0.8918       | 0.8758             | 0.8435          | 0.8402    | 0.9023         | 0.9612   | 0.6179             | 0.6216                 | 0.9794              | 0.8677    | 0.2437    | nan           | 0.0820          | 0.8070        | 0.7679   | 0.9800           |
| 0.0203        | 176.47 | 3000 | 0.9934       | 0.3236        | 0.9573            | 0.9337                  | 0.8583               | 0.8992         | 0.9322              | 0.9811        | 0.6247                  | 0.7840                      | 0.9893                   | 0.9246         | 0.2318         | nan                | 0.9836  | 0.3184   | 0.8917       | 0.8729             | 0.8421          | 0.8399    | 0.9037         | 0.9607   | 0.6183             | 0.6227                 | 0.9795              | 0.8674    | 0.2303    | nan           | 0.0825          | 0.8026        | 0.7639   | 0.9800           |
| 0.024         | 177.65 | 3020 | 0.9938       | 0.3236        | 0.9539            | 0.9346                  | 0.8584               | 0.8971         | 0.9300              | 0.9825        | 0.6259                  | 0.7842                      | 0.9899                   | 0.9241         | 0.2416         | nan                | 0.9837  | 0.3179   | 0.8926       | 0.8711             | 0.8415          | 0.8404    | 0.9034         | 0.9607   | 0.6197             | 0.6244                 | 0.9794              | 0.8673    | 0.2400    | nan           | 0.0821          | 0.8030        | 0.7648   | 0.9800           |
| 0.0182        | 178.82 | 3040 | 0.9933       | 0.3740        | 0.9574            | 0.9400                  | 0.8569               | 0.9011         | 0.9271              | 0.9818        | 0.6261                  | 0.7775                      | 0.9900                   | 0.9205         | 0.2384         | nan                | 0.9838  | 0.3668   | 0.8916       | 0.8713             | 0.8399          | 0.8421    | 0.9023         | 0.9607   | 0.6196             | 0.6247                 | 0.9794              | 0.8675    | 0.2366    | nan           | 0.0814          | 0.8065        | 0.7682   | 0.9801           |
| 0.0227        | 180.0  | 3060 | 0.9932       | 0.3447        | 0.9574            | 0.9368                  | 0.8584               | 0.9025         | 0.9287              | 0.9817        | 0.6249                  | 0.7810                      | 0.9896                   | 0.9228         | 0.2408         | nan                | 0.9838  | 0.3387   | 0.8918       | 0.8728             | 0.8409          | 0.8411    | 0.9050         | 0.9605   | 0.6186             | 0.6261                 | 0.9795              | 0.8672    | 0.2391    | nan           | 0.0813          | 0.8048        | 0.7665   | 0.9800           |
| 0.0198        | 181.18 | 3080 | 0.9940       | 0.3593        | 0.9564            | 0.9417                  | 0.8583               | 0.8938         | 0.9340              | 0.9814        | 0.6248                  | 0.7771                      | 0.9889                   | 0.9282         | 0.2478         | nan                | 0.9837  | 0.3508   | 0.8918       | 0.8712             | 0.8429          | 0.8406    | 0.9037         | 0.9606   | 0.6177             | 0.6240                 | 0.9794              | 0.8673    | 0.2456    | nan           | 0.0816          | 0.8066        | 0.7676   | 0.9800           |
| 0.0249        | 182.35 | 3100 | 0.9939       | 0.3122        | 0.9550            | 0.9416                  | 0.8634               | 0.8990         | 0.9334              | 0.9814        | 0.6256                  | 0.7774                      | 0.9899                   | 0.9186         | 0.2534         | nan                | 0.9838  | 0.3062   | 0.8929       | 0.8700             | 0.8448          | 0.8416    | 0.9050         | 0.9611   | 0.6180             | 0.6212                 | 0.9795              | 0.8677    | 0.2501    | nan           | 0.0812          | 0.8034        | 0.7648   | 0.9801           |
| 0.0201        | 183.53 | 3120 | 0.9934       | 0.3008        | 0.9578            | 0.9378                  | 0.8544               | 0.8992         | 0.9277              | 0.9808        | 0.6233                  | 0.7769                      | 0.9899                   | 0.9199         | 0.2465         | nan                | 0.9838  | 0.2955   | 0.8920       | 0.8724             | 0.8382          | 0.8405    | 0.9022         | 0.9609   | 0.6166             | 0.6208                 | 0.9794              | 0.8678    | 0.2438    | nan           | 0.0822          | 0.8007        | 0.7626   | 0.9800           |
| 0.0262        | 184.71 | 3140 | 0.9936       | 0.3382        | 0.9554            | 0.9305                  | 0.8554               | 0.8991         | 0.9308              | 0.9814        | 0.6254                  | 0.7831                      | 0.9905                   | 0.9193         | 0.2475         | nan                | 0.9838  | 0.3323   | 0.8927       | 0.8766             | 0.8390          | 0.8408    | 0.9037         | 0.9610   | 0.6180             | 0.6240                 | 0.9794              | 0.8674    | 0.2455    | nan           | 0.0807          | 0.8039        | 0.7665   | 0.9801           |
| 0.0217        | 185.88 | 3160 | 0.9937       | 0.3740        | 0.9571            | 0.9372                  | 0.8574               | 0.8971         | 0.9322              | 0.9816        | 0.6257                  | 0.7808                      | 0.9894                   | 0.9236         | 0.2459         | nan                | 0.9838  | 0.3651   | 0.8924       | 0.8744             | 0.8419          | 0.8408    | 0.9036         | 0.9608   | 0.6183             | 0.6234                 | 0.9796              | 0.8684    | 0.2437    | nan           | 0.0813          | 0.8073        | 0.7689   | 0.9801           |
| 0.0193        | 187.06 | 3180 | 0.9937       | 0.3854        | 0.9561            | 0.9362                  | 0.8592               | 0.8967         | 0.9305              | 0.9825        | 0.6256                  | 0.7832                      | 0.9895                   | 0.9242         | 0.2482         | nan                | 0.9837  | 0.375    | 0.8928       | 0.8725             | 0.8426          | 0.8408    | 0.9029         | 0.9606   | 0.6183             | 0.6244                 | 0.9796              | 0.8681    | 0.2457    | nan           | 0.0813          | 0.8085        | 0.7698   | 0.9801           |
| 0.0252        | 188.24 | 3200 | 0.9938       | 0.3691        | 0.9568            | 0.9326                  | 0.8565               | 0.8948         | 0.9250              | 0.9813        | 0.6246                  | 0.7735                      | 0.9899                   | 0.9238         | 0.2452         | nan                | 0.9837  | 0.3603   | 0.8923       | 0.8751             | 0.8404          | 0.8403    | 0.9006         | 0.9608   | 0.6178             | 0.6210                 | 0.9794              | 0.8683    | 0.2428    | nan           | 0.0817          | 0.8051        | 0.7679   | 0.9801           |
| 0.0204        | 189.41 | 3220 | 0.9938       | 0.3626        | 0.9558            | 0.9326                  | 0.8602               | 0.8968         | 0.9294              | 0.9805        | 0.6239                  | 0.7823                      | 0.9902                   | 0.9197         | 0.2490         | nan                | 0.9837  | 0.3557   | 0.8927       | 0.8750             | 0.8431          | 0.8403    | 0.9029         | 0.9610   | 0.6175             | 0.6246                 | 0.9795              | 0.8682    | 0.2456    | nan           | 0.0819          | 0.8059        | 0.7684   | 0.9801           |
| 0.0249        | 190.59 | 3240 | 0.9936       | 0.3366        | 0.9576            | 0.9339                  | 0.8609               | 0.8992         | 0.9281              | 0.9814        | 0.6233                  | 0.7887                      | 0.9894                   | 0.9215         | 0.2500         | nan                | 0.9838  | 0.3307   | 0.8927       | 0.8725             | 0.8438          | 0.8409    | 0.9025         | 0.9609   | 0.6170             | 0.6282                 | 0.9796              | 0.8679    | 0.2464    | nan           | 0.0822          | 0.8049        | 0.7667   | 0.9801           |
| 0.0215        | 191.76 | 3260 | 0.9939       | 0.3463        | 0.9557            | 0.9361                  | 0.8647               | 0.8962         | 0.9289              | 0.9821        | 0.6244                  | 0.7839                      | 0.9894                   | 0.9245         | 0.2526         | nan                | 0.9837  | 0.3397   | 0.8932       | 0.8727             | 0.8466          | 0.8406    | 0.9027         | 0.9609   | 0.6172             | 0.6255                 | 0.9796              | 0.8678    | 0.2487    | nan           | 0.0820          | 0.8060        | 0.7676   | 0.9801           |
| 0.0225        | 192.94 | 3280 | 0.9937       | 0.3821        | 0.9572            | 0.9380                  | 0.8615               | 0.8938         | 0.9264              | 0.9820        | 0.6240                  | 0.7830                      | 0.9897                   | 0.9226         | 0.2461         | nan                | 0.9838  | 0.3718   | 0.8921       | 0.8718             | 0.8438          | 0.8402    | 0.8987         | 0.9607   | 0.6166             | 0.6233                 | 0.9795              | 0.8679    | 0.2435    | nan           | 0.0824          | 0.8077        | 0.7687   | 0.9801           |
| 0.0221        | 194.12 | 3300 | 0.9937       | 0.3675        | 0.9554            | 0.9395                  | 0.8611               | 0.8971         | 0.9268              | 0.9819        | 0.6245                  | 0.7911                      | 0.9899                   | 0.9238         | 0.2495         | nan                | 0.9838  | 0.3604   | 0.8930       | 0.8720             | 0.8434          | 0.8408    | 0.9010         | 0.9610   | 0.6170             | 0.6262                 | 0.9795              | 0.8679    | 0.2472    | nan           | 0.0816          | 0.8078        | 0.7687   | 0.9801           |
| 0.0198        | 195.29 | 3320 | 0.9939       | 0.3561        | 0.9560            | 0.9346                  | 0.8574               | 0.8955         | 0.9280              | 0.9815        | 0.6237                  | 0.7885                      | 0.9897                   | 0.9187         | 0.2494         | nan                | 0.9837  | 0.3493   | 0.8926       | 0.8724             | 0.8411          | 0.8404    | 0.9010         | 0.9609   | 0.6173             | 0.6257                 | 0.9796              | 0.8679    | 0.2463    | nan           | 0.0821          | 0.8056        | 0.7675   | 0.9801           |
| 0.0182        | 196.47 | 3340 | 0.9936       | 0.3545        | 0.9579            | 0.9313                  | 0.8589               | 0.8976         | 0.9259              | 0.9813        | 0.6236                  | 0.7862                      | 0.9891                   | 0.9238         | 0.2451         | nan                | 0.9838  | 0.3482   | 0.8920       | 0.8730             | 0.8417          | 0.8409    | 0.9003         | 0.9609   | 0.6171             | 0.6250                 | 0.9795              | 0.8682    | 0.2426    | nan           | 0.0824          | 0.8053        | 0.7672   | 0.9801           |
| 0.0186        | 197.65 | 3360 | 0.9936       | 0.3593        | 0.9573            | 0.9342                  | 0.8621               | 0.8982         | 0.9247              | 0.9811        | 0.6239                  | 0.7856                      | 0.9894                   | 0.9232         | 0.2462         | nan                | 0.9838  | 0.3530   | 0.8923       | 0.8729             | 0.8439          | 0.8413    | 0.9004         | 0.9610   | 0.6173             | 0.6248                 | 0.9796              | 0.8684    | 0.2439    | nan           | 0.0821          | 0.8061        | 0.7679   | 0.9801           |
| 0.0241        | 198.82 | 3380 | 0.9940       | 0.3431        | 0.9557            | 0.9396                  | 0.8677               | 0.8904         | 0.9302              | 0.9817        | 0.6260                  | 0.7848                      | 0.9899                   | 0.9173         | 0.2559         | nan                | 0.9836  | 0.3344   | 0.8929       | 0.8736             | 0.8493          | 0.8387    | 0.9028         | 0.9606   | 0.6195             | 0.6250                 | 0.9796              | 0.8669    | 0.2493    | nan           | 0.0823          | 0.8059        | 0.7674   | 0.9801           |
| 0.0212        | 200.0  | 3400 | 0.9945       | 0.3252        | 0.9566            | 0.9141                  | 0.8484               | 0.8866         | 0.9209              | 0.9818        | 0.6251                  | 0.7763                      | 0.9894                   | 0.9187         | 0.2221         | nan                | 0.9835  | 0.3175   | 0.8928       | 0.8665             | 0.8352          | 0.8386    | 0.8999         | 0.9615   | 0.6194             | 0.6165                 | 0.9793              | 0.8673    | 0.2204    | nan           | 0.0827          | 0.7969        | 0.7614   | 0.9800           |
| 0.0204        | 201.18 | 3420 | 0.9936       | 0.3870        | 0.9568            | 0.9381                  | 0.8583               | 0.9025         | 0.9272              | 0.9818        | 0.6253                  | 0.7838                      | 0.9885                   | 0.9281         | 0.2431         | nan                | 0.9839  | 0.3802   | 0.8919       | 0.8633             | 0.8419          | 0.8438    | 0.9017         | 0.9610   | 0.6190             | 0.6216                 | 0.9794              | 0.8688    | 0.2403    | nan           | 0.0817          | 0.8088        | 0.7690   | 0.9801           |
| 0.0216        | 202.35 | 3440 | 0.9938       | 0.3919        | 0.9606            | 0.9362                  | 0.8438               | 0.8912         | 0.9277              | 0.9803        | 0.6227                  | 0.7608                      | 0.9890                   | 0.9203         | 0.2388         | nan                | 0.9837  | 0.3813   | 0.8904       | 0.8701             | 0.8296          | 0.8408    | 0.9007         | 0.9610   | 0.6166             | 0.6171                 | 0.9791              | 0.8668    | 0.2372    | nan           | 0.0829          | 0.8044        | 0.7673   | 0.9799           |
| 0.0192        | 203.53 | 3460 | 0.9938       | 0.3951        | 0.9581            | 0.9246                  | 0.8510               | 0.8967         | 0.9139              | 0.9803        | 0.6228                  | 0.7711                      | 0.9886                   | 0.9360         | 0.2317         | nan                | 0.9839  | 0.3857   | 0.8910       | 0.8700             | 0.8356          | 0.8436    | 0.8956         | 0.9600   | 0.6176             | 0.6196                 | 0.9792              | 0.8666    | 0.2299    | nan           | 0.0827          | 0.8049        | 0.7676   | 0.9800           |
| 0.0189        | 204.71 | 3480 | 0.9939       | 0.3561        | 0.9578            | 0.9363                  | 0.8616               | 0.8993         | 0.9235              | 0.9806        | 0.6256                  | 0.7930                      | 0.9867                   | 0.9351         | 0.2401         | nan                | 0.9837  | 0.3471   | 0.8919       | 0.8699             | 0.8441          | 0.8427    | 0.8997         | 0.9608   | 0.6185             | 0.6242                 | 0.9791              | 0.8657    | 0.2386    | nan           | 0.0822          | 0.8069        | 0.7666   | 0.9800           |
| 0.0226        | 205.88 | 3500 | 0.9929       | 0.3024        | 0.9535            | 0.9352                  | 0.8572               | 0.9105         | 0.9212              | 0.9821        | 0.6284                  | 0.7859                      | 0.9912                   | 0.9195         | 0.2203         | nan                | 0.9840  | 0.2948   | 0.8917       | 0.8777             | 0.8367          | 0.8440    | 0.8974         | 0.9606   | 0.6222             | 0.6266                 | 0.9788              | 0.8678    | 0.2190    | nan           | 0.0807          | 0.8000        | 0.7616   | 0.9801           |
| 0.019         | 207.06 | 3520 | 0.9932       | 0.2927        | 0.9541            | 0.9493                  | 0.8537               | 0.9081         | 0.9246              | 0.9808        | 0.6292                  | 0.7824                      | 0.9918                   | 0.9102         | 0.2333         | nan                | 0.9840  | 0.2894   | 0.8920       | 0.8771             | 0.8380          | 0.8451    | 0.9021         | 0.9604   | 0.6222             | 0.6305                 | 0.9791              | 0.8668    | 0.2318    | nan           | 0.0816          | 0.8003        | 0.7630   | 0.9802           |
| 0.0192        | 208.24 | 3540 | 0.9940       | 0.3691        | 0.9518            | 0.9420                  | 0.8676               | 0.8984         | 0.9314              | 0.9820        | 0.6263                  | 0.7955                      | 0.9912                   | 0.9161         | 0.2501         | nan                | 0.9838  | 0.3586   | 0.8937       | 0.8717             | 0.8469          | 0.8416    | 0.9064         | 0.9613   | 0.6197             | 0.6279                 | 0.9798              | 0.8693    | 0.2475    | nan           | 0.0819          | 0.8089        | 0.7699   | 0.9803           |
| 0.0183        | 209.41 | 3560 | 0.9934       | 0.3593        | 0.9579            | 0.9417                  | 0.8505               | 0.9046         | 0.9235              | 0.9808        | 0.6222                  | 0.7652                      | 0.9898                   | 0.9218         | 0.2416         | nan                | 0.9839  | 0.3469   | 0.8911       | 0.8719             | 0.8347          | 0.8452    | 0.9017         | 0.9597   | 0.6160             | 0.6251                 | 0.9797              | 0.8693    | 0.2332    | nan           | 0.0829          | 0.8040        | 0.7660   | 0.9801           |
| 0.0203        | 210.59 | 3580 | 0.9936       | 0.2732        | 0.9575            | 0.9368                  | 0.8535               | 0.8987         | 0.9253              | 0.9809        | 0.6303                  | 0.8001                      | 0.9898                   | 0.9163         | 0.2412         | nan                | 0.9838  | 0.2701   | 0.8924       | 0.8761             | 0.8377          | 0.8418    | 0.9035         | 0.9605   | 0.6226             | 0.6354                 | 0.9795              | 0.8694    | 0.2368    | nan           | 0.0813          | 0.7998        | 0.7623   | 0.9801           |
| 0.0202        | 211.76 | 3600 | 0.9940       | 0.4033        | 0.9544            | 0.9563                  | 0.8578               | 0.8902         | 0.9383              | 0.9820        | 0.6282                  | 0.7908                      | 0.9894                   | 0.9287         | 0.2551         | nan                | 0.9837  | 0.3899   | 0.8925       | 0.8662             | 0.8412          | 0.8385    | 0.9049         | 0.9599   | 0.6211             | 0.6218                 | 0.9795              | 0.8693    | 0.2502    | nan           | 0.0827          | 0.8130        | 0.7707   | 0.9800           |
| 0.0166        | 212.94 | 3620 | 0.9944       | 0.2878        | 0.9547            | 0.9338                  | 0.8550               | 0.8885         | 0.9356              | 0.9824        | 0.6238                  | 0.7580                      | 0.9892                   | 0.9279         | 0.2508         | nan                | 0.9836  | 0.2823   | 0.8923       | 0.8738             | 0.8384          | 0.8381    | 0.9061         | 0.9597   | 0.6176             | 0.6064                 | 0.9797              | 0.8700    | 0.2483    | nan           | 0.0835          | 0.7986        | 0.7612   | 0.9799           |
| 0.0211        | 214.12 | 3640 | 0.9942       | 0.3252        | 0.9542            | 0.9483                  | 0.8648               | 0.8890         | 0.9359              | 0.9806        | 0.6263                  | 0.7818                      | 0.9906                   | 0.9218         | 0.2551         | nan                | 0.9836  | 0.3180   | 0.8936       | 0.8714             | 0.8477          | 0.8378    | 0.9079         | 0.9612   | 0.6199             | 0.6162                 | 0.9796              | 0.8705    | 0.2513    | nan           | 0.0829          | 0.8052        | 0.7661   | 0.9801           |
| 0.0217        | 215.29 | 3660 | 0.9938       | 0.4683        | 0.9548            | 0.9303                  | 0.8702               | 0.8987         | 0.9307              | 0.9829        | 0.6275                  | 0.7809                      | 0.9910                   | 0.9140         | 0.2478         | nan                | 0.9841  | 0.4486   | 0.8930       | 0.8733             | 0.8507          | 0.8446    | 0.9020         | 0.9605   | 0.6205             | 0.6242                 | 0.9797              | 0.8681    | 0.2431    | nan           | 0.0806          | 0.8147        | 0.7763   | 0.9804           |
| 0.0191        | 216.47 | 3680 | 0.9941       | 0.3772        | 0.9546            | 0.9322                  | 0.8528               | 0.8988         | 0.9296              | 0.9824        | 0.6285                  | 0.7986                      | 0.9893                   | 0.9253         | 0.2534         | nan                | 0.9839  | 0.3694   | 0.8941       | 0.8726             | 0.8372          | 0.8427    | 0.9067         | 0.9605   | 0.6208             | 0.6240                 | 0.9797              | 0.8702    | 0.2514    | nan           | 0.0811          | 0.8090        | 0.7703   | 0.9803           |
| 0.0202        | 217.65 | 3700 | 0.9936       | 0.3724        | 0.9585            | 0.9363                  | 0.8553               | 0.9000         | 0.9307              | 0.9813        | 0.6279                  | 0.7648                      | 0.9895                   | 0.9255         | 0.2396         | nan                | 0.9840  | 0.3658   | 0.8923       | 0.8793             | 0.8386          | 0.8432    | 0.9073         | 0.9599   | 0.6208             | 0.6136                 | 0.9798              | 0.8708    | 0.2372    | nan           | 0.0823          | 0.8058        | 0.7687   | 0.9802           |
| 0.0192        | 218.82 | 3720 | 0.9938       | 0.3886        | 0.9556            | 0.9488                  | 0.8705               | 0.8988         | 0.9315              | 0.9813        | 0.6290                  | 0.7774                      | 0.9897                   | 0.9304         | 0.2487         | nan                | 0.9840  | 0.3794   | 0.8944       | 0.8817             | 0.8481          | 0.8429    | 0.9072         | 0.9610   | 0.6228             | 0.6140                 | 0.9797              | 0.8704    | 0.2451    | nan           | 0.0816          | 0.8111        | 0.7716   | 0.9803           |
| 0.0211        | 220.0  | 3740 | 0.9943       | 0.3447        | 0.9568            | 0.9372                  | 0.8628               | 0.8932         | 0.9251              | 0.9793        | 0.6242                  | 0.7699                      | 0.9897                   | 0.9231         | 0.2349         | nan                | 0.9839  | 0.3387   | 0.8930       | 0.8822             | 0.8455          | 0.8413    | 0.9037         | 0.9600   | 0.6190             | 0.6111                 | 0.9799              | 0.8703    | 0.2297    | nan           | 0.0837          | 0.8027        | 0.7660   | 0.9802           |
| 0.0169        | 221.18 | 3760 | 0.9934       | 0.4260        | 0.9574            | 0.9449                  | 0.8633               | 0.9003         | 0.9379              | 0.9820        | 0.6276                  | 0.7915                      | 0.9893                   | 0.9292         | 0.2544         | nan                | 0.9840  | 0.4031   | 0.8935       | 0.8798             | 0.8463          | 0.8396    | 0.9068         | 0.9605   | 0.6209             | 0.6207                 | 0.9801              | 0.8713    | 0.2485    | nan           | 0.0826          | 0.8152        | 0.7735   | 0.9802           |
| 0.0179        | 222.35 | 3780 | 0.9943       | 0.4455        | 0.9546            | 0.9557                  | 0.8707               | 0.8969         | 0.9343              | 0.9812        | 0.6284                  | 0.7858                      | 0.9895                   | 0.9230         | 0.2580         | nan                | 0.9838  | 0.4295   | 0.8944       | 0.8720             | 0.8492          | 0.8404    | 0.9090         | 0.9619   | 0.6224             | 0.6242                 | 0.9801              | 0.8724    | 0.2549    | nan           | 0.0818          | 0.8168        | 0.7765   | 0.9804           |
| 0.0174        | 223.53 | 3800 | 0.9941       | 0.2683        | 0.9578            | 0.9291                  | 0.8487               | 0.8960         | 0.9115              | 0.9813        | 0.6218                  | 0.7664                      | 0.9891                   | 0.9271         | 0.2324         | nan                | 0.9839  | 0.2657   | 0.8924       | 0.8757             | 0.8345          | 0.8414    | 0.8948         | 0.9607   | 0.6180             | 0.6167                 | 0.9797              | 0.8718    | 0.2309    | nan           | 0.0845          | 0.7941        | 0.7589   | 0.9801           |
| 0.0177        | 224.71 | 3820 | 0.9939       | 0.3512        | 0.9566            | 0.9368                  | 0.8628               | 0.8967         | 0.9329              | 0.9826        | 0.6266                  | 0.7956                      | 0.9894                   | 0.9307         | 0.2566         | nan                | 0.9840  | 0.3445   | 0.8948       | 0.8795             | 0.8452          | 0.8426    | 0.9045         | 0.9618   | 0.6203             | 0.6299                 | 0.9799              | 0.8718    | 0.2531    | nan           | 0.0815          | 0.8086        | 0.7701   | 0.9805           |
| 0.0207        | 225.88 | 3840 | 0.9934       | 0.4341        | 0.9566            | 0.9327                  | 0.8625               | 0.8968         | 0.9374              | 0.9825        | 0.6270                  | 0.7652                      | 0.9907                   | 0.9247         | 0.2518         | nan                | 0.9840  | 0.4205   | 0.8920       | 0.8749             | 0.8435          | 0.8427    | 0.8982         | 0.9601   | 0.6198             | 0.6150                 | 0.9796              | 0.8708    | 0.2468    | nan           | 0.0825          | 0.8120        | 0.7729   | 0.9802           |
| 0.0186        | 227.06 | 3860 | 0.9944       | 0.3593        | 0.9568            | 0.9338                  | 0.8586               | 0.8876         | 0.9340              | 0.9812        | 0.6258                  | 0.7708                      | 0.9903                   | 0.9223         | 0.2453         | nan                | 0.9839  | 0.3491   | 0.8931       | 0.8787             | 0.8429          | 0.8409    | 0.8995         | 0.9609   | 0.6192             | 0.6172                 | 0.9798              | 0.8716    | 0.2401    | nan           | 0.0832          | 0.8046        | 0.7675   | 0.9802           |
| 0.0215        | 228.24 | 3880 | 0.9938       | 0.4341        | 0.9571            | 0.9345                  | 0.8621               | 0.8989         | 0.9379              | 0.9819        | 0.6253                  | 0.7557                      | 0.9900                   | 0.9258         | 0.2545         | nan                | 0.9839  | 0.4192   | 0.8930       | 0.8791             | 0.8442          | 0.8447    | 0.9060         | 0.9598   | 0.6205             | 0.6098                 | 0.9800              | 0.8715    | 0.2500    | nan           | 0.0826          | 0.8117        | 0.7740   | 0.9803           |
| 0.0191        | 229.41 | 3900 | 0.9935       | 0.4228        | 0.9609            | 0.9298                  | 0.8530               | 0.8971         | 0.9220              | 0.9810        | 0.6242                  | 0.7614                      | 0.9892                   | 0.9239         | 0.2450         | nan                | 0.9840  | 0.4107   | 0.8910       | 0.8748             | 0.8368          | 0.8431    | 0.8969         | 0.9596   | 0.6181             | 0.6114                 | 0.9798              | 0.8712    | 0.2416    | nan           | 0.0839          | 0.8080        | 0.7707   | 0.9801           |
| 0.0194        | 230.59 | 3920 | 0.9935       | 0.4114        | 0.9572            | 0.9463                  | 0.8608               | 0.9017         | 0.9329              | 0.9809        | 0.6252                  | 0.7815                      | 0.9901                   | 0.9263         | 0.2493         | nan                | 0.9841  | 0.4003   | 0.8930       | 0.8789             | 0.8421          | 0.8443    | 0.9048         | 0.9610   | 0.6189             | 0.6224                 | 0.9797              | 0.8721    | 0.2465    | nan           | 0.0825          | 0.8121        | 0.7729   | 0.9803           |
| 0.0181        | 231.76 | 3940 | 0.9935       | 0.3984        | 0.9567            | 0.9417                  | 0.8638               | 0.9068         | 0.9288              | 0.9793        | 0.6239                  | 0.7886                      | 0.9905                   | 0.9218         | 0.2480         | nan                | 0.9841  | 0.3907   | 0.8936       | 0.8811             | 0.8454          | 0.8443    | 0.9052         | 0.9609   | 0.6184             | 0.6328                 | 0.9800              | 0.8721    | 0.2439    | nan           | 0.0813          | 0.8109        | 0.7733   | 0.9804           |
| 0.0219        | 232.94 | 3960 | 0.9933       | 0.4797        | 0.9603            | 0.9400                  | 0.8654               | 0.9075         | 0.9241              | 0.9802        | 0.6246                  | 0.7859                      | 0.9884                   | 0.9301         | 0.2488         | nan                | 0.9841  | 0.4531   | 0.8924       | 0.8777             | 0.8482          | 0.8453    | 0.9005         | 0.9612   | 0.6176             | 0.6328                 | 0.9800              | 0.8722    | 0.2445    | nan           | 0.0816          | 0.8176        | 0.7777   | 0.9804           |
| 0.017         | 234.12 | 3980 | 0.9943       | 0.3984        | 0.9591            | 0.9360                  | 0.8552               | 0.8959         | 0.9249              | 0.9810        | 0.6254                  | 0.7733                      | 0.9886                   | 0.9256         | 0.2392         | nan                | 0.9840  | 0.3834   | 0.8924       | 0.8772             | 0.8409          | 0.8454    | 0.9022         | 0.9609   | 0.6199             | 0.6260                 | 0.9798              | 0.8721    | 0.2357    | nan           | 0.0822          | 0.8075        | 0.7708   | 0.9803           |
| 0.0178        | 235.29 | 4000 | 0.9938       | 0.4504        | 0.9568            | 0.9284                  | 0.8601               | 0.8952         | 0.9263              | 0.9842        | 0.6245                  | 0.7851                      | 0.9895                   | 0.9196         | 0.2356         | nan                | 0.9841  | 0.4321   | 0.8926       | 0.8717             | 0.8432          | 0.8439    | 0.9021         | 0.9587   | 0.6172             | 0.6180                 | 0.9801              | 0.8699    | 0.2261    | nan           | 0.0836          | 0.8115        | 0.7723   | 0.9802           |
| 0.0198        | 236.47 | 4020 | 0.9939       | 0.3886        | 0.9591            | 0.9406                  | 0.8569               | 0.8932         | 0.9280              | 0.9807        | 0.6237                  | 0.7595                      | 0.9902                   | 0.9249         | 0.2407         | nan                | 0.9842  | 0.3776   | 0.8928       | 0.8755             | 0.8403          | 0.8432    | 0.9005         | 0.9603   | 0.6186             | 0.6093                 | 0.9797              | 0.8717    | 0.2346    | nan           | 0.0836          | 0.8062        | 0.7683   | 0.9803           |
| 0.017         | 237.65 | 4040 | 0.9941       | 0.4065        | 0.9591            | 0.9322                  | 0.8549               | 0.8945         | 0.9281              | 0.9806        | 0.6263                  | 0.7652                      | 0.9907                   | 0.9183         | 0.2460         | nan                | 0.9842  | 0.3937   | 0.8937       | 0.8821             | 0.8395          | 0.8443    | 0.9029         | 0.9611   | 0.6205             | 0.6150                 | 0.9798              | 0.8723    | 0.2421    | nan           | 0.0826          | 0.8074        | 0.7716   | 0.9804           |
| 0.0195        | 238.82 | 4060 | 0.9942       | 0.3805        | 0.9595            | 0.9244                  | 0.8475               | 0.8913         | 0.9235              | 0.9799        | 0.6239                  | 0.7692                      | 0.9901                   | 0.9209         | 0.2439         | nan                | 0.9840  | 0.3685   | 0.8931       | 0.8770             | 0.8345          | 0.8419    | 0.9021         | 0.9607   | 0.6195             | 0.6139                 | 0.9798              | 0.8725    | 0.2412    | nan           | 0.0848          | 0.8037        | 0.7684   | 0.9803           |
| 0.0195        | 240.0  | 4080 | 0.9939       | 0.3740        | 0.9576            | 0.9336                  | 0.8518               | 0.9005         | 0.9294              | 0.9802        | 0.6219                  | 0.7682                      | 0.9900                   | 0.9267         | 0.2434         | nan                | 0.9841  | 0.3668   | 0.8932       | 0.8810             | 0.8362          | 0.8436    | 0.9046         | 0.9609   | 0.6179             | 0.6148                 | 0.9798              | 0.8731    | 0.2409    | nan           | 0.0841          | 0.8055        | 0.7690   | 0.9803           |
| 0.019         | 241.18 | 4100 | 0.9934       | 0.4130        | 0.9557            | 0.9383                  | 0.8568               | 0.9091         | 0.9265              | 0.9816        | 0.6237                  | 0.7526                      | 0.9907                   | 0.9207         | 0.2527         | nan                | 0.9842  | 0.4032   | 0.8923       | 0.8823             | 0.8388          | 0.8452    | 0.9044         | 0.9596   | 0.6181             | 0.6075                 | 0.9801              | 0.8726    | 0.2473    | nan           | 0.0839          | 0.8088        | 0.7720   | 0.9803           |
| 0.0155        | 242.35 | 4120 | 0.9937       | 0.4146        | 0.9588            | 0.9401                  | 0.8506               | 0.8980         | 0.9292              | 0.9800        | 0.6262                  | 0.7814                      | 0.9903                   | 0.9263         | 0.2435         | nan                | 0.9841  | 0.3966   | 0.8933       | 0.8803             | 0.8337          | 0.8436    | 0.9036         | 0.9615   | 0.6203             | 0.6218                 | 0.9796              | 0.8736    | 0.2413    | nan           | 0.0827          | 0.8102        | 0.7718   | 0.9803           |
| 0.0185        | 243.53 | 4140 | 0.9933       | 0.4407        | 0.9586            | 0.9358                  | 0.8511               | 0.9064         | 0.9302              | 0.9809        | 0.6269                  | 0.7668                      | 0.9902                   | 0.9265         | 0.2348         | nan                | 0.9842  | 0.4274   | 0.8925       | 0.8811             | 0.8337          | 0.8460    | 0.9038         | 0.9601   | 0.6209             | 0.6185                 | 0.9797              | 0.8737    | 0.2329    | nan           | 0.0827          | 0.8109        | 0.7734   | 0.9803           |
| 0.0197        | 244.71 | 4160 | 0.9941       | 0.4016        | 0.9574            | 0.9368                  | 0.8594               | 0.8953         | 0.9265              | 0.9816        | 0.6265                  | 0.7806                      | 0.9889                   | 0.9315         | 0.2460         | nan                | 0.9840  | 0.3914   | 0.8931       | 0.8748             | 0.8421          | 0.8429    | 0.9029         | 0.9601   | 0.6198             | 0.6194                 | 0.9800              | 0.8737    | 0.2438    | nan           | 0.0838          | 0.8097        | 0.7714   | 0.9803           |
| 0.0178        | 245.88 | 4180 | 0.9942       | 0.4211        | 0.9549            | 0.9475                  | 0.8526               | 0.8957         | 0.9281              | 0.9834        | 0.6257                  | 0.7645                      | 0.9887                   | 0.9300         | 0.2505         | nan                | 0.9838  | 0.4098   | 0.8933       | 0.8740             | 0.8387          | 0.8414    | 0.9039         | 0.9585   | 0.6200             | 0.6099                 | 0.9801              | 0.8723    | 0.2476    | nan           | 0.0851          | 0.8105        | 0.7718   | 0.9802           |
| 0.0181        | 247.06 | 4200 | 0.9934       | 0.4797        | 0.9565            | 0.9473                  | 0.8639               | 0.9014         | 0.9278              | 0.9820        | 0.6290                  | 0.7834                      | 0.9903                   | 0.9272         | 0.2492         | nan                | 0.9841  | 0.4631   | 0.8940       | 0.8791             | 0.8450          | 0.8423    | 0.9042         | 0.9606   | 0.6226             | 0.6200                 | 0.9799              | 0.8731    | 0.2465    | nan           | 0.0819          | 0.8178        | 0.7780   | 0.9804           |
| 0.0222        | 248.24 | 4220 | 0.9938       | 0.4049        | 0.9570            | 0.9411                  | 0.8531               | 0.9025         | 0.9344              | 0.9807        | 0.6242                  | 0.7708                      | 0.9900                   | 0.9230         | 0.2420         | nan                | 0.9841  | 0.3934   | 0.8930       | 0.8778             | 0.8377          | 0.8430    | 0.9060         | 0.9607   | 0.6193             | 0.6136                 | 0.9800              | 0.8723    | 0.2393    | nan           | 0.0837          | 0.8090        | 0.7708   | 0.9803           |
| 0.0197        | 249.41 | 4240 | 0.9936       | 0.3740        | 0.9589            | 0.9474                  | 0.8535               | 0.9008         | 0.9293              | 0.9819        | 0.6252                  | 0.7759                      | 0.9897                   | 0.9225         | 0.2403         | nan                | 0.9841  | 0.3633   | 0.8932       | 0.8757             | 0.8384          | 0.8433    | 0.9037         | 0.9607   | 0.6193             | 0.6239                 | 0.9800              | 0.8733    | 0.2382    | nan           | 0.0835          | 0.8072        | 0.7690   | 0.9803           |
| 0.0198        | 250.59 | 4260 | 0.9939       | 0.3854        | 0.9596            | 0.9399                  | 0.8664               | 0.8952         | 0.9290              | 0.9808        | 0.6238                  | 0.7739                      | 0.9886                   | 0.9305         | 0.2437         | nan                | 0.9840  | 0.3652   | 0.8927       | 0.8747             | 0.8457          | 0.8428    | 0.9030         | 0.9609   | 0.6167             | 0.6180                 | 0.9799              | 0.8736    | 0.2415    | nan           | 0.0848          | 0.8085        | 0.7691   | 0.9803           |
| 0.0194        | 251.76 | 4280 | 0.9936       | 0.4553        | 0.9588            | 0.9327                  | 0.8496               | 0.9022         | 0.9293              | 0.9809        | 0.6247                  | 0.7580                      | 0.9897                   | 0.9296         | 0.2382         | nan                | 0.9842  | 0.4355   | 0.8918       | 0.8756             | 0.8360          | 0.8450    | 0.9026         | 0.9606   | 0.6185             | 0.6111                 | 0.9799              | 0.8738    | 0.2361    | nan           | 0.0835          | 0.8110        | 0.7731   | 0.9803           |
| 0.0181        | 252.94 | 4300 | 0.9935       | 0.4602        | 0.9567            | 0.9443                  | 0.8640               | 0.9062         | 0.9366              | 0.9819        | 0.6251                  | 0.7717                      | 0.9900                   | 0.9281         | 0.2511         | nan                | 0.9842  | 0.4388   | 0.8939       | 0.8769             | 0.8460          | 0.8454    | 0.9043         | 0.9610   | 0.6190             | 0.6160                 | 0.9800              | 0.8732    | 0.2487    | nan           | 0.0834          | 0.8161        | 0.7760   | 0.9805           |
| 0.024         | 254.12 | 4320 | 0.9944       | 0.3919        | 0.9566            | 0.9335                  | 0.8590               | 0.8940         | 0.9317              | 0.9804        | 0.6241                  | 0.7724                      | 0.9891                   | 0.9283         | 0.2530         | nan                | 0.9839  | 0.3813   | 0.8934       | 0.8777             | 0.8436          | 0.8412    | 0.9047         | 0.9602   | 0.6196             | 0.6129                 | 0.9800              | 0.8729    | 0.2507    | nan           | 0.0847          | 0.8083        | 0.7709   | 0.9803           |
| 0.0186        | 255.29 | 4340 | 0.9942       | 0.4455        | 0.9557            | 0.9383                  | 0.8635               | 0.9019         | 0.9373              | 0.9813        | 0.6262                  | 0.7775                      | 0.9895                   | 0.9279         | 0.2574         | nan                | 0.9842  | 0.4281   | 0.8947       | 0.8749             | 0.8463          | 0.8457    | 0.9051         | 0.9605   | 0.6209             | 0.6189                 | 0.9801              | 0.8731    | 0.2546    | nan           | 0.0830          | 0.8151        | 0.7759   | 0.9805           |
| 0.0222        | 256.47 | 4360 | 0.9940       | 0.4325        | 0.9572            | 0.9444                  | 0.8710               | 0.8992         | 0.9341              | 0.9807        | 0.6243                  | 0.7862                      | 0.9897                   | 0.9272         | 0.2564         | nan                | 0.9841  | 0.4130   | 0.8945       | 0.8743             | 0.8524          | 0.8440    | 0.9022         | 0.9603   | 0.6192             | 0.6287                 | 0.9804              | 0.8735    | 0.2526    | nan           | 0.0845          | 0.8152        | 0.7753   | 0.9805           |
| 0.0218        | 257.65 | 4380 | 0.9937       | 0.4309        | 0.9583            | 0.9415                  | 0.8610               | 0.8997         | 0.9356              | 0.9813        | 0.6261                  | 0.7693                      | 0.9900                   | 0.9263         | 0.2509         | nan                | 0.9842  | 0.4033   | 0.8936       | 0.8816             | 0.8437          | 0.8442    | 0.9018         | 0.9600   | 0.6198             | 0.6182                 | 0.9800              | 0.8737    | 0.2489    | nan           | 0.0837          | 0.8127        | 0.7733   | 0.9804           |
| 0.0192        | 258.82 | 4400 | 0.9938       | 0.4650        | 0.9569            | 0.9477                  | 0.8656               | 0.8980         | 0.9341              | 0.9821        | 0.6272                  | 0.7713                      | 0.9900                   | 0.9276         | 0.2486         | nan                | 0.9841  | 0.4269   | 0.8939       | 0.8792             | 0.8465          | 0.8449    | 0.9027         | 0.9603   | 0.6197             | 0.6161                 | 0.9799              | 0.8731    | 0.2468    | nan           | 0.0834          | 0.8160        | 0.7749   | 0.9804           |
| 0.0184        | 260.0  | 4420 | 0.9941       | 0.4472        | 0.9547            | 0.9486                  | 0.8584               | 0.8966         | 0.9336              | 0.9813        | 0.6281                  | 0.7855                      | 0.9907                   | 0.9238         | 0.2488         | nan                | 0.9841  | 0.4224   | 0.8939       | 0.8808             | 0.8417          | 0.8439    | 0.9044         | 0.9600   | 0.6214             | 0.6226                 | 0.9801              | 0.8740    | 0.2469    | nan           | 0.0842          | 0.8147        | 0.7751   | 0.9804           |
| 0.022         | 261.18 | 4440 | 0.9941       | 0.3902        | 0.9557            | 0.9395                  | 0.8583               | 0.8976         | 0.9382              | 0.9808        | 0.6246                  | 0.7736                      | 0.9910                   | 0.9207         | 0.2465         | nan                | 0.9841  | 0.3756   | 0.8935       | 0.8816             | 0.8425          | 0.8451    | 0.9033         | 0.9606   | 0.6192             | 0.6170                 | 0.9798              | 0.8739    | 0.2445    | nan           | 0.0853          | 0.8085        | 0.7708   | 0.9804           |
| 0.0171        | 262.35 | 4460 | 0.9938       | 0.3902        | 0.9571            | 0.9364                  | 0.8589               | 0.9032         | 0.9348              | 0.9815        | 0.6240                  | 0.7598                      | 0.9902                   | 0.9245         | 0.2466         | nan                | 0.9842  | 0.3785   | 0.8933       | 0.8816             | 0.8419          | 0.8455    | 0.9045         | 0.9605   | 0.6179             | 0.6089                 | 0.9801              | 0.8745    | 0.2446    | nan           | 0.0846          | 0.8078        | 0.7705   | 0.9804           |
| 0.0186        | 263.53 | 4480 | 0.9938       | 0.4049        | 0.9589            | 0.9366                  | 0.8536               | 0.8974         | 0.9305              | 0.9810        | 0.6224                  | 0.7809                      | 0.9894                   | 0.9279         | 0.2440         | nan                | 0.9841  | 0.3915   | 0.8926       | 0.8789             | 0.8384          | 0.8423    | 0.9034         | 0.9601   | 0.6177             | 0.6193                 | 0.9802              | 0.8740    | 0.2417    | nan           | 0.0860          | 0.8093        | 0.7711   | 0.9803           |
| 0.0161        | 264.71 | 4500 | 0.9936       | 0.4325        | 0.9587            | 0.9336                  | 0.8584               | 0.9029         | 0.9324              | 0.9817        | 0.6250                  | 0.7839                      | 0.9893                   | 0.9286         | 0.2442         | nan                | 0.9842  | 0.4111   | 0.8937       | 0.8809             | 0.8413          | 0.8443    | 0.9049         | 0.9605   | 0.6189             | 0.6239                 | 0.9801              | 0.8744    | 0.2420    | nan           | 0.0846          | 0.8127        | 0.7739   | 0.9804           |
| 0.0159        | 265.88 | 4520 | 0.9938       | 0.4163        | 0.9579            | 0.9452                  | 0.8556               | 0.9034         | 0.9332              | 0.9812        | 0.6251                  | 0.7862                      | 0.9897                   | 0.9289         | 0.2462         | nan                | 0.9842  | 0.4      | 0.8942       | 0.8814             | 0.8398          | 0.8449    | 0.9062         | 0.9611   | 0.6194             | 0.6278                 | 0.9802              | 0.8750    | 0.2443    | nan           | 0.0841          | 0.8125        | 0.7737   | 0.9805           |
| 0.0195        | 267.06 | 4540 | 0.9940       | 0.4407        | 0.9593            | 0.9412                  | 0.8514               | 0.8952         | 0.9284              | 0.9814        | 0.6239                  | 0.7695                      | 0.9897                   | 0.9249         | 0.2377         | nan                | 0.9842  | 0.4215   | 0.8929       | 0.8807             | 0.8358          | 0.8433    | 0.9019         | 0.9603   | 0.6183             | 0.6176                 | 0.9800              | 0.8746    | 0.2360    | nan           | 0.0858          | 0.8105        | 0.7729   | 0.9803           |
| 0.0172        | 268.24 | 4560 | 0.9934       | 0.4634        | 0.9586            | 0.9494                  | 0.8576               | 0.9058         | 0.9289              | 0.9817        | 0.6260                  | 0.7862                      | 0.9899                   | 0.9261         | 0.2372         | nan                | 0.9843  | 0.4286   | 0.8937       | 0.8813             | 0.8384          | 0.8461    | 0.9010         | 0.9609   | 0.6199             | 0.6251                 | 0.9800              | 0.8740    | 0.2354    | nan           | 0.0835          | 0.8157        | 0.7745   | 0.9805           |
| 0.019         | 269.41 | 4580 | 0.9940       | 0.4081        | 0.9559            | 0.9444                  | 0.8570               | 0.9055         | 0.9306              | 0.9818        | 0.6256                  | 0.7708                      | 0.9897                   | 0.9284         | 0.2432         | nan                | 0.9843  | 0.3885   | 0.8943       | 0.8814             | 0.8404          | 0.8466    | 0.9033         | 0.9613   | 0.6203             | 0.6223                 | 0.9800              | 0.8742    | 0.2415    | nan           | 0.0834          | 0.8104        | 0.7722   | 0.9806           |
| 0.018         | 270.59 | 4600 | 0.9938       | 0.4293        | 0.9568            | 0.9400                  | 0.8524               | 0.9018         | 0.9287              | 0.9821        | 0.6257                  | 0.7869                      | 0.9904                   | 0.9227         | 0.2394         | nan                | 0.9843  | 0.3923   | 0.8938       | 0.8821             | 0.8364          | 0.8462    | 0.9013         | 0.9614   | 0.6200             | 0.6244                 | 0.9799              | 0.8736    | 0.2377    | nan           | 0.0835          | 0.8115        | 0.7718   | 0.9805           |
| 0.0223        | 271.76 | 4620 | 0.9937       | 0.4081        | 0.9571            | 0.9406                  | 0.8528               | 0.9023         | 0.9291              | 0.9811        | 0.6254                  | 0.7921                      | 0.9903                   | 0.9257         | 0.2447         | nan                | 0.9843  | 0.3769   | 0.8937       | 0.8822             | 0.8364          | 0.8446    | 0.9017         | 0.9610   | 0.6194             | 0.6266                 | 0.9799              | 0.8734    | 0.2425    | nan           | 0.0839          | 0.8110        | 0.7710   | 0.9805           |
| 0.0227        | 272.94 | 4640 | 0.9940       | 0.4           | 0.9574            | 0.9357                  | 0.8553               | 0.8968         | 0.9276              | 0.9807        | 0.6246                  | 0.7851                      | 0.9906                   | 0.9236         | 0.2449         | nan                | 0.9842  | 0.3814   | 0.8941       | 0.8830             | 0.8386          | 0.8435    | 0.9026         | 0.9612   | 0.6195             | 0.6246                 | 0.9801              | 0.8743    | 0.2430    | nan           | 0.0845          | 0.8089        | 0.7715   | 0.9805           |
| 0.0165        | 274.12 | 4660 | 0.9940       | 0.4033        | 0.9576            | 0.9453                  | 0.8601               | 0.8980         | 0.9318              | 0.9805        | 0.6254                  | 0.7957                      | 0.9900                   | 0.9278         | 0.2541         | nan                | 0.9842  | 0.3758   | 0.8946       | 0.8774             | 0.8433          | 0.8438    | 0.9025         | 0.9615   | 0.6199             | 0.6288                 | 0.9802              | 0.8743    | 0.2517    | nan           | 0.0850          | 0.8126        | 0.7722   | 0.9806           |
| 0.0192        | 275.29 | 4680 | 0.9941       | 0.4033        | 0.9571            | 0.9376                  | 0.8547               | 0.8986         | 0.9298              | 0.9805        | 0.6271                  | 0.7904                      | 0.9903                   | 0.9243         | 0.2444         | nan                | 0.9842  | 0.3887   | 0.8946       | 0.8788             | 0.8394          | 0.8444    | 0.9025         | 0.9617   | 0.6214             | 0.6275                 | 0.9801              | 0.8747    | 0.2426    | nan           | 0.0836          | 0.8102        | 0.7724   | 0.9806           |
| 0.0172        | 276.47 | 4700 | 0.9940       | 0.4049        | 0.9573            | 0.9333                  | 0.8525               | 0.8995         | 0.9312              | 0.9818        | 0.6278                  | 0.7866                      | 0.9894                   | 0.9315         | 0.2391         | nan                | 0.9842  | 0.3879   | 0.8943       | 0.8779             | 0.8361          | 0.8443    | 0.9031         | 0.9609   | 0.6212             | 0.6245                 | 0.9798              | 0.8740    | 0.2374    | nan           | 0.0843          | 0.8099        | 0.7712   | 0.9804           |
| 0.0173        | 277.65 | 4720 | 0.9942       | 0.3984        | 0.9576            | 0.9424                  | 0.8548               | 0.8968         | 0.9321              | 0.9812        | 0.6268                  | 0.7832                      | 0.9892                   | 0.9319         | 0.2483         | nan                | 0.9842  | 0.3834   | 0.8948       | 0.8782             | 0.8391          | 0.8436    | 0.9037         | 0.9609   | 0.6215             | 0.6230                 | 0.9800              | 0.8738    | 0.2464    | nan           | 0.0851          | 0.8105        | 0.7717   | 0.9805           |
| 0.0183        | 278.82 | 4740 | 0.9941       | 0.3951        | 0.9570            | 0.9430                  | 0.8546               | 0.8972         | 0.9328              | 0.9814        | 0.6268                  | 0.7811                      | 0.9901                   | 0.9249         | 0.2505         | nan                | 0.9842  | 0.3767   | 0.8947       | 0.8781             | 0.8386          | 0.8437    | 0.9043         | 0.9609   | 0.6208             | 0.6215                 | 0.9799              | 0.8737    | 0.2485    | nan           | 0.0844          | 0.8099        | 0.7712   | 0.9805           |
| 0.0193        | 280.0  | 4760 | 0.9941       | 0.4179        | 0.9565            | 0.9445                  | 0.8497               | 0.8988         | 0.9308              | 0.9818        | 0.6264                  | 0.7781                      | 0.9901                   | 0.9254         | 0.2521         | nan                | 0.9842  | 0.3984   | 0.8945       | 0.8806             | 0.8353          | 0.8440    | 0.9032         | 0.9607   | 0.6205             | 0.6244                 | 0.9799              | 0.8737    | 0.2500    | nan           | 0.0838          | 0.8113        | 0.7730   | 0.9805           |
| 0.0207        | 281.18 | 4780 | 0.9939       | 0.4081        | 0.9582            | 0.9366                  | 0.8501               | 0.9014         | 0.9304              | 0.9805        | 0.6262                  | 0.7810                      | 0.9905                   | 0.9217         | 0.2484         | nan                | 0.9843  | 0.3928   | 0.8940       | 0.8790             | 0.8351          | 0.8462    | 0.9038         | 0.9610   | 0.6204             | 0.6277                 | 0.9800              | 0.8740    | 0.2463    | nan           | 0.0842          | 0.8098        | 0.7727   | 0.9805           |
| 0.0166        | 282.35 | 4800 | 0.9942       | 0.4228        | 0.9571            | 0.9356                  | 0.8498               | 0.8966         | 0.9317              | 0.9815        | 0.6259                  | 0.7806                      | 0.9900                   | 0.9290         | 0.2540         | nan                | 0.9842  | 0.4075   | 0.8946       | 0.8781             | 0.8356          | 0.8444    | 0.9057         | 0.9609   | 0.6203             | 0.6242                 | 0.9800              | 0.8741    | 0.2518    | nan           | 0.0846          | 0.8114        | 0.7740   | 0.9805           |
| 0.0203        | 283.53 | 4820 | 0.9941       | 0.4244        | 0.9571            | 0.9421                  | 0.8525               | 0.8984         | 0.9327              | 0.9813        | 0.6270                  | 0.7913                      | 0.9901                   | 0.9257         | 0.2532         | nan                | 0.9842  | 0.4078   | 0.8948       | 0.8788             | 0.8370          | 0.8445    | 0.9065         | 0.9613   | 0.6204             | 0.6273                 | 0.9801              | 0.8745    | 0.2510    | nan           | 0.0843          | 0.8131        | 0.7745   | 0.9805           |
| 0.0153        | 284.71 | 4840 | 0.9939       | 0.4           | 0.9586            | 0.9311                  | 0.8477               | 0.9007         | 0.9293              | 0.9805        | 0.6264                  | 0.7916                      | 0.9900                   | 0.9249         | 0.2477         | nan                | 0.9842  | 0.3862   | 0.8942       | 0.8752             | 0.8333          | 0.8451    | 0.9043         | 0.9614   | 0.6202             | 0.6283                 | 0.9799              | 0.8742    | 0.2458    | nan           | 0.0842          | 0.8094        | 0.7717   | 0.9805           |
| 0.017         | 285.88 | 4860 | 0.9938       | 0.4049        | 0.9583            | 0.9444                  | 0.8532               | 0.9027         | 0.9308              | 0.9802        | 0.6260                  | 0.7857                      | 0.9899                   | 0.9276         | 0.2542         | nan                | 0.9843  | 0.3921   | 0.8941       | 0.8785             | 0.8372          | 0.8460    | 0.9050         | 0.9611   | 0.6199             | 0.6283                 | 0.9800              | 0.8744    | 0.2516    | nan           | 0.0843          | 0.8117        | 0.7733   | 0.9805           |
| 0.0192        | 287.06 | 4880 | 0.9941       | 0.4065        | 0.9575            | 0.9453                  | 0.8526               | 0.8979         | 0.9343              | 0.9813        | 0.6260                  | 0.7883                      | 0.9896                   | 0.9279         | 0.2535         | nan                | 0.9842  | 0.3925   | 0.8945       | 0.8776             | 0.8372          | 0.8446    | 0.9069         | 0.9612   | 0.6202             | 0.6266                 | 0.9801              | 0.8744    | 0.2513    | nan           | 0.0848          | 0.8119        | 0.7732   | 0.9805           |
| 0.0173        | 288.24 | 4900 | 0.9941       | 0.4098        | 0.9586            | 0.9355                  | 0.8501               | 0.8983         | 0.9294              | 0.9805        | 0.6255                  | 0.7836                      | 0.9899                   | 0.9256         | 0.2480         | nan                | 0.9842  | 0.3962   | 0.8940       | 0.8788             | 0.8350          | 0.8452    | 0.9048         | 0.9611   | 0.6197             | 0.6256                 | 0.9800              | 0.8744    | 0.2459    | nan           | 0.0854          | 0.8099        | 0.7727   | 0.9805           |
| 0.0162        | 289.41 | 4920 | 0.9940       | 0.4390        | 0.9584            | 0.9386                  | 0.8496               | 0.9000         | 0.9311              | 0.9803        | 0.6253                  | 0.7781                      | 0.9900                   | 0.9283         | 0.2452         | nan                | 0.9843  | 0.4225   | 0.8938       | 0.8789             | 0.8341          | 0.8458    | 0.9055         | 0.9611   | 0.6198             | 0.6240                 | 0.9800              | 0.8746    | 0.2433    | nan           | 0.0848          | 0.8121        | 0.7744   | 0.9805           |
| 0.0181        | 290.59 | 4940 | 0.9940       | 0.4244        | 0.9578            | 0.9367                  | 0.8518               | 0.8986         | 0.9304              | 0.9817        | 0.6253                  | 0.7813                      | 0.9900                   | 0.9262         | 0.2500         | nan                | 0.9842  | 0.4085   | 0.8941       | 0.8775             | 0.8356          | 0.8452    | 0.9054         | 0.9608   | 0.6197             | 0.6246                 | 0.9801              | 0.8743    | 0.2476    | nan           | 0.0856          | 0.8114        | 0.7737   | 0.9805           |
| 0.02          | 291.76 | 4960 | 0.9938       | 0.4293        | 0.9577            | 0.9439                  | 0.8527               | 0.9013         | 0.9346              | 0.9820        | 0.6250                  | 0.7868                      | 0.9899                   | 0.9269         | 0.2499         | nan                | 0.9843  | 0.4106   | 0.8941       | 0.8791             | 0.8363          | 0.8456    | 0.9060         | 0.9609   | 0.6197             | 0.6259                 | 0.9801              | 0.8745    | 0.2476    | nan           | 0.0854          | 0.8134        | 0.7742   | 0.9805           |
| 0.0202        | 292.94 | 4980 | 0.9939       | 0.4244        | 0.9585            | 0.9413                  | 0.8516               | 0.9000         | 0.9309              | 0.9804        | 0.6256                  | 0.7881                      | 0.9902                   | 0.9257         | 0.2459         | nan                | 0.9843  | 0.4078   | 0.8940       | 0.8797             | 0.8353          | 0.8456    | 0.9054         | 0.9615   | 0.6198             | 0.6272                 | 0.9801              | 0.8748    | 0.2440    | nan           | 0.0845          | 0.8120        | 0.7738   | 0.9805           |
| 0.0179        | 294.12 | 5000 | 0.9939       | 0.4423        | 0.9586            | 0.9298                  | 0.8508               | 0.9009         | 0.9313              | 0.9810        | 0.6256                  | 0.7896                      | 0.9899                   | 0.9268         | 0.2483         | nan                | 0.9843  | 0.4243   | 0.8940       | 0.8800             | 0.8353          | 0.8459    | 0.9060         | 0.9614   | 0.6199             | 0.6280                 | 0.9801              | 0.8749    | 0.2463    | nan           | 0.0847          | 0.8130        | 0.7754   | 0.9805           |
| 0.0163        | 295.29 | 5020 | 0.9938       | 0.4472        | 0.9584            | 0.9438                  | 0.8520               | 0.9005         | 0.9351              | 0.9814        | 0.6257                  | 0.7885                      | 0.9902                   | 0.9256         | 0.2510         | nan                | 0.9843  | 0.4198   | 0.8940       | 0.8804             | 0.8358          | 0.8459    | 0.9061         | 0.9613   | 0.6200             | 0.6274                 | 0.9801              | 0.8747    | 0.2488    | nan           | 0.0845          | 0.8149        | 0.7753   | 0.9805           |
| 0.0172        | 296.47 | 5040 | 0.9939       | 0.4423        | 0.9577            | 0.9471                  | 0.8509               | 0.9005         | 0.9342              | 0.9814        | 0.6260                  | 0.7869                      | 0.9902                   | 0.9259         | 0.2548         | nan                | 0.9843  | 0.4146   | 0.8944       | 0.8798             | 0.8355          | 0.8456    | 0.9066         | 0.9613   | 0.6198             | 0.6271                 | 0.9801              | 0.8747    | 0.2524    | nan           | 0.0843          | 0.8148        | 0.7751   | 0.9806           |
| 0.0203        | 297.65 | 5060 | 0.0854       | 0.7753        | 0.8134            | 0.9804                  | nan                  | 0.9945         | 0.9549              | 0.8916        | 0.9913                  | 0.9137                      | 0.6245                   | 0.8581         | 0.9801         | 0.7858             | 0.2508  | 0.9343   | 0.9540       | 0.4407             | nan             | 0.9839    | 0.8947         | 0.8421   | 0.9799             | 0.8705                 | 0.6197              | 0.8416    | 0.9614    | 0.6280        | 0.2472          | 0.9054        | 0.8846   | 0.4195           |
| 0.0205        | 298.82 | 5080 | 0.0871       | 0.7626        | 0.8020            | 0.9801                  | nan                  | 0.9931         | 0.9611              | 0.9024        | 0.9895                  | 0.9241                      | 0.6243                   | 0.8558         | 0.9790         | 0.7904             | 0.2323  | 0.9215   | 0.9416       | 0.3106             | nan             | 0.9840    | 0.8921         | 0.8393   | 0.9800             | 0.8719                 | 0.6151              | 0.8377    | 0.9609    | 0.6236        | 0.2302          | 0.9017        | 0.8872   | 0.2898           |
| 0.0188        | 300.0  | 5100 | 0.0845       | 0.7689        | 0.8070            | 0.9804                  | nan                  | 0.9940         | 0.9574              | 0.8962        | 0.9902                  | 0.9197                      | 0.6269                   | 0.8422         | 0.9827         | 0.7988             | 0.2310  | 0.9154   | 0.9435       | 0.3935             | nan             | 0.9842    | 0.8939         | 0.8437   | 0.9794             | 0.8726                 | 0.6211              | 0.8274    | 0.9616    | 0.6333        | 0.2295          | 0.8987        | 0.8783   | 0.3717           |
| 0.0206        | 301.18 | 5120 | 0.0832       | 0.7768        | 0.8159            | 0.9805                  | nan                  | 0.9936         | 0.9556              | 0.9060        | 0.9911                  | 0.9237                      | 0.6286                   | 0.8542         | 0.9815         | 0.7855             | 0.2610  | 0.9257   | 0.9445       | 0.4553             | nan             | 0.9844    | 0.8934         | 0.8474   | 0.9795             | 0.8737                 | 0.6225              | 0.8381    | 0.9608    | 0.6310        | 0.2587          | 0.9043        | 0.8865   | 0.4179           |
| 0.0193        | 302.35 | 5140 | 0.0867       | 0.7780        | 0.8209            | 0.9801                  | nan                  | 0.9937         | 0.9592              | 0.8986        | 0.9880                  | 0.9259                      | 0.6240                   | 0.8541         | 0.9825         | 0.7898             | 0.2379  | 0.9193   | 0.9365       | 0.5626             | nan             | 0.9841    | 0.8905         | 0.8436   | 0.9801             | 0.8725                 | 0.6174              | 0.8376    | 0.9586    | 0.6280        | 0.2327          | 0.8946        | 0.8769   | 0.4971           |
| 0.0208        | 303.53 | 5160 | 0.0848       | 0.7725        | 0.8100            | 0.9805                  | nan                  | 0.9938         | 0.9579              | 0.8993        | 0.9905                  | 0.9238                      | 0.6241                   | 0.8569         | 0.9811         | 0.7872             | 0.2388  | 0.9215   | 0.9274       | 0.4276             | nan             | 0.9844    | 0.8929         | 0.8451   | 0.9798             | 0.8744                 | 0.6190              | 0.8393    | 0.9609    | 0.6293        | 0.2325          | 0.8954        | 0.8792   | 0.4103           |
| 0.0217        | 304.71 | 5180 | 0.0816       | 0.7778        | 0.8182            | 0.9806                  | nan                  | 0.9930         | 0.9544              | 0.9174        | 0.9897                  | 0.9243                      | 0.6281                   | 0.8733         | 0.9847         | 0.7901             | 0.2384  | 0.9351   | 0.9500       | 0.4585             | nan             | 0.9844    | 0.8931         | 0.8497   | 0.9803             | 0.8737                 | 0.6188              | 0.8540    | 0.9584    | 0.6310        | 0.2370          | 0.9060        | 0.8821   | 0.4434           |
| 0.02          | 305.88 | 5200 | 0.0823       | 0.7771        | 0.8183            | 0.9805                  | nan                  | 0.9935         | 0.9587              | 0.9048        | 0.9891                  | 0.9334                      | 0.6309                   | 0.8489         | 0.9818         | 0.7880             | 0.2463  | 0.9414   | 0.9495       | 0.4715             | nan             | 0.9844    | 0.8931         | 0.8467   | 0.9798             | 0.8730                 | 0.6252              | 0.8337    | 0.9604    | 0.6265        | 0.2440          | 0.9043        | 0.8854   | 0.4462           |
| 0.0216        | 307.06 | 5220 | 0.0838       | 0.7722        | 0.8099            | 0.9804                  | nan                  | 0.9936         | 0.9595              | 0.8957        | 0.9918                  | 0.9096                      | 0.6247                   | 0.8559         | 0.9791         | 0.8019             | 0.2321  | 0.9240   | 0.9352       | 0.4260             | nan             | 0.9843    | 0.8921         | 0.8419   | 0.9799             | 0.8723                 | 0.6176              | 0.8409    | 0.9613    | 0.6354        | 0.2293          | 0.8969        | 0.8748   | 0.4119           |
| 0.0181        | 308.24 | 5240 | 0.0851       | 0.7724        | 0.8131            | 0.9804                  | nan                  | 0.9938         | 0.9602              | 0.8987        | 0.9875                  | 0.9376                      | 0.6258                   | 0.8607         | 0.9818         | 0.7931             | 0.2409  | 0.9377   | 0.9427       | 0.4098             | nan             | 0.9843    | 0.8927         | 0.8436   | 0.9799             | 0.8725                 | 0.6198              | 0.8439    | 0.9611    | 0.6237        | 0.2393          | 0.9071        | 0.8850   | 0.3877           |
| 0.0206        | 309.41 | 5260 | 0.0842       | 0.7819        | 0.8284            | 0.9806                  | nan                  | 0.9933         | 0.9567              | 0.9048        | 0.9903                  | 0.9186                      | 0.6272                   | 0.8752         | 0.9835         | 0.8066             | 0.2561  | 0.9462   | 0.9472       | 0.5642             | nan             | 0.9843    | 0.8949         | 0.8457   | 0.9805             | 0.8736                 | 0.6186              | 0.8517    | 0.9598    | 0.6297        | 0.2533          | 0.9011        | 0.8833   | 0.4880           |
| 0.0168        | 310.59 | 5280 | 0.0851       | 0.7785        | 0.8190            | 0.9805                  | nan                  | 0.9944         | 0.9578              | 0.8907        | 0.9885                  | 0.9279                      | 0.6256                   | 0.8771         | 0.9826         | 0.7949             | 0.2443  | 0.9371   | 0.9498       | 0.4764             | nan             | 0.9841    | 0.8934         | 0.8397   | 0.9808             | 0.8769                 | 0.6197              | 0.8586    | 0.9610    | 0.6243        | 0.2429          | 0.9081        | 0.8825   | 0.4480           |
| 0.0153        | 311.76 | 5300 | 0.0753       | 0.7878        | 0.8268            | 0.9809                  | nan                  | 0.9948         | 0.9401              | 0.8909        | 0.9905                  | 0.9115                      | 0.8866                   | 0.8532         | 0.9862         | 0.8041             | 0.2192  | 0.9210   | 0.9295       | 0.4211             | nan             | 0.9841    | 0.8982         | 0.8439   | 0.9787             | 0.8682                 | 0.8549              | 0.8367    | 0.9515    | 0.6267        | 0.2180          | 0.9013        | 0.8796   | 0.3991           |
| 0.0199        | 312.94 | 5320 | 0.0868       | 0.7613        | 0.7949            | 0.9792                  | nan                  | 0.9942         | 0.9650              | 0.8893        | 0.9877                  | 0.9383                      | 0.6267                   | 0.8545         | 0.9722         | 0.5985             | 0.2032  | 0.9396   | 0.9374       | 0.4276             | nan             | 0.9840    | 0.8846         | 0.8418   | 0.9790             | 0.8723                 | 0.6225              | 0.8339    | 0.9520    | 0.5141        | 0.2010          | 0.9139        | 0.8863   | 0.4116           |
| 0.0178        | 314.12 | 5340 | 0.0850       | 0.7697        | 0.8068            | 0.9805                  | nan                  | 0.9939         | 0.9599              | 0.9062        | 0.9907                  | 0.9161                      | 0.6306                   | 0.8499         | 0.9758         | 0.7884             | 0.2163  | 0.9081   | 0.9348       | 0.4179             | nan             | 0.9842    | 0.8935         | 0.8489   | 0.9799             | 0.8708                 | 0.6261              | 0.8356    | 0.9646    | 0.6107        | 0.2151          | 0.8895        | 0.8810   | 0.4060           |
| 0.017         | 315.29 | 5360 | 0.0872       | 0.7739        | 0.8119            | 0.9804                  | nan                  | 0.9942         | 0.9653              | 0.8954        | 0.9886                  | 0.9236                      | 0.6239                   | 0.8803         | 0.9739         | 0.7395             | 0.2294  | 0.9410   | 0.9470       | 0.4520             | nan             | 0.9838    | 0.8924         | 0.8439   | 0.9810             | 0.8726                 | 0.6182              | 0.8629    | 0.9623    | 0.6111        | 0.2177          | 0.9017        | 0.8837   | 0.4297           |
| 0.0214        | 316.47 | 5380 | 0.0780       | 0.7554        | 0.7923            | 0.9805                  | nan                  | 0.9944         | 0.9553              | 0.8832        | 0.9898                  | 0.9253                      | 0.7320                   | 0.8456         | 0.9838         | 0.7827             | 0.1308  | 0.9238   | 0.9396       | 0.2130             | nan             | 0.9835    | 0.8995         | 0.8368   | 0.9787             | 0.8746                 | 0.7223              | 0.8282    | 0.9635    | 0.6154        | 0.1301          | 0.8980        | 0.8782   | 0.2120           |
| 0.0192        | 317.65 | 5400 | 0.0794       | 0.7672        | 0.8048            | 0.9801                  | nan                  | 0.9931         | 0.9617              | 0.9034        | 0.9888                  | 0.9378                      | 0.7786                   | 0.8047         | 0.9713         | 0.7534             | 0.1816  | 0.9131   | 0.9216       | 0.3528             | nan             | 0.9841    | 0.8940         | 0.8434   | 0.9781             | 0.8732                 | 0.7684              | 0.7948    | 0.9531    | 0.5930        | 0.1806          | 0.8918        | 0.8682   | 0.3506           |
| 0.0199        | 318.82 | 5420 | 0.0806       | 0.7680        | 0.7966            | 0.9800                  | nan                  | 0.9934         | 0.9598              | 0.9019        | 0.9903                  | 0.9157                      | 0.7492                   | 0.8477         | 0.9818         | 0.5849             | 0.1813  | 0.8985   | 0.9140       | 0.4374             | nan             | 0.9841    | 0.8917         | 0.8419   | 0.9800             | 0.8735                 | 0.7441              | 0.8360    | 0.9487    | 0.5177        | 0.1794          | 0.8826        | 0.8756   | 0.4290           |
| 0.0522        | 320.0  | 5440 | 0.0767       | 0.7813        | 0.8402            | 0.9796                  | nan                  | 0.9939         | 0.9494              | 0.9045        | 0.9897                  | 0.9328                      | 0.8251                   | 0.8745         | 0.9511         | 0.8380             | 0.2580  | 0.9385   | 0.9516       | 0.5154             | nan             | 0.9835    | 0.9003         | 0.8501   | 0.9807             | 0.8752                 | 0.8062              | 0.8536    | 0.9432    | 0.4502        | 0.2562          | 0.9162        | 0.8516   | 0.4900           |
| 0.0183        | 321.18 | 5460 | 0.0721       | 0.7875        | 0.8286            | 0.9813                  | nan                  | 0.9938         | 0.9601              | 0.9028        | 0.9891                  | 0.9246                      | 0.8399                   | 0.8574         | 0.9798         | 0.7226             | 0.1786  | 0.9456   | 0.9131       | 0.5642             | nan             | 0.9842    | 0.9066         | 0.8467   | 0.9800             | 0.8756                 | 0.8286              | 0.8383    | 0.9568    | 0.5555        | 0.1776          | 0.9117        | 0.8482   | 0.5282           |
| 0.0224        | 322.35 | 5480 | 0.0707       | 0.7849        | 0.8216            | 0.9813                  | nan                  | 0.9940         | 0.9585              | 0.9074        | 0.9907                  | 0.9264                      | 0.7408                   | 0.8514         | 0.9840         | 0.6871             | 0.2202  | 0.9366   | 0.9440       | 0.5398             | nan             | 0.9843    | 0.9055         | 0.8501   | 0.9803             | 0.8770                 | 0.7348              | 0.8349    | 0.9602    | 0.5580        | 0.2191          | 0.9116        | 0.8847   | 0.5038           |
| 0.0145        | 323.53 | 5500 | 0.0739       | 0.7783        | 0.8199            | 0.9812                  | nan                  | 0.9939         | 0.9629              | 0.8979        | 0.9902                  | 0.9209                      | 0.6621                   | 0.8560         | 0.9834         | 0.8037             | 0.1874  | 0.9307   | 0.9302       | 0.5398             | nan             | 0.9844    | 0.9003         | 0.8474   | 0.9802             | 0.8753                 | 0.6562              | 0.8379    | 0.9712    | 0.5973        | 0.1862          | 0.9012        | 0.8796   | 0.5              |
| 0.0167        | 324.71 | 5520 | 0.0751       | 0.7809        | 0.8219            | 0.9811                  | nan                  | 0.9940         | 0.9595              | 0.9052        | 0.9896                  | 0.9284                      | 0.6530                   | 0.8600         | 0.9835         | 0.7705             | 0.2407  | 0.9443   | 0.9504       | 0.5057             | nan             | 0.9842    | 0.9006         | 0.8473   | 0.9804             | 0.8766                 | 0.6480              | 0.8405    | 0.9679    | 0.5969        | 0.2393          | 0.9117        | 0.8859   | 0.4726           |
| 0.0167        | 325.88 | 5540 | 0.0757       | 0.7792        | 0.8172            | 0.9810                  | nan                  | 0.9943         | 0.9591              | 0.9005        | 0.9897                  | 0.9241                      | 0.6657                   | 0.8523         | 0.9829         | 0.7736             | 0.2321  | 0.9343   | 0.9331       | 0.4813             | nan             | 0.9841    | 0.9011         | 0.8447   | 0.9802             | 0.8778                 | 0.6593              | 0.8347    | 0.9667    | 0.5967        | 0.2306          | 0.9053        | 0.8844   | 0.4639           |
| 0.018         | 327.06 | 5560 | 0.0733       | 0.7836        | 0.8218            | 0.9815                  | nan                  | 0.9938         | 0.9587              | 0.9098        | 0.9896                  | 0.9323                      | 0.7120                   | 0.8470         | 0.9847         | 0.7838             | 0.2247  | 0.9277   | 0.9430       | 0.4764             | nan             | 0.9845    | 0.9039         | 0.8514   | 0.9800             | 0.8768                 | 0.7052              | 0.8317    | 0.9655    | 0.6138        | 0.2237          | 0.9037        | 0.8878   | 0.4585           |
| 0.0168        | 328.24 | 5580 | 0.0745       | 0.7829        | 0.8221            | 0.9813                  | nan                  | 0.9936         | 0.9593              | 0.9110        | 0.9905                  | 0.9306                      | 0.7000                   | 0.8505         | 0.9825         | 0.7681             | 0.2374  | 0.9332   | 0.9366       | 0.4943             | nan             | 0.9845    | 0.9028         | 0.8487   | 0.9801             | 0.8782                 | 0.6912              | 0.8345    | 0.9664    | 0.5946        | 0.2362          | 0.9035        | 0.8832   | 0.4735           |
| 0.0175        | 329.41 | 5600 | 0.0757       | 0.7841        | 0.8254            | 0.9811                  | nan                  | 0.9938         | 0.9617              | 0.9038        | 0.9894                  | 0.9297                      | 0.6870                   | 0.8482         | 0.9825         | 0.7651             | 0.2317  | 0.9259   | 0.9476       | 0.5642             | nan             | 0.9845    | 0.9005         | 0.8476   | 0.9800             | 0.8785                 | 0.6805              | 0.8328    | 0.9647    | 0.5972        | 0.2304          | 0.9003        | 0.8830   | 0.5133           |
| 0.0164        | 330.59 | 5620 | 0.0787       | 0.7808        | 0.8214            | 0.9808                  | nan                  | 0.9940         | 0.9603              | 0.9011        | 0.9895                  | 0.9351                      | 0.6607                   | 0.8453         | 0.9814         | 0.7521             | 0.2425  | 0.9304   | 0.9317       | 0.5545             | nan             | 0.9843    | 0.8983         | 0.8475   | 0.9798             | 0.8765                 | 0.6549              | 0.8299    | 0.9633    | 0.5923        | 0.2410          | 0.9038        | 0.8818   | 0.4964           |
| 0.0179        | 331.76 | 5640 | 0.0778       | 0.7818        | 0.8227            | 0.9810                  | nan                  | 0.9938         | 0.9612              | 0.9026        | 0.9895                  | 0.9322                      | 0.6636                   | 0.8488         | 0.9825         | 0.7723             | 0.2528  | 0.9212   | 0.9530       | 0.5220             | nan             | 0.9844    | 0.8995         | 0.8489   | 0.9797             | 0.8779                 | 0.6562              | 0.8323    | 0.9637    | 0.6118        | 0.2507          | 0.9000        | 0.8859   | 0.4728           |
| 0.019         | 332.94 | 5660 | 0.0804       | 0.7753        | 0.8132            | 0.9807                  | nan                  | 0.9940         | 0.9583              | 0.8986        | 0.9906                  | 0.9298                      | 0.6477                   | 0.8399         | 0.9824         | 0.7718             | 0.2279  | 0.9242   | 0.9402       | 0.4667             | nan             | 0.9841    | 0.8987         | 0.8444   | 0.9797             | 0.8781                 | 0.6414              | 0.8257    | 0.9641    | 0.6016        | 0.2267          | 0.8997        | 0.8870   | 0.4477           |
| 0.0126        | 334.12 | 5680 | 0.0798       | 0.7735        | 0.8106            | 0.9809                  | nan                  | 0.9941         | 0.9575              | 0.9043        | 0.9906                  | 0.9254                      | 0.6521                   | 0.8461         | 0.9820         | 0.7726             | 0.2260  | 0.9259   | 0.9372       | 0.4244             | nan             | 0.9843    | 0.8987         | 0.8474   | 0.9800             | 0.8780                 | 0.6472              | 0.8309    | 0.9637    | 0.6034        | 0.2248          | 0.9020        | 0.8843   | 0.4104           |
| 0.0167        | 335.29 | 5700 | 0.0788       | 0.7771        | 0.8177            | 0.9809                  | nan                  | 0.9941         | 0.9593              | 0.9045        | 0.9896                  | 0.9284                      | 0.6608                   | 0.8483         | 0.9817         | 0.7561             | 0.2539  | 0.9400   | 0.9584       | 0.4553             | nan             | 0.9844    | 0.8990         | 0.8486   | 0.9801             | 0.8784                 | 0.6551              | 0.8324    | 0.9629    | 0.5952        | 0.2523          | 0.9068        | 0.8795   | 0.4281           |
| 0.0199        | 336.47 | 5720 | 0.0800       | 0.7829        | 0.8225            | 0.9809                  | nan                  | 0.9933         | 0.9610              | 0.9132        | 0.9895                  | 0.9275                      | 0.6461                   | 0.8501         | 0.9814         | 0.7706             | 0.2532  | 0.9303   | 0.9451       | 0.5317             | nan             | 0.9843    | 0.8977         | 0.8488   | 0.9802             | 0.8786                 | 0.6404              | 0.8345    | 0.9625    | 0.6099        | 0.2511          | 0.9028        | 0.8930   | 0.4940           |
| 0.0148        | 337.65 | 5740 | 0.0814       | 0.7736        | 0.8127            | 0.9808                  | nan                  | 0.9946         | 0.9606              | 0.8911        | 0.9900                  | 0.9238                      | 0.6395                   | 0.8454         | 0.9811         | 0.7812             | 0.2523  | 0.9277   | 0.9406       | 0.4374             | nan             | 0.9841    | 0.8981         | 0.8436   | 0.9801             | 0.8773                 | 0.6347              | 0.8311    | 0.9651    | 0.6175        | 0.2502          | 0.9010        | 0.8881   | 0.3854           |
| 0.016         | 338.82 | 5760 | 0.0792       | 0.7829        | 0.8301            | 0.9810                  | nan                  | 0.9931         | 0.9610              | 0.9094        | 0.9907                  | 0.9274                      | 0.6476                   | 0.8547         | 0.9813         | 0.8063             | 0.2462  | 0.9472   | 0.9573       | 0.5691             | nan             | 0.9845    | 0.8977         | 0.8480   | 0.9801             | 0.8788                 | 0.6406              | 0.8354    | 0.9653    | 0.6268        | 0.2439          | 0.9063        | 0.8886   | 0.4821           |
| 0.0199        | 340.0  | 5780 | 0.0800       | 0.7762        | 0.8147            | 0.9810                  | nan                  | 0.9941         | 0.9587              | 0.9087        | 0.9896                  | 0.9298                      | 0.6454                   | 0.8490         | 0.9809         | 0.7833             | 0.2335  | 0.9356   | 0.9332       | 0.4488             | nan             | 0.9844    | 0.8985         | 0.8488   | 0.9802             | 0.8788                 | 0.6408              | 0.8330    | 0.9650    | 0.6192        | 0.2319          | 0.9081        | 0.8861   | 0.4157           |
| 0.0174        | 341.18 | 5800 | 0.0804       | 0.7764        | 0.8164            | 0.9809                  | nan                  | 0.9939         | 0.9600              | 0.9025        | 0.9896                  | 0.9298                      | 0.6367                   | 0.8582         | 0.9819         | 0.7819             | 0.2368  | 0.9369   | 0.9449       | 0.4602             | nan             | 0.9843    | 0.8980         | 0.8454   | 0.9805             | 0.8793                 | 0.6314              | 0.8407    | 0.9639    | 0.6147        | 0.2351          | 0.9070        | 0.8868   | 0.4256           |
| 0.0154        | 342.35 | 5820 | 0.0806       | 0.7798        | 0.8230            | 0.9809                  | nan                  | 0.9937         | 0.9583              | 0.9049        | 0.9910                  | 0.9229                      | 0.6410                   | 0.8561         | 0.9834         | 0.7681             | 0.2487  | 0.9395   | 0.9550       | 0.5366             | nan             | 0.9846    | 0.8978         | 0.8499   | 0.9803             | 0.8778                 | 0.6348              | 0.8378    | 0.9621    | 0.6047        | 0.2465          | 0.9055        | 0.8833   | 0.4728           |
| 0.0183        | 343.53 | 5840 | 0.0813       | 0.7791        | 0.8207            | 0.9809                  | nan                  | 0.9940         | 0.9606              | 0.9000        | 0.9899                  | 0.9282                      | 0.6387                   | 0.8518         | 0.9822         | 0.7755             | 0.2453  | 0.9338   | 0.9375       | 0.5317             | nan             | 0.9844    | 0.8975         | 0.8469   | 0.9802             | 0.8789                 | 0.6325              | 0.8372    | 0.9643    | 0.6081        | 0.2434          | 0.9069        | 0.8862   | 0.4619           |
| 0.016         | 344.71 | 5860 | 0.0784       | 0.7812        | 0.8259            | 0.9811                  | nan                  | 0.9939         | 0.9609              | 0.9019        | 0.9902                  | 0.9314                      | 0.6573                   | 0.8590         | 0.9817         | 0.7669             | 0.2522  | 0.9553   | 0.9484       | 0.5382             | nan             | 0.9844    | 0.8996         | 0.8478   | 0.9804             | 0.8786                 | 0.6501              | 0.8423    | 0.9639    | 0.6110        | 0.2502          | 0.8980        | 0.8922   | 0.4566           |
| 0.0149        | 345.88 | 5880 | 0.0794       | 0.7759        | 0.8167            | 0.9811                  | nan                  | 0.9938         | 0.9576              | 0.9067        | 0.9907                  | 0.9308                      | 0.6571                   | 0.8498         | 0.9834         | 0.7812             | 0.2183  | 0.9416   | 0.9471       | 0.4585             | nan             | 0.9846    | 0.8996         | 0.8499   | 0.9802             | 0.8787                 | 0.6509              | 0.8342    | 0.9627    | 0.6134        | 0.2174          | 0.9059        | 0.8921   | 0.4165           |
| 0.0163        | 347.06 | 5900 | 0.0789       | 0.7814        | 0.8240            | 0.9811                  | nan                  | 0.9939         | 0.9579              | 0.9034        | 0.9911                  | 0.9261                      | 0.6744                   | 0.8515         | 0.9834         | 0.7660             | 0.2308  | 0.9402   | 0.9386       | 0.5545             | nan             | 0.9845    | 0.9000         | 0.8485   | 0.9800             | 0.8791                 | 0.6665              | 0.8360    | 0.9634    | 0.6086        | 0.2294          | 0.9029        | 0.8884   | 0.4703           |
| 0.0145        | 348.24 | 5920 | 0.0813       | 0.7778        | 0.8159            | 0.9809                  | nan                  | 0.9945         | 0.9596              | 0.8964        | 0.9898                  | 0.9303                      | 0.6516                   | 0.8508         | 0.9812         | 0.7580             | 0.2286  | 0.9312   | 0.9455       | 0.4894             | nan             | 0.9843    | 0.8992         | 0.8457   | 0.9802             | 0.8800                 | 0.6468              | 0.8360    | 0.9636    | 0.6023        | 0.2273          | 0.9038        | 0.8864   | 0.4561           |
| 0.0131        | 349.41 | 5940 | 0.0812       | 0.7794        | 0.8175            | 0.9809                  | nan                  | 0.9942         | 0.9605              | 0.8982        | 0.9905                  | 0.9285                      | 0.6388                   | 0.8540         | 0.9813         | 0.7538             | 0.2441  | 0.9348   | 0.9416       | 0.5073             | nan             | 0.9844    | 0.8984         | 0.8468   | 0.9805             | 0.8793                 | 0.6339              | 0.8375    | 0.9627    | 0.6020        | 0.2424          | 0.9083        | 0.8903   | 0.4650           |
| 0.0161        | 350.59 | 5960 | 0.0798       | 0.7816        | 0.8190            | 0.9811                  | nan                  | 0.9941         | 0.9602              | 0.9037        | 0.9905                  | 0.9309                      | 0.6560                   | 0.8494         | 0.9810         | 0.7680             | 0.2377  | 0.9310   | 0.9369       | 0.5073             | nan             | 0.9846    | 0.8992         | 0.8494   | 0.9802             | 0.8792                 | 0.6491              | 0.8345    | 0.9637    | 0.6106        | 0.2360          | 0.9081        | 0.8880   | 0.4778           |
| 0.0155        | 351.76 | 5980 | 0.0787       | 0.7809        | 0.8176            | 0.9813                  | nan                  | 0.9937         | 0.9589              | 0.9104        | 0.9918                  | 0.9208                      | 0.6665                   | 0.8498         | 0.9817         | 0.7653             | 0.2358  | 0.9344   | 0.9451       | 0.4748             | nan             | 0.9847    | 0.8998         | 0.8526   | 0.9797             | 0.8781                 | 0.6597              | 0.8339    | 0.9647    | 0.6131        | 0.2344          | 0.9110        | 0.8917   | 0.4485           |
| 0.0143        | 352.94 | 6000 | 0.0802       | 0.7834        | 0.8233            | 0.9811                  | nan                  | 0.9939         | 0.9601              | 0.9068        | 0.9892                  | 0.9346                      | 0.6400                   | 0.8534         | 0.9825         | 0.7932             | 0.2468  | 0.9422   | 0.9463       | 0.5138             | nan             | 0.9845    | 0.8987         | 0.8502   | 0.9801             | 0.8784                 | 0.6352              | 0.8373    | 0.9650    | 0.6210        | 0.2448          | 0.9135        | 0.8887   | 0.4869           |
| 0.0142        | 354.12 | 6020 | 0.0830       | 0.7801        | 0.8185            | 0.9809                  | nan                  | 0.9942         | 0.9580              | 0.8996        | 0.9906                  | 0.9292                      | 0.6345                   | 0.8529         | 0.9820         | 0.7825             | 0.2270  | 0.9368   | 0.9447       | 0.5089             | nan             | 0.9844    | 0.8980         | 0.8473   | 0.9803             | 0.8797                 | 0.6287              | 0.8374    | 0.9634    | 0.6151        | 0.2255          | 0.9101        | 0.8900   | 0.4808           |
| 0.0176        | 355.29 | 6040 | 0.0822       | 0.7770        | 0.8179            | 0.9809                  | nan                  | 0.9938         | 0.9582              | 0.9086        | 0.9904                  | 0.9291                      | 0.6323                   | 0.8537         | 0.9827         | 0.7620             | 0.2408  | 0.9336   | 0.9404       | 0.5073             | nan             | 0.9845    | 0.8972         | 0.8504   | 0.9802             | 0.8788                 | 0.6268              | 0.8372    | 0.9625    | 0.6082        | 0.2393          | 0.9082        | 0.8906   | 0.4370           |
| 0.0155        | 356.47 | 6060 | 0.0822       | 0.7834        | 0.8251            | 0.9809                  | nan                  | 0.9940         | 0.9606              | 0.9042        | 0.9901                  | 0.9284                      | 0.6369                   | 0.8456         | 0.9803         | 0.7700             | 0.2431  | 0.9318   | 0.9489       | 0.5919             | nan             | 0.9845    | 0.8967         | 0.8493   | 0.9804             | 0.8797                 | 0.6313              | 0.8330    | 0.9631    | 0.6089        | 0.2417          | 0.9055        | 0.8927   | 0.5170           |
| 0.0157        | 357.65 | 6080 | 0.0823       | 0.7775        | 0.8172            | 0.9808                  | nan                  | 0.9941         | 0.9604              | 0.8986        | 0.9902                  | 0.9303                      | 0.6334                   | 0.8564         | 0.9814         | 0.7666             | 0.2261  | 0.9380   | 0.9454       | 0.5024             | nan             | 0.9845    | 0.8965         | 0.8475   | 0.9803             | 0.8801                 | 0.6285              | 0.8363    | 0.9628    | 0.6066        | 0.2250          | 0.9051        | 0.8907   | 0.4640           |
| 0.0183        | 358.82 | 6100 | 0.0830       | 0.7770        | 0.8150            | 0.9807                  | nan                  | 0.9941         | 0.9597              | 0.9015        | 0.9898                  | 0.9287                      | 0.6385                   | 0.8428         | 0.9826         | 0.7569             | 0.2303  | 0.9378   | 0.9431       | 0.4894             | nan             | 0.9844    | 0.8967         | 0.8470   | 0.9803             | 0.8796                 | 0.6318              | 0.8298    | 0.9619    | 0.6016        | 0.2294          | 0.9082        | 0.8910   | 0.4588           |
| 0.0193        | 360.0  | 6120 | 0.0827       | 0.7779        | 0.8179            | 0.9808                  | nan                  | 0.9942         | 0.9596              | 0.8990        | 0.9909                  | 0.9198                      | 0.6361                   | 0.8494         | 0.9809         | 0.7656             | 0.2428  | 0.9407   | 0.9479       | 0.5057             | nan             | 0.9844    | 0.8968         | 0.8472   | 0.9802             | 0.8780                 | 0.6311              | 0.8345    | 0.9629    | 0.6084        | 0.2412          | 0.9063        | 0.8930   | 0.4481           |
| 0.0175        | 361.18 | 6140 | 0.0824       | 0.7758        | 0.8156            | 0.9808                  | nan                  | 0.9941         | 0.9581              | 0.9025        | 0.9905                  | 0.9268                      | 0.6345                   | 0.8485         | 0.9820         | 0.7693             | 0.2345  | 0.9352   | 0.9371       | 0.4894             | nan             | 0.9844    | 0.8971         | 0.8471   | 0.9804             | 0.8793                 | 0.6291              | 0.8344    | 0.9623    | 0.6060        | 0.2334          | 0.9054        | 0.8897   | 0.4362           |
| 0.0188        | 362.35 | 6160 | 0.0828       | 0.7759        | 0.8161            | 0.9809                  | nan                  | 0.9940         | 0.9591              | 0.9031        | 0.9909                  | 0.9237                      | 0.6369                   | 0.8463         | 0.9817         | 0.7660             | 0.2411  | 0.9363   | 0.9467       | 0.4829             | nan             | 0.9844    | 0.8975         | 0.8469   | 0.9803             | 0.8798                 | 0.6303              | 0.8325    | 0.9628    | 0.6088        | 0.2396          | 0.9072        | 0.8898   | 0.4267           |
| 0.018         | 363.53 | 6180 | 0.0823       | 0.7776        | 0.8196            | 0.9810                  | nan                  | 0.9942         | 0.9583              | 0.9025        | 0.9905                  | 0.9247                      | 0.6379                   | 0.8545         | 0.9819         | 0.7668             | 0.2543  | 0.9499   | 0.9477       | 0.4911             | nan             | 0.9845    | 0.8980         | 0.8489   | 0.9804             | 0.8785                 | 0.6320              | 0.8376    | 0.9624    | 0.6121        | 0.2526          | 0.9085        | 0.8856   | 0.4272           |
| 0.0182        | 364.71 | 6200 | 0.0805       | 0.7784        | 0.8179            | 0.9811                  | nan                  | 0.9938         | 0.9591              | 0.9102        | 0.9906                  | 0.9244                      | 0.6425                   | 0.8608         | 0.9818         | 0.7789             | 0.2407  | 0.9394   | 0.9405       | 0.4699             | nan             | 0.9846    | 0.8986         | 0.8499   | 0.9806             | 0.8794                 | 0.6369              | 0.8443    | 0.9626    | 0.6202        | 0.2393          | 0.9092        | 0.8896   | 0.4244           |
| 0.0134        | 365.88 | 6220 | 0.0818       | 0.7802        | 0.8213            | 0.9810                  | nan                  | 0.9939         | 0.9608              | 0.9063        | 0.9895                  | 0.9316                      | 0.6353                   | 0.8563         | 0.9826         | 0.7626             | 0.2332  | 0.9301   | 0.9447       | 0.5496             | nan             | 0.9846    | 0.8969         | 0.8505   | 0.9805             | 0.8805                 | 0.6308              | 0.8411    | 0.9620    | 0.6115        | 0.2321          | 0.9018        | 0.8917   | 0.4788           |
| 0.0151        | 367.06 | 6240 | 0.0829       | 0.7799        | 0.8221            | 0.9809                  | nan                  | 0.9937         | 0.9595              | 0.9031        | 0.9901                  | 0.9348                      | 0.6398                   | 0.8571         | 0.9827         | 0.7771             | 0.2305  | 0.9308   | 0.9515       | 0.5366             | nan             | 0.9846    | 0.8973         | 0.8482   | 0.9802             | 0.8796                 | 0.6346              | 0.8409    | 0.9620    | 0.6127        | 0.2292          | 0.9017        | 0.8930   | 0.4741           |
| 0.0191        | 368.24 | 6260 | 0.0838       | 0.7805        | 0.8252            | 0.9808                  | nan                  | 0.9936         | 0.9591              | 0.9048        | 0.9901                  | 0.9324                      | 0.6411                   | 0.8566         | 0.9825         | 0.7689             | 0.2388  | 0.9461   | 0.9518       | 0.5626             | nan             | 0.9845    | 0.8968         | 0.8469   | 0.9803             | 0.8801                 | 0.6341              | 0.8403    | 0.9610    | 0.6096        | 0.2375          | 0.9042        | 0.8904   | 0.4806           |
| 0.0149        | 369.41 | 6280 | 0.0830       | 0.7762        | 0.8152            | 0.9809                  | nan                  | 0.9942         | 0.9584              | 0.9036        | 0.9899                  | 0.9309                      | 0.6430                   | 0.8511         | 0.9819         | 0.7671             | 0.2318  | 0.9366   | 0.9493       | 0.4602             | nan             | 0.9845    | 0.8981         | 0.8485   | 0.9802             | 0.8802                 | 0.6382              | 0.8359    | 0.9618    | 0.6090        | 0.2306          | 0.9093        | 0.8882   | 0.4256           |
| 0.0159        | 370.59 | 6300 | 0.0831       | 0.7828        | 0.8245            | 0.9811                  | nan                  | 0.9940         | 0.9601              | 0.9058        | 0.9898                  | 0.9324                      | 0.6392                   | 0.8581         | 0.9819         | 0.7696             | 0.2508  | 0.9445   | 0.9494       | 0.5431             | nan             | 0.9847    | 0.8975         | 0.8497   | 0.9805             | 0.8806                 | 0.6338              | 0.8429    | 0.9625    | 0.6132        | 0.2492          | 0.9053        | 0.8870   | 0.4890           |
| 0.0168        | 371.76 | 6320 | 0.0826       | 0.7797        | 0.8191            | 0.9810                  | nan                  | 0.9946         | 0.9582              | 0.8949        | 0.9904                  | 0.9307                      | 0.6373                   | 0.8570         | 0.9820         | 0.7708             | 0.2460  | 0.9435   | 0.9518       | 0.4911             | nan             | 0.9844    | 0.8986         | 0.8460   | 0.9806             | 0.8804                 | 0.6325              | 0.8417    | 0.9624    | 0.6131        | 0.2448          | 0.9056        | 0.8869   | 0.4590           |
| 0.017         | 372.94 | 6340 | 0.0827       | 0.7824        | 0.8220            | 0.9810                  | nan                  | 0.9938         | 0.9587              | 0.9091        | 0.9897                  | 0.9373                      | 0.6388                   | 0.8545         | 0.9818         | 0.7691             | 0.2442  | 0.9389   | 0.9406       | 0.5301             | nan             | 0.9847    | 0.8976         | 0.8496   | 0.9805             | 0.8796                 | 0.6334              | 0.8399    | 0.9615    | 0.6071        | 0.2429          | 0.9090        | 0.8898   | 0.4962           |
| 0.0165        | 374.12 | 6360 | 0.0834       | 0.7825        | 0.8236            | 0.9810                  | nan                  | 0.9938         | 0.9597              | 0.9054        | 0.9905                  | 0.9282                      | 0.6359                   | 0.8550         | 0.9821         | 0.7719             | 0.2534  | 0.9416   | 0.9532       | 0.5366             | nan             | 0.9847    | 0.8976         | 0.8496   | 0.9806             | 0.8804                 | 0.6301              | 0.8408    | 0.9617    | 0.6117        | 0.2517          | 0.9045        | 0.8926   | 0.4867           |
| 0.0159        | 375.29 | 6380 | 0.0834       | 0.7815        | 0.8244            | 0.9810                  | nan                  | 0.9942         | 0.9586              | 0.8998        | 0.9900                  | 0.9282                      | 0.6385                   | 0.8632         | 0.9827         | 0.7744             | 0.2471  | 0.9433   | 0.9503       | 0.5463             | nan             | 0.9845    | 0.8980         | 0.8473   | 0.9809             | 0.8802                 | 0.6320              | 0.8461    | 0.9613    | 0.6087        | 0.2457          | 0.9106        | 0.8898   | 0.4739           |
| 0.0138        | 376.47 | 6400 | 0.0830       | 0.7878        | 0.8311            | 0.9809                  | nan                  | 0.9932         | 0.9580              | 0.9116        | 0.9912                  | 0.9286                      | 0.6430                   | 0.8590         | 0.9831         | 0.7723             | 0.2505  | 0.9405   | 0.9516       | 0.6211             | nan             | 0.9847    | 0.8970         | 0.8497   | 0.9804             | 0.8802                 | 0.6352              | 0.8422    | 0.9605    | 0.6079        | 0.2486          | 0.9064        | 0.8916   | 0.5569           |
| 0.0122        | 377.65 | 6420 | 0.0841       | 0.7819        | 0.8203            | 0.9809                  | nan                  | 0.9942         | 0.9597              | 0.8999        | 0.9896                  | 0.9349                      | 0.6352                   | 0.8539         | 0.9814         | 0.7718             | 0.2446  | 0.9339   | 0.9450       | 0.5203             | nan             | 0.9845    | 0.8973         | 0.8475   | 0.9807             | 0.8809                 | 0.6299              | 0.8395    | 0.9616    | 0.6135        | 0.2431          | 0.9070        | 0.8900   | 0.4893           |
| 0.0182        | 378.82 | 6440 | 0.0838       | 0.7803        | 0.8197            | 0.9809                  | nan                  | 0.9940         | 0.9587              | 0.9042        | 0.9905                  | 0.9276                      | 0.6341                   | 0.8534         | 0.9815         | 0.7783             | 0.2354  | 0.9376   | 0.9534       | 0.5073             | nan             | 0.9845    | 0.8976         | 0.8480   | 0.9806             | 0.8795                 | 0.6292              | 0.8388    | 0.9614    | 0.6157        | 0.2341          | 0.9103        | 0.8939   | 0.4699           |
| 0.0177        | 380.0  | 6460 | 0.0830       | 0.7854        | 0.8328            | 0.9810                  | nan                  | 0.9931         | 0.9604              | 0.9114        | 0.9906                  | 0.9274                      | 0.6435                   | 0.8592         | 0.9823         | 0.7762             | 0.2498  | 0.9456   | 0.9515       | 0.6358             | nan             | 0.9847    | 0.8973         | 0.8493   | 0.9805             | 0.8794                 | 0.6360              | 0.8425    | 0.9613    | 0.6131        | 0.2480          | 0.9113        | 0.8956   | 0.5118           |
| 0.0144        | 381.18 | 6480 | 0.0834       | 0.7799        | 0.8235            | 0.9810                  | nan                  | 0.9941         | 0.9593              | 0.8995        | 0.9904                  | 0.9250                      | 0.6398                   | 0.8570         | 0.9831         | 0.7834             | 0.2409  | 0.9433   | 0.9473       | 0.5431             | nan             | 0.9846    | 0.8980         | 0.8474   | 0.9807             | 0.8801                 | 0.6341              | 0.8414    | 0.9621    | 0.6104        | 0.2397          | 0.9097        | 0.8909   | 0.4601           |
| 0.0158        | 382.35 | 6500 | 0.0878       | 0.7685        | 0.8145            | 0.9806                  | nan                  | 0.9942         | 0.9590              | 0.8857        | 0.9900                  | 0.9321                      | 0.6415                   | 0.8506         | 0.9834         | 0.7825             | 0.2307  | 0.9454   | 0.9544       | 0.4390             | nan             | 0.9843    | 0.8984         | 0.8365   | 0.9803             | 0.8799                 | 0.6354              | 0.8363    | 0.9624    | 0.5821        | 0.2293          | 0.9056        | 0.8859   | 0.3734           |
| 0.0166        | 383.53 | 6520 | 0.0841       | 0.7749        | 0.8166            | 0.9809                  | nan                  | 0.9941         | 0.9565              | 0.8992        | 0.9913                  | 0.9226                      | 0.6385                   | 0.8618         | 0.9833         | 0.7698             | 0.2447  | 0.9405   | 0.9533       | 0.4602             | nan             | 0.9845    | 0.8983         | 0.8447   | 0.9805             | 0.8796                 | 0.6329              | 0.8449    | 0.9621    | 0.6013        | 0.2433          | 0.9085        | 0.8908   | 0.4026           |
| 0.0175        | 384.71 | 6540 | 0.0854       | 0.7701        | 0.8109            | 0.9809                  | nan                  | 0.9941         | 0.9587              | 0.9005        | 0.9906                  | 0.9271                      | 0.6375                   | 0.8499         | 0.9820         | 0.7882             | 0.2268  | 0.9342   | 0.9389       | 0.4130             | nan             | 0.9845    | 0.8986         | 0.8455   | 0.9806             | 0.8808                 | 0.6315              | 0.8366    | 0.9631    | 0.6051        | 0.2258          | 0.9090        | 0.8870   | 0.3629           |
| 0.0183        | 385.88 | 6560 | 0.0850       | 0.7753        | 0.8173            | 0.9808                  | nan                  | 0.9937         | 0.9593              | 0.9063        | 0.9908                  | 0.9280                      | 0.6389                   | 0.8468         | 0.9820         | 0.7561             | 0.2393  | 0.9362   | 0.9504       | 0.4976             | nan             | 0.9847    | 0.8974         | 0.8464   | 0.9804             | 0.8799                 | 0.6340              | 0.8340    | 0.9614    | 0.5945        | 0.2379          | 0.9073        | 0.8919   | 0.4286           |
| 0.0132        | 387.06 | 6580 | 0.0858       | 0.7780        | 0.8173            | 0.9808                  | nan                  | 0.9945         | 0.9573              | 0.8936        | 0.9905                  | 0.9336                      | 0.6400                   | 0.8506         | 0.9823         | 0.7634             | 0.2441  | 0.9468   | 0.9480       | 0.4797             | nan             | 0.9844    | 0.8981         | 0.8433   | 0.9806             | 0.8810                 | 0.6353              | 0.8376    | 0.9619    | 0.5958        | 0.2427          | 0.9079        | 0.8894   | 0.4560           |
| 0.0164        | 388.24 | 6600 | 0.0835       | 0.7774        | 0.8197            | 0.9810                  | nan                  | 0.9942         | 0.9572              | 0.8993        | 0.9910                  | 0.9280                      | 0.6455                   | 0.8550         | 0.9830         | 0.7761             | 0.2508  | 0.9418   | 0.9484       | 0.4862             | nan             | 0.9846    | 0.8988         | 0.8451   | 0.9807             | 0.8811                 | 0.6402              | 0.8416    | 0.9633    | 0.6048        | 0.2493          | 0.9116        | 0.8885   | 0.4164           |
| 0.0169        | 389.41 | 6620 | 0.0826       | 0.7791        | 0.8170            | 0.9812                  | nan                  | 0.9944         | 0.9582              | 0.8922        | 0.9910                  | 0.9285                      | 0.6970                   | 0.8513         | 0.9819         | 0.7809             | 0.2323  | 0.9360   | 0.9385       | 0.4390             | nan             | 0.9844    | 0.9009         | 0.8434   | 0.9806             | 0.8812                 | 0.6911              | 0.8371    | 0.9622    | 0.6115        | 0.2314          | 0.9040        | 0.8857   | 0.4147           |
| 0.0174        | 390.59 | 6640 | 0.0850       | 0.7770        | 0.8154            | 0.9809                  | nan                  | 0.9943         | 0.9611              | 0.8892        | 0.9902                  | 0.9333                      | 0.6636                   | 0.8497         | 0.9806         | 0.7781             | 0.2386  | 0.9328   | 0.9409       | 0.4472             | nan             | 0.9844    | 0.8983         | 0.8408   | 0.9805             | 0.8816                 | 0.6591              | 0.8373    | 0.9629    | 0.6062        | 0.2376          | 0.9021        | 0.8848   | 0.4257           |
| 0.0136        | 391.76 | 6660 | 0.0832       | 0.7800        | 0.8234            | 0.9811                  | nan                  | 0.9939         | 0.9601              | 0.8985        | 0.9905                  | 0.9343                      | 0.6811                   | 0.8530         | 0.9808         | 0.7674             | 0.2534  | 0.9437   | 0.9554       | 0.4927             | nan             | 0.9846    | 0.8998         | 0.8440   | 0.9806             | 0.8804                 | 0.6752              | 0.8382    | 0.9619    | 0.6016        | 0.2518          | 0.9071        | 0.8898   | 0.4256           |
| 0.0154        | 392.94 | 6680 | 0.0839       | 0.7790        | 0.8178            | 0.9810                  | nan                  | 0.9942         | 0.9600              | 0.8961        | 0.9901                  | 0.9288                      | 0.6741                   | 0.8511         | 0.9816         | 0.7804             | 0.2303  | 0.9383   | 0.9465       | 0.4602             | nan             | 0.9845    | 0.8989         | 0.8447   | 0.9807             | 0.8813                 | 0.6691              | 0.8380    | 0.9618    | 0.6088        | 0.2293          | 0.9087        | 0.8900   | 0.4307           |
| 0.017         | 394.12 | 6700 | 0.0831       | 0.7782        | 0.8191            | 0.9811                  | nan                  | 0.9941         | 0.9573              | 0.8999        | 0.9906                  | 0.9314                      | 0.6706                   | 0.8559         | 0.9826         | 0.7835             | 0.2388  | 0.9406   | 0.9473       | 0.4553             | nan             | 0.9845    | 0.8998         | 0.8445   | 0.9806             | 0.8809                 | 0.6654              | 0.8407    | 0.9622    | 0.6109        | 0.2378          | 0.9084        | 0.8928   | 0.4076           |
| 0.0167        | 395.29 | 6720 | 0.0841       | 0.7793        | 0.8205            | 0.9810                  | nan                  | 0.9944         | 0.9576              | 0.8970        | 0.9897                  | 0.9379                      | 0.6649                   | 0.8526         | 0.9817         | 0.7850             | 0.2475  | 0.9416   | 0.9481       | 0.4683             | nan             | 0.9844    | 0.8996         | 0.8437   | 0.9807             | 0.8800                 | 0.6595              | 0.8390    | 0.9622    | 0.6118        | 0.2463          | 0.9091        | 0.8902   | 0.4248           |
| 0.0158        | 396.47 | 6740 | 0.0833       | 0.7808        | 0.8225            | 0.9812                  | nan                  | 0.9938         | 0.9576              | 0.9064        | 0.9907                  | 0.9314                      | 0.6662                   | 0.8514         | 0.9828         | 0.7837             | 0.2379  | 0.9403   | 0.9485       | 0.5024             | nan             | 0.9847    | 0.8993         | 0.8481   | 0.9806             | 0.8806                 | 0.6605              | 0.8369    | 0.9623    | 0.6130        | 0.2367          | 0.9103        | 0.8936   | 0.4433           |
| 0.0183        | 397.65 | 6760 | 0.0830       | 0.7765        | 0.8210            | 0.9811                  | nan                  | 0.9939         | 0.9580              | 0.9014        | 0.9905                  | 0.9318                      | 0.6794                   | 0.8495         | 0.9832         | 0.7843             | 0.2060  | 0.9401   | 0.9481       | 0.5073             | nan             | 0.9846    | 0.9003         | 0.8466   | 0.9797             | 0.8786                 | 0.6724              | 0.8336    | 0.9628    | 0.6114        | 0.2051          | 0.9017        | 0.8936   | 0.4245           |
| 0.0155        | 398.82 | 6780 | 0.0842       | 0.7763        | 0.8177            | 0.9811                  | nan                  | 0.9944         | 0.9598              | 0.8961        | 0.9898                  | 0.9287                      | 0.6737                   | 0.8478         | 0.9829         | 0.7680             | 0.2345  | 0.9411   | 0.9471       | 0.4667             | nan             | 0.9846    | 0.9004         | 0.8456   | 0.9802             | 0.8793                 | 0.6689              | 0.8338    | 0.9628    | 0.6017        | 0.2334          | 0.9042        | 0.8903   | 0.4065           |
| 0.0149        | 400.0  | 6800 | 0.0845       | 0.7825        | 0.8292            | 0.9811                  | nan                  | 0.9939         | 0.9578              | 0.9039        | 0.9903                  | 0.9277                      | 0.6656                   | 0.8527         | 0.9839         | 0.7760             | 0.2570  | 0.9447   | 0.9540       | 0.5724             | nan             | 0.9847    | 0.8996         | 0.8469   | 0.9805             | 0.8805                 | 0.6588              | 0.8382    | 0.9619    | 0.6028        | 0.2550          | 0.9095        | 0.8910   | 0.4632           |
| 0.0184        | 401.18 | 6820 | 0.0845       | 0.7789        | 0.8230            | 0.9810                  | nan                  | 0.9941         | 0.9596              | 0.8991        | 0.9900                  | 0.9340                      | 0.6628                   | 0.8511         | 0.9818         | 0.7708             | 0.2505  | 0.9413   | 0.9530       | 0.5106             | nan             | 0.9845    | 0.8991         | 0.8445   | 0.9807             | 0.8808                 | 0.6573              | 0.8382    | 0.9632    | 0.6002        | 0.2489          | 0.9130        | 0.8904   | 0.4249           |
| 0.0162        | 402.35 | 6840 | 0.0857       | 0.7757        | 0.8189            | 0.9810                  | nan                  | 0.9938         | 0.9589              | 0.9035        | 0.9899                  | 0.9319                      | 0.6466                   | 0.8547         | 0.9838         | 0.7756             | 0.2385  | 0.9432   | 0.9419       | 0.4829             | nan             | 0.9846    | 0.8982         | 0.8459   | 0.9806             | 0.8811                 | 0.6418              | 0.8401    | 0.9627    | 0.6004        | 0.2374          | 0.9112        | 0.8876   | 0.4119           |
| 0.0157        | 403.53 | 6860 | 0.0855       | 0.7766        | 0.8192            | 0.9810                  | nan                  | 0.9942         | 0.9586              | 0.8980        | 0.9901                  | 0.9347                      | 0.6456                   | 0.8568         | 0.9830         | 0.7649             | 0.2415  | 0.9432   | 0.9477       | 0.4911             | nan             | 0.9847    | 0.8980         | 0.8453   | 0.9807             | 0.8806                 | 0.6403              | 0.8419    | 0.9628    | 0.5964        | 0.2402          | 0.9092        | 0.8897   | 0.4260           |
| 0.0167        | 404.71 | 6880 | 0.0847       | 0.7781        | 0.8199            | 0.9811                  | nan                  | 0.9942         | 0.9586              | 0.9025        | 0.9902                  | 0.9307                      | 0.6442                   | 0.8535         | 0.9831         | 0.7756             | 0.2390  | 0.9388   | 0.9479       | 0.5008             | nan             | 0.9847    | 0.8988         | 0.8471   | 0.9807             | 0.8811                 | 0.6389              | 0.8401    | 0.9631    | 0.6059        | 0.2378          | 0.9088        | 0.8913   | 0.4369           |
| 0.0145        | 405.88 | 6900 | 0.0845       | 0.7806        | 0.8236            | 0.9811                  | nan                  | 0.9942         | 0.9569              | 0.9016        | 0.9908                  | 0.9292                      | 0.6595                   | 0.8572         | 0.9826         | 0.7626             | 0.2518  | 0.9434   | 0.9532       | 0.5236             | nan             | 0.9846    | 0.8990         | 0.8467   | 0.9806             | 0.8809                 | 0.6513              | 0.8423    | 0.9626    | 0.5981        | 0.2502          | 0.9122        | 0.8929   | 0.4466           |
| 0.0154        | 407.06 | 6920 | 0.0846       | 0.7780        | 0.8198            | 0.9810                  | nan                  | 0.9940         | 0.9580              | 0.9016        | 0.9909                  | 0.9292                      | 0.6557                   | 0.8550         | 0.9827         | 0.7667             | 0.2377  | 0.9383   | 0.9445       | 0.5024             | nan             | 0.9846    | 0.8985         | 0.8464   | 0.9807             | 0.8818                 | 0.6496              | 0.8409    | 0.9625    | 0.5998        | 0.2364          | 0.9099        | 0.8916   | 0.4316           |
| 0.0159        | 408.24 | 6940 | 0.0859       | 0.7788        | 0.8219            | 0.9811                  | nan                  | 0.9942         | 0.9589              | 0.9006        | 0.9906                  | 0.9286                      | 0.6487                   | 0.8535         | 0.9823         | 0.7609             | 0.2400  | 0.9457   | 0.9549       | 0.5252             | nan             | 0.9847    | 0.8986         | 0.8475   | 0.9807             | 0.8805                 | 0.6431              | 0.8395    | 0.9621    | 0.5973        | 0.2386          | 0.9077        | 0.8927   | 0.4511           |
| 0.0152        | 409.41 | 6960 | 0.0859       | 0.7766        | 0.8179            | 0.9809                  | nan                  | 0.9945         | 0.9577              | 0.8985        | 0.9903                  | 0.9332                      | 0.6384                   | 0.8520         | 0.9815         | 0.7575             | 0.2407  | 0.9382   | 0.9442       | 0.5057             | nan             | 0.9845    | 0.8982         | 0.8462   | 0.9807             | 0.8808                 | 0.6337              | 0.8390    | 0.9615    | 0.5976        | 0.2394          | 0.9080        | 0.8938   | 0.4319           |
| 0.014         | 410.59 | 6980 | 0.0862       | 0.7784        | 0.8199            | 0.9810                  | nan                  | 0.9943         | 0.9577              | 0.9012        | 0.9907                  | 0.9288                      | 0.6393                   | 0.8494         | 0.9817         | 0.7704             | 0.2373  | 0.9383   | 0.9504       | 0.5187             | nan             | 0.9847    | 0.8976         | 0.8476   | 0.9807             | 0.8812                 | 0.6343              | 0.8363    | 0.9617    | 0.6033        | 0.2360          | 0.9078        | 0.8940   | 0.4538           |
| 0.0155        | 411.76 | 7000 | 0.0866       | 0.7776        | 0.8204            | 0.9809                  | nan                  | 0.9941         | 0.9595              | 0.8999        | 0.9903                  | 0.9335                      | 0.6357                   | 0.8580         | 0.9816         | 0.7542             | 0.2504  | 0.9424   | 0.9521       | 0.5138             | nan             | 0.9847    | 0.8972         | 0.8465   | 0.9808             | 0.8807                 | 0.6306              | 0.8432    | 0.9614    | 0.5978        | 0.2488          | 0.9089        | 0.8948   | 0.4335           |
| 0.0165        | 412.94 | 7020 | 0.0861       | 0.7777        | 0.8232            | 0.9810                  | nan                  | 0.9939         | 0.9580              | 0.9050        | 0.9909                  | 0.9307                      | 0.6354                   | 0.8595         | 0.9819         | 0.7652             | 0.2393  | 0.9467   | 0.9501       | 0.5447             | nan             | 0.9848    | 0.8973         | 0.8482   | 0.9808             | 0.8813                 | 0.6300              | 0.8442    | 0.9620    | 0.5964        | 0.2380          | 0.9081        | 0.8922   | 0.4473           |
| 0.0147        | 414.12 | 7040 | 0.0868       | 0.7762        | 0.8173            | 0.9809                  | nan                  | 0.9943         | 0.9576              | 0.9003        | 0.9908                  | 0.9307                      | 0.6357                   | 0.8572         | 0.9813         | 0.7540             | 0.2318  | 0.9396   | 0.9442       | 0.5073             | nan             | 0.9846    | 0.8969         | 0.8462   | 0.9807             | 0.8819                 | 0.6305              | 0.8419    | 0.9614    | 0.5952        | 0.2306          | 0.9080        | 0.8922   | 0.4401           |
| 0.0147        | 415.29 | 7060 | 0.0859       | 0.7789        | 0.8220            | 0.9810                  | nan                  | 0.9942         | 0.9590              | 0.9003        | 0.9901                  | 0.9344                      | 0.6386                   | 0.8597         | 0.9813         | 0.7823             | 0.2422  | 0.9429   | 0.9514       | 0.5089             | nan             | 0.9847    | 0.8983         | 0.8453   | 0.9809             | 0.8819                 | 0.6343              | 0.8453    | 0.9627    | 0.6063        | 0.2409          | 0.9091        | 0.8923   | 0.4433           |
| 0.0158        | 416.47 | 7080 | 0.0858       | 0.7813        | 0.8262            | 0.9811                  | nan                  | 0.9939         | 0.9586              | 0.9062        | 0.9911                  | 0.9282                      | 0.6393                   | 0.8540         | 0.9814         | 0.7755             | 0.2555  | 0.9404   | 0.9571       | 0.5593             | nan             | 0.9849    | 0.8979         | 0.8486   | 0.9807             | 0.8821                 | 0.6345              | 0.8402    | 0.9629    | 0.6057        | 0.2538          | 0.9084        | 0.8935   | 0.4642           |
| 0.0151        | 417.65 | 7100 | 0.0854       | 0.7789        | 0.8210            | 0.9811                  | nan                  | 0.9943         | 0.9591              | 0.9029        | 0.9899                  | 0.9325                      | 0.6451                   | 0.8519         | 0.9822         | 0.7760             | 0.2511  | 0.9344   | 0.9516       | 0.5024             | nan             | 0.9848    | 0.8983         | 0.8483   | 0.9809             | 0.8823                 | 0.6402              | 0.8389    | 0.9633    | 0.6066        | 0.2495          | 0.9069        | 0.8937   | 0.4322           |
| 0.0163        | 418.82 | 7120 | 0.0861       | 0.7775        | 0.8202            | 0.9811                  | nan                  | 0.9940         | 0.9587              | 0.9058        | 0.9903                  | 0.9305                      | 0.6370                   | 0.8553         | 0.9830         | 0.7598             | 0.2476  | 0.9382   | 0.9567       | 0.5057             | nan             | 0.9848    | 0.8978         | 0.8482   | 0.9809             | 0.8820                 | 0.6311              | 0.8414    | 0.9618    | 0.5989        | 0.2462          | 0.9092        | 0.8933   | 0.4319           |
| 0.0171        | 420.0  | 7140 | 0.0856       | 0.7772        | 0.8200            | 0.9811                  | nan                  | 0.9939         | 0.9580              | 0.9083        | 0.9903                  | 0.9342                      | 0.6387                   | 0.8617         | 0.9827         | 0.7644             | 0.2490  | 0.9373   | 0.9507       | 0.4911             | nan             | 0.9848    | 0.8985         | 0.8481   | 0.9808             | 0.8814                 | 0.6331              | 0.8453    | 0.9621    | 0.6018        | 0.2476          | 0.9088        | 0.8942   | 0.4177           |
| 0.0154        | 421.18 | 7160 | 0.0854       | 0.7797        | 0.8232            | 0.9811                  | nan                  | 0.9940         | 0.9592              | 0.9080        | 0.9899                  | 0.9359                      | 0.6397                   | 0.8581         | 0.9822         | 0.7639             | 0.2410  | 0.9424   | 0.9495       | 0.5382             | nan             | 0.9848    | 0.8983         | 0.8497   | 0.9808             | 0.8815                 | 0.6349              | 0.8422    | 0.9623    | 0.6027        | 0.2399          | 0.9120        | 0.8955   | 0.4510           |
| 0.0132        | 422.35 | 7180 | 0.0857       | 0.7810        | 0.8238            | 0.9811                  | nan                  | 0.9942         | 0.9590              | 0.9042        | 0.9902                  | 0.9314                      | 0.6393                   | 0.8514         | 0.9818         | 0.7735             | 0.2489  | 0.9383   | 0.9541       | 0.5431             | nan             | 0.9848    | 0.8983         | 0.8485   | 0.9806             | 0.8806                 | 0.6338              | 0.8375    | 0.9625    | 0.6084        | 0.2473          | 0.9103        | 0.8953   | 0.4645           |
| 0.0146        | 423.53 | 7200 | 0.0858       | 0.7792        | 0.8235            | 0.9811                  | nan                  | 0.9940         | 0.9591              | 0.9052        | 0.9900                  | 0.9371                      | 0.6385                   | 0.8489         | 0.9822         | 0.7739             | 0.2488  | 0.9457   | 0.9539       | 0.5285             | nan             | 0.9848    | 0.8983         | 0.8487   | 0.9805             | 0.8800                 | 0.6331              | 0.8356    | 0.9627    | 0.6083        | 0.2472          | 0.9115        | 0.8948   | 0.4440           |
| 0.0172        | 424.71 | 7220 | 0.0854       | 0.7790        | 0.8231            | 0.9811                  | nan                  | 0.9940         | 0.9597              | 0.9055        | 0.9893                  | 0.9388                      | 0.6390                   | 0.8526         | 0.9825         | 0.7776             | 0.2414  | 0.9422   | 0.9490       | 0.5285             | nan             | 0.9848    | 0.8983         | 0.8488   | 0.9804             | 0.8796                 | 0.6333              | 0.8386    | 0.9629    | 0.6116        | 0.2400          | 0.9114        | 0.8941   | 0.4434           |
| 0.0169        | 425.88 | 7240 | 0.0869       | 0.7769        | 0.8230            | 0.9810                  | nan                  | 0.9942         | 0.9600              | 0.9021        | 0.9894                  | 0.9341                      | 0.6328                   | 0.8560         | 0.9824         | 0.7743             | 0.2400  | 0.9456   | 0.9583       | 0.5301             | nan             | 0.9847    | 0.8978         | 0.8481   | 0.9806             | 0.8801                 | 0.6279              | 0.8419    | 0.9623    | 0.6093        | 0.2387          | 0.9108        | 0.8897   | 0.4278           |
| 0.0159        | 427.06 | 7260 | 0.0870       | 0.7777        | 0.8192            | 0.9811                  | nan                  | 0.9943         | 0.9567              | 0.9060        | 0.9904                  | 0.9334                      | 0.6365                   | 0.8581         | 0.9830         | 0.7613             | 0.2368  | 0.9406   | 0.9463       | 0.5057             | nan             | 0.9847    | 0.8981         | 0.8493   | 0.9808             | 0.8816                 | 0.6315              | 0.8431    | 0.9620    | 0.6033        | 0.2358          | 0.9098        | 0.8946   | 0.4350           |
| 0.0171        | 428.24 | 7280 | 0.0865       | 0.7808        | 0.8271            | 0.9811                  | nan                  | 0.9939         | 0.9589              | 0.9037        | 0.9912                  | 0.9259                      | 0.6339                   | 0.8552         | 0.9822         | 0.7752             | 0.2475  | 0.9462   | 0.9557       | 0.5821             | nan             | 0.9848    | 0.8977         | 0.8483   | 0.9807             | 0.8815                 | 0.6286              | 0.8404    | 0.9625    | 0.6075        | 0.2459          | 0.9050        | 0.8970   | 0.4711           |
| 0.0131        | 429.41 | 7300 | 0.0865       | 0.7791        | 0.8237            | 0.9811                  | nan                  | 0.9938         | 0.9621              | 0.9062        | 0.9896                  | 0.9333                      | 0.6360                   | 0.8605         | 0.9818         | 0.7703             | 0.2459  | 0.9388   | 0.9502       | 0.5398             | nan             | 0.9849    | 0.8970         | 0.8497   | 0.9809             | 0.8819                 | 0.6299              | 0.8469    | 0.9627    | 0.6100        | 0.2445          | 0.9079        | 0.8959   | 0.4363           |
| 0.0164        | 430.59 | 7320 | 0.0864       | 0.7792        | 0.8261            | 0.9810                  | nan                  | 0.9938         | 0.9598              | 0.9064        | 0.9904                  | 0.9271                      | 0.6358                   | 0.8581         | 0.9822         | 0.7538             | 0.2504  | 0.9422   | 0.9560       | 0.5837             | nan             | 0.9849    | 0.8967         | 0.8489   | 0.9807             | 0.8810                 | 0.6313              | 0.8426    | 0.9610    | 0.5967        | 0.2490          | 0.9051        | 0.8957   | 0.4556           |
| 0.0132        | 431.76 | 7340 | 0.0873       | 0.7747        | 0.8162            | 0.9811                  | nan                  | 0.9939         | 0.9582              | 0.9055        | 0.9910                  | 0.9262                      | 0.6361                   | 0.8753         | 0.9827         | 0.7511             | 0.2465  | 0.9367   | 0.9509       | 0.4569             | nan             | 0.9848    | 0.8975         | 0.8471   | 0.9813             | 0.8818                 | 0.6313              | 0.8594    | 0.9605    | 0.5933        | 0.2454          | 0.9084        | 0.8957   | 0.3844           |
| 0.0127        | 432.94 | 7360 | 0.0863       | 0.7789        | 0.8217            | 0.9811                  | nan                  | 0.9941         | 0.9588              | 0.9027        | 0.9909                  | 0.9249                      | 0.6431                   | 0.8660         | 0.9820         | 0.7604             | 0.2497  | 0.9388   | 0.9556       | 0.5154             | nan             | 0.9848    | 0.8984         | 0.8481   | 0.9809             | 0.8808                 | 0.6372              | 0.8503    | 0.9609    | 0.6001        | 0.2484          | 0.9068        | 0.8972   | 0.4319           |
| 0.0152        | 434.12 | 7380 | 0.0877       | 0.7794        | 0.8228            | 0.9810                  | nan                  | 0.9944         | 0.9600              | 0.8963        | 0.9905                  | 0.9251                      | 0.6386                   | 0.8668         | 0.9813         | 0.7583             | 0.2581  | 0.9397   | 0.9525       | 0.5350             | nan             | 0.9848    | 0.8974         | 0.8471   | 0.9810             | 0.8809                 | 0.6328              | 0.8512    | 0.9611    | 0.5993        | 0.2562          | 0.9069        | 0.8945   | 0.4393           |
| 0.018         | 435.29 | 7400 | 0.0881       | 0.7752        | 0.8171            | 0.9810                  | nan                  | 0.9940         | 0.9590              | 0.9032        | 0.9912                  | 0.9265                      | 0.6346                   | 0.8597         | 0.9815         | 0.7511             | 0.2454  | 0.9358   | 0.9511       | 0.4894             | nan             | 0.9848    | 0.8968         | 0.8484   | 0.9808             | 0.8807                 | 0.6296              | 0.8455    | 0.9607    | 0.5962        | 0.2441          | 0.9066        | 0.8951   | 0.4079           |
| 0.0148        | 436.47 | 7420 | 0.0879       | 0.7788        | 0.8208            | 0.9810                  | nan                  | 0.9942         | 0.9594              | 0.8996        | 0.9906                  | 0.9274                      | 0.6353                   | 0.8614         | 0.9816         | 0.7678             | 0.2475  | 0.9396   | 0.9505       | 0.5154             | nan             | 0.9848    | 0.8972         | 0.8474   | 0.9810             | 0.8812                 | 0.6303              | 0.8471    | 0.9617    | 0.6016        | 0.2462          | 0.9093        | 0.8943   | 0.4421           |
| 0.0144        | 437.65 | 7440 | 0.0879       | 0.7763        | 0.8174            | 0.9810                  | nan                  | 0.9945         | 0.9593              | 0.8979        | 0.9901                  | 0.9302                      | 0.6345                   | 0.8570         | 0.9816         | 0.7623             | 0.2468  | 0.9385   | 0.9495       | 0.4846             | nan             | 0.9847    | 0.8974         | 0.8472   | 0.9808             | 0.8812                 | 0.6298              | 0.8431    | 0.9615    | 0.6031        | 0.2455          | 0.9074        | 0.8924   | 0.4180           |
| 0.0135        | 438.82 | 7460 | 0.0870       | 0.7788        | 0.8227            | 0.9810                  | nan                  | 0.9938         | 0.9582              | 0.9080        | 0.9908                  | 0.9288                      | 0.6338                   | 0.8619         | 0.9823         | 0.7745             | 0.2426  | 0.9383   | 0.9475       | 0.5350             | nan             | 0.9849    | 0.8974         | 0.8482   | 0.9809             | 0.8813                 | 0.6276              | 0.8461    | 0.9613    | 0.6064        | 0.2414          | 0.9074        | 0.8957   | 0.4452           |
| 0.0163        | 440.0  | 7480 | 0.0866       | 0.7789        | 0.8234            | 0.9810                  | nan                  | 0.9938         | 0.9589              | 0.9074        | 0.9913                  | 0.9244                      | 0.6372                   | 0.8584         | 0.9818         | 0.7663             | 0.2434  | 0.9421   | 0.9501       | 0.5496             | nan             | 0.9848    | 0.8973         | 0.8492   | 0.9807             | 0.8805                 | 0.6311              | 0.8438    | 0.9616    | 0.6055        | 0.2423          | 0.9108        | 0.8945   | 0.4436           |
| 0.0163        | 441.18 | 7500 | 0.0880       | 0.7785        | 0.8228            | 0.9810                  | nan                  | 0.9942         | 0.9596              | 0.9017        | 0.9901                  | 0.9297                      | 0.6381                   | 0.8557         | 0.9820         | 0.7674             | 0.2384  | 0.9387   | 0.9451       | 0.5561             | nan             | 0.9847    | 0.8976         | 0.8473   | 0.9808             | 0.8806                 | 0.6324              | 0.8425    | 0.9619    | 0.6035        | 0.2372          | 0.9088        | 0.8933   | 0.4494           |
| 0.0161        | 442.35 | 7520 | 0.0883       | 0.7755        | 0.8213            | 0.9809                  | nan                  | 0.9941         | 0.9604              | 0.9010        | 0.9900                  | 0.9294                      | 0.6327                   | 0.8547         | 0.9819         | 0.7662             | 0.2359  | 0.9429   | 0.9515       | 0.5366             | nan             | 0.9847    | 0.8970         | 0.8475   | 0.9808             | 0.8810                 | 0.6276              | 0.8416    | 0.9614    | 0.6022        | 0.2348          | 0.9081        | 0.8918   | 0.4231           |
| 0.0139        | 443.53 | 7540 | 0.0880       | 0.7763        | 0.8199            | 0.9810                  | nan                  | 0.9941         | 0.9591              | 0.9030        | 0.9903                  | 0.9309                      | 0.6363                   | 0.8543         | 0.9827         | 0.7530             | 0.2365  | 0.9432   | 0.9456       | 0.5301             | nan             | 0.9848    | 0.8972         | 0.8486   | 0.9809             | 0.8813                 | 0.6311              | 0.8415    | 0.9612    | 0.5959        | 0.2355          | 0.9104        | 0.8932   | 0.4301           |
| 0.0131        | 444.71 | 7560 | 0.0876       | 0.7763        | 0.8197            | 0.9810                  | nan                  | 0.9942         | 0.9587              | 0.8992        | 0.9910                  | 0.9280                      | 0.6356                   | 0.8559         | 0.9820         | 0.7614             | 0.2425  | 0.9400   | 0.9472       | 0.5203             | nan             | 0.9848    | 0.8972         | 0.8478   | 0.9807             | 0.8809                 | 0.6303              | 0.8410    | 0.9610    | 0.6026        | 0.2412          | 0.9092        | 0.8955   | 0.4194           |
| 0.0159        | 445.88 | 7580 | 0.0872       | 0.7756        | 0.8196            | 0.9810                  | nan                  | 0.9939         | 0.9604              | 0.9046        | 0.9901                  | 0.9297                      | 0.6339                   | 0.8545         | 0.9825         | 0.7557             | 0.2425  | 0.9373   | 0.9463       | 0.5236             | nan             | 0.9848    | 0.8969         | 0.8490   | 0.9808             | 0.8810                 | 0.6285              | 0.8404    | 0.9610    | 0.5993        | 0.2411          | 0.9099        | 0.8946   | 0.4149           |
| 0.0148        | 447.06 | 7600 | 0.0879       | 0.7775        | 0.8218            | 0.9810                  | nan                  | 0.9941         | 0.9594              | 0.9045        | 0.9906                  | 0.9247                      | 0.6363                   | 0.8524         | 0.9819         | 0.7584             | 0.2471  | 0.9341   | 0.9502       | 0.5496             | nan             | 0.9848    | 0.8969         | 0.8491   | 0.9808             | 0.8802                 | 0.6306              | 0.8393    | 0.9613    | 0.6004        | 0.2453          | 0.9100        | 0.8955   | 0.4339           |
| 0.0134        | 448.24 | 7620 | 0.0879       | 0.7771        | 0.8228            | 0.9810                  | nan                  | 0.9941         | 0.9592              | 0.9036        | 0.9909                  | 0.9285                      | 0.6344                   | 0.8575         | 0.9804         | 0.7698             | 0.2428  | 0.9385   | 0.9567       | 0.5398             | nan             | 0.9848    | 0.8967         | 0.8490   | 0.9809             | 0.8812                 | 0.6284              | 0.8430    | 0.9617    | 0.6081        | 0.2415          | 0.9081        | 0.8957   | 0.4235           |
| 0.0147        | 449.41 | 7640 | 0.0888       | 0.7747        | 0.8171            | 0.9810                  | nan                  | 0.9946         | 0.9583              | 0.8969        | 0.9905                  | 0.9287                      | 0.6332                   | 0.8589         | 0.9821         | 0.7671             | 0.2446  | 0.9396   | 0.9494       | 0.4780             | nan             | 0.9847    | 0.8973         | 0.8473   | 0.9810             | 0.8814                 | 0.6283              | 0.8446    | 0.9620    | 0.6066        | 0.2435          | 0.9079        | 0.8920   | 0.3941           |
| 0.0166        | 450.59 | 7660 | 0.0864       | 0.7770        | 0.8206            | 0.9811                  | nan                  | 0.9942         | 0.9587              | 0.9036        | 0.9910                  | 0.9256                      | 0.6334                   | 0.8584         | 0.9817         | 0.7694             | 0.2435  | 0.9328   | 0.9501       | 0.5252             | nan             | 0.9848    | 0.8971         | 0.8498   | 0.9809             | 0.8809                 | 0.6286              | 0.8440    | 0.9622    | 0.6110        | 0.2423          | 0.9077        | 0.8956   | 0.4157           |
| 0.0154        | 451.76 | 7680 | 0.0869       | 0.7774        | 0.8202            | 0.9811                  | nan                  | 0.9942         | 0.9594              | 0.9022        | 0.9907                  | 0.9295                      | 0.6352                   | 0.8584         | 0.9813         | 0.7750             | 0.2382  | 0.9341   | 0.9468       | 0.5171             | nan             | 0.9848    | 0.8973         | 0.8489   | 0.9809             | 0.8814                 | 0.6299              | 0.8439    | 0.9619    | 0.6129        | 0.2371          | 0.9071        | 0.8967   | 0.4229           |
| 0.0117        | 452.94 | 7700 | 0.0869       | 0.7781        | 0.8221            | 0.9811                  | nan                  | 0.9942         | 0.9585              | 0.9022        | 0.9906                  | 0.9303                      | 0.6360                   | 0.8611         | 0.9819         | 0.7771             | 0.2489  | 0.9394   | 0.9513       | 0.5154             | nan             | 0.9848    | 0.8981         | 0.8487   | 0.9809             | 0.8816                 | 0.6306              | 0.8460    | 0.9621    | 0.6115        | 0.2475          | 0.9078        | 0.8934   | 0.4221           |
| 0.0128        | 454.12 | 7720 | 0.0884       | 0.7798        | 0.8240            | 0.9811                  | nan                  | 0.9940         | 0.9583              | 0.9037        | 0.9907                  | 0.9270                      | 0.6335                   | 0.8599         | 0.9833         | 0.7809             | 0.2439  | 0.9433   | 0.9506       | 0.5431             | nan             | 0.9848    | 0.8976         | 0.8489   | 0.9810             | 0.8810                 | 0.6280              | 0.8452    | 0.9620    | 0.6110        | 0.2427          | 0.9089        | 0.8950   | 0.4507           |
| 0.0139        | 455.29 | 7740 | 0.0883       | 0.7783        | 0.8237            | 0.9810                  | nan                  | 0.9938         | 0.9600              | 0.9046        | 0.9906                  | 0.9306                      | 0.6308                   | 0.8584         | 0.9814         | 0.7676             | 0.2412  | 0.9439   | 0.9537       | 0.5512             | nan             | 0.9848    | 0.8965         | 0.8491   | 0.9807             | 0.8813                 | 0.6252              | 0.8438    | 0.9618    | 0.6057        | 0.2398          | 0.9089        | 0.8956   | 0.4443           |
| 0.0134        | 456.47 | 7760 | 0.0879       | 0.7775        | 0.8208            | 0.9810                  | nan                  | 0.9941         | 0.9589              | 0.9037        | 0.9906                  | 0.9296                      | 0.6326                   | 0.8550         | 0.9823         | 0.7643             | 0.2371  | 0.9394   | 0.9466       | 0.5366             | nan             | 0.9849    | 0.8969         | 0.8496   | 0.9807             | 0.8809                 | 0.6271              | 0.8410    | 0.9618    | 0.6053        | 0.2356          | 0.9073        | 0.8953   | 0.4412           |
| 0.0115        | 457.65 | 7780 | 0.0886       | 0.7789        | 0.8224            | 0.9811                  | nan                  | 0.9941         | 0.9591              | 0.9027        | 0.9908                  | 0.9295                      | 0.6308                   | 0.8579         | 0.9818         | 0.7714             | 0.2381  | 0.9397   | 0.9502       | 0.5447             | nan             | 0.9849    | 0.8970         | 0.8495   | 0.9808             | 0.8814                 | 0.6263              | 0.8435    | 0.9618    | 0.6085        | 0.2369          | 0.9082        | 0.8955   | 0.4521           |
| 0.0123        | 458.82 | 7800 | 0.0888       | 0.7774        | 0.8198            | 0.9810                  | nan                  | 0.9940         | 0.9594              | 0.9044        | 0.9908                  | 0.9286                      | 0.6295                   | 0.8554         | 0.9819         | 0.7670             | 0.2368  | 0.9354   | 0.9530       | 0.5220             | nan             | 0.9848    | 0.8965         | 0.8496   | 0.9808             | 0.8814                 | 0.6249              | 0.8415    | 0.9615    | 0.6062        | 0.2356          | 0.9062        | 0.8941   | 0.4428           |
| 0.0149        | 460.0  | 7820 | 0.0879       | 0.7799        | 0.8228            | 0.9811                  | nan                  | 0.9941         | 0.9588              | 0.9047        | 0.9907                  | 0.9300                      | 0.6342                   | 0.8599         | 0.9815         | 0.7671             | 0.2414  | 0.9422   | 0.9521       | 0.5398             | nan             | 0.9849    | 0.8971         | 0.8501   | 0.9808             | 0.8813                 | 0.6289              | 0.8448    | 0.9619    | 0.6067        | 0.2401          | 0.9084        | 0.8938   | 0.4598           |
| 0.0139        | 461.18 | 7840 | 0.0878       | 0.7785        | 0.8218            | 0.9811                  | nan                  | 0.9941         | 0.9592              | 0.9047        | 0.9904                  | 0.9328                      | 0.6346                   | 0.8575         | 0.9819         | 0.7639             | 0.2464  | 0.9443   | 0.9531       | 0.5203             | nan             | 0.9848    | 0.8975         | 0.8496   | 0.9809             | 0.8814                 | 0.6294              | 0.8430    | 0.9619    | 0.6070        | 0.2451          | 0.9101        | 0.8956   | 0.4348           |
| 0.0143        | 462.35 | 7860 | 0.0888       | 0.7793        | 0.8223            | 0.9810                  | nan                  | 0.9942         | 0.9596              | 0.9033        | 0.9901                  | 0.9313                      | 0.6324                   | 0.8589         | 0.9813         | 0.7688             | 0.2494  | 0.9387   | 0.9505       | 0.5317             | nan             | 0.9848    | 0.8970         | 0.8490   | 0.9809             | 0.8815                 | 0.6275              | 0.8452    | 0.9617    | 0.6075        | 0.2479          | 0.9063        | 0.8942   | 0.4479           |
| 0.0155        | 463.53 | 7880 | 0.0878       | 0.7807        | 0.8242            | 0.9812                  | nan                  | 0.9941         | 0.9584              | 0.9066        | 0.9905                  | 0.9315                      | 0.6383                   | 0.8593         | 0.9817         | 0.7721             | 0.2556  | 0.9436   | 0.9568       | 0.5268             | nan             | 0.9848    | 0.8979         | 0.8499   | 0.9810             | 0.8818                 | 0.6327              | 0.8452    | 0.9620    | 0.6103        | 0.2540          | 0.9084        | 0.8965   | 0.4451           |
| 0.0152        | 464.71 | 7900 | 0.0876       | 0.7804        | 0.8217            | 0.9811                  | nan                  | 0.9942         | 0.9595              | 0.9025        | 0.9901                  | 0.9319                      | 0.6367                   | 0.8621         | 0.9825         | 0.7643             | 0.2459  | 0.9366   | 0.9553       | 0.5203             | nan             | 0.9847    | 0.8978         | 0.8482   | 0.9812             | 0.8817                 | 0.6314              | 0.8486    | 0.9623    | 0.6089        | 0.2446          | 0.9103        | 0.8950   | 0.4501           |
| 0.0137        | 465.88 | 7920 | 0.0880       | 0.7804        | 0.8231            | 0.9812                  | nan                  | 0.9942         | 0.9587              | 0.9029        | 0.9906                  | 0.9292                      | 0.6363                   | 0.8634         | 0.9827         | 0.7728             | 0.2493  | 0.9413   | 0.9501       | 0.5285             | nan             | 0.9848    | 0.8981         | 0.8488   | 0.9811             | 0.8818                 | 0.6312              | 0.8486    | 0.9624    | 0.6111        | 0.2480          | 0.9110        | 0.8958   | 0.4422           |
| 0.0164        | 467.06 | 7940 | 0.0887       | 0.7780        | 0.8214            | 0.9811                  | nan                  | 0.9942         | 0.9599              | 0.9015        | 0.9902                  | 0.9318                      | 0.6311                   | 0.8595         | 0.9821         | 0.7624             | 0.2502  | 0.9410   | 0.9508       | 0.5236             | nan             | 0.9848    | 0.8972         | 0.8484   | 0.9811             | 0.8819                 | 0.6262              | 0.8456    | 0.9620    | 0.6046        | 0.2487          | 0.9097        | 0.8948   | 0.4293           |
| 0.0142        | 468.24 | 7960 | 0.0887       | 0.7770        | 0.8194            | 0.9810                  | nan                  | 0.9941         | 0.9595              | 0.9015        | 0.9906                  | 0.9295                      | 0.6287                   | 0.8614         | 0.9816         | 0.7750             | 0.2461  | 0.9390   | 0.9504       | 0.4943             | nan             | 0.9847    | 0.8974         | 0.8472   | 0.9811             | 0.8820                 | 0.6239              | 0.8472    | 0.9623    | 0.6098        | 0.2449          | 0.9106        | 0.8934   | 0.4164           |
| 0.0152        | 469.41 | 7980 | 0.0887       | 0.7778        | 0.8212            | 0.9811                  | nan                  | 0.9943         | 0.9591              | 0.9029        | 0.9903                  | 0.9306                      | 0.6300                   | 0.8576         | 0.9814         | 0.7729             | 0.2470  | 0.9437   | 0.9521       | 0.5138             | nan             | 0.9847    | 0.8978         | 0.8485   | 0.9810             | 0.8822                 | 0.6249              | 0.8437    | 0.9624    | 0.6101        | 0.2457          | 0.9109        | 0.8944   | 0.4247           |
| 0.0134        | 470.59 | 8000 | 0.0885       | 0.7757        | 0.8181            | 0.9810                  | nan                  | 0.9944         | 0.9594              | 0.8983        | 0.9904                  | 0.9307                      | 0.6323                   | 0.8549         | 0.9819         | 0.7692             | 0.2428  | 0.9365   | 0.9536       | 0.4911             | nan             | 0.9847    | 0.8979         | 0.8465   | 0.9808             | 0.8819                 | 0.6273              | 0.8411    | 0.9621    | 0.6099        | 0.2417          | 0.9091        | 0.8937   | 0.4070           |
| 0.0132        | 471.76 | 8020 | 0.0883       | 0.7795        | 0.8240            | 0.9811                  | nan                  | 0.9942         | 0.9598              | 0.9034        | 0.9904                  | 0.9288                      | 0.6340                   | 0.8547         | 0.9808         | 0.7711             | 0.2508  | 0.9408   | 0.9569       | 0.5463             | nan             | 0.9848    | 0.8978         | 0.8489   | 0.9808             | 0.8822                 | 0.6286              | 0.8408    | 0.9620    | 0.6114        | 0.2492          | 0.9090        | 0.8932   | 0.4450           |
| 0.0136        | 472.94 | 8040 | 0.0882       | 0.7783        | 0.8230            | 0.9810                  | nan                  | 0.9941         | 0.9588              | 0.9048        | 0.9906                  | 0.9312                      | 0.6301                   | 0.8533         | 0.9820         | 0.7679             | 0.2477  | 0.9404   | 0.9491       | 0.5496             | nan             | 0.9848    | 0.8974         | 0.8494   | 0.9808             | 0.8819                 | 0.6249              | 0.8391    | 0.9617    | 0.6097        | 0.2462          | 0.9087        | 0.8952   | 0.4390           |
| 0.0149        | 474.12 | 8060 | 0.0882       | 0.7777        | 0.8217            | 0.9811                  | nan                  | 0.9942         | 0.9596              | 0.9020        | 0.9904                  | 0.9313                      | 0.6301                   | 0.8545         | 0.9815         | 0.7732             | 0.2458  | 0.9380   | 0.9464       | 0.5350             | nan             | 0.9848    | 0.8974         | 0.8488   | 0.9808             | 0.8822                 | 0.6250              | 0.8401    | 0.9621    | 0.6110        | 0.2444          | 0.9086        | 0.8937   | 0.4306           |
| 0.0139        | 475.29 | 8080 | 0.0883       | 0.7786        | 0.8224            | 0.9811                  | nan                  | 0.9940         | 0.9599              | 0.9042        | 0.9908                  | 0.9271                      | 0.6312                   | 0.8554         | 0.9822         | 0.7699             | 0.2503  | 0.9405   | 0.9458       | 0.5398             | nan             | 0.9849    | 0.8973         | 0.8495   | 0.9809             | 0.8817                 | 0.6257              | 0.8413    | 0.9620    | 0.6087        | 0.2488          | 0.9095        | 0.8944   | 0.4374           |
| 0.0164        | 476.47 | 8100 | 0.0886       | 0.7773        | 0.8202            | 0.9810                  | nan                  | 0.9943         | 0.9591              | 0.9030        | 0.9903                  | 0.9299                      | 0.6293                   | 0.8524         | 0.9818         | 0.7669             | 0.2504  | 0.9393   | 0.9485       | 0.5171             | nan             | 0.9848    | 0.8974         | 0.8490   | 0.9809             | 0.8820                 | 0.6246              | 0.8395    | 0.9618    | 0.6073        | 0.2491          | 0.9096        | 0.8938   | 0.4251           |
| 0.0168        | 477.65 | 8120 | 0.0890       | 0.7771        | 0.8195            | 0.9810                  | nan                  | 0.9942         | 0.9592              | 0.9030        | 0.9903                  | 0.9321                      | 0.6308                   | 0.8556         | 0.9819         | 0.7576             | 0.2493  | 0.9401   | 0.9501       | 0.5089             | nan             | 0.9848    | 0.8974         | 0.8489   | 0.9809             | 0.8823                 | 0.6258              | 0.8412    | 0.9614    | 0.6026        | 0.2479          | 0.9096        | 0.8945   | 0.4247           |
| 0.0148        | 478.82 | 8140 | 0.0888       | 0.7784        | 0.8230            | 0.9811                  | nan                  | 0.9942         | 0.9589              | 0.9036        | 0.9904                  | 0.9303                      | 0.6333                   | 0.8583         | 0.9821         | 0.7736             | 0.2514  | 0.9442   | 0.9536       | 0.5252             | nan             | 0.9848    | 0.8978         | 0.8492   | 0.9809             | 0.8824                 | 0.6278              | 0.8434    | 0.9618    | 0.6089        | 0.2499          | 0.9104        | 0.8933   | 0.4284           |
| 0.0141        | 480.0  | 8160 | 0.0887       | 0.7777        | 0.8221            | 0.9811                  | nan                  | 0.9942         | 0.9586              | 0.9028        | 0.9907                  | 0.9298                      | 0.6325                   | 0.8558         | 0.9816         | 0.7710             | 0.2474  | 0.9437   | 0.9552       | 0.5236             | nan             | 0.9848    | 0.8973         | 0.8490   | 0.9809             | 0.8823                 | 0.6271              | 0.8415    | 0.9616    | 0.6069        | 0.2459          | 0.9086        | 0.8943   | 0.4299           |
| 0.0175        | 481.18 | 8180 | 0.0880       | 0.7778        | 0.8223            | 0.9811                  | nan                  | 0.9942         | 0.9593              | 0.9033        | 0.9904                  | 0.9292                      | 0.6337                   | 0.8569         | 0.9818         | 0.7735             | 0.2448  | 0.9433   | 0.9524       | 0.5268             | nan             | 0.9848    | 0.8976         | 0.8491   | 0.9809             | 0.8822                 | 0.6289              | 0.8424    | 0.9619    | 0.6098        | 0.2434          | 0.9090        | 0.8949   | 0.4269           |
| 0.0141        | 482.35 | 8200 | 0.0883       | 0.7767        | 0.8201            | 0.9811                  | nan                  | 0.9942         | 0.9591              | 0.9027        | 0.9905                  | 0.9316                      | 0.6338                   | 0.8564         | 0.9816         | 0.7668             | 0.2413  | 0.9422   | 0.9524       | 0.5089             | nan             | 0.9848    | 0.8976         | 0.8489   | 0.9808             | 0.8822                 | 0.6285              | 0.8417    | 0.9619    | 0.6074        | 0.2401          | 0.9085        | 0.8960   | 0.4184           |
| 0.0141        | 483.53 | 8220 | 0.0890       | 0.7767        | 0.8201            | 0.9811                  | nan                  | 0.9942         | 0.9594              | 0.9033        | 0.9905                  | 0.9297                      | 0.6310                   | 0.8546         | 0.9821         | 0.7660             | 0.2430  | 0.9413   | 0.9527       | 0.5138             | nan             | 0.9848    | 0.8974         | 0.8490   | 0.9809             | 0.8819                 | 0.6262              | 0.8404    | 0.9617    | 0.6068        | 0.2416          | 0.9091        | 0.8956   | 0.4213           |
| 0.0132        | 484.71 | 8240 | 0.0887       | 0.7767        | 0.8211            | 0.9810                  | nan                  | 0.9940         | 0.9598              | 0.9033        | 0.9906                  | 0.9322                      | 0.6318                   | 0.8543         | 0.9818         | 0.7626             | 0.2416  | 0.9427   | 0.9556       | 0.5236             | nan             | 0.9848    | 0.8973         | 0.8491   | 0.9808             | 0.8820                 | 0.6268              | 0.8403    | 0.9616    | 0.6045        | 0.2402          | 0.9091        | 0.8956   | 0.4248           |
| 0.0148        | 485.88 | 8260 | 0.0885       | 0.7773        | 0.8210            | 0.9810                  | nan                  | 0.9941         | 0.9599              | 0.9028        | 0.9906                  | 0.9291                      | 0.6326                   | 0.8543         | 0.9812         | 0.7682             | 0.2418  | 0.9413   | 0.9500       | 0.5268             | nan             | 0.9848    | 0.8972         | 0.8490   | 0.9808             | 0.8822                 | 0.6273              | 0.8407    | 0.9617    | 0.6073        | 0.2404          | 0.9091        | 0.8946   | 0.4297           |
| 0.0138        | 487.06 | 8280 | 0.0884       | 0.7781        | 0.8226            | 0.9811                  | nan                  | 0.9942         | 0.9592              | 0.9034        | 0.9903                  | 0.9320                      | 0.6341                   | 0.8603         | 0.9815         | 0.7740             | 0.2397  | 0.9443   | 0.9528       | 0.5285             | nan             | 0.9848    | 0.8977         | 0.8492   | 0.9809             | 0.8825                 | 0.6285              | 0.8451    | 0.9619    | 0.6098        | 0.2385          | 0.9103        | 0.8943   | 0.4316           |
| 0.0122        | 488.24 | 8300 | 0.0885       | 0.7777        | 0.8220            | 0.9811                  | nan                  | 0.9941         | 0.9592              | 0.9034        | 0.9906                  | 0.9321                      | 0.6326                   | 0.8576         | 0.9816         | 0.7695             | 0.2422  | 0.9447   | 0.9484       | 0.5301             | nan             | 0.9848    | 0.8976         | 0.8488   | 0.9809             | 0.8823                 | 0.6273              | 0.8428    | 0.9617    | 0.6080        | 0.2408          | 0.9102        | 0.8965   | 0.4289           |
| 0.0138        | 489.41 | 8320 | 0.0889       | 0.7774        | 0.8212            | 0.9811                  | nan                  | 0.9942         | 0.9594              | 0.9023        | 0.9906                  | 0.9290                      | 0.6331                   | 0.8563         | 0.9818         | 0.7680             | 0.2399  | 0.9424   | 0.9547       | 0.5236             | nan             | 0.9848    | 0.8976         | 0.8486   | 0.9809             | 0.8821                 | 0.6278              | 0.8425    | 0.9617    | 0.6062        | 0.2387          | 0.9091        | 0.8949   | 0.4311           |
| 0.0136        | 490.59 | 8340 | 0.0885       | 0.7769        | 0.8208            | 0.9811                  | nan                  | 0.9942         | 0.9585              | 0.9028        | 0.9907                  | 0.9299                      | 0.6321                   | 0.8574         | 0.9820         | 0.7626             | 0.2412  | 0.9436   | 0.9551       | 0.5203             | nan             | 0.9848    | 0.8977         | 0.8485   | 0.9809             | 0.8821                 | 0.6270              | 0.8432    | 0.9615    | 0.6035        | 0.2400          | 0.9091        | 0.8956   | 0.4261           |
| 0.0162        | 491.76 | 8360 | 0.0891       | 0.7772        | 0.8214            | 0.9810                  | nan                  | 0.9942         | 0.9593              | 0.9029        | 0.9906                  | 0.9295                      | 0.6303                   | 0.8574         | 0.9814         | 0.7630             | 0.2443  | 0.9431   | 0.9567       | 0.5252             | nan             | 0.9848    | 0.8972         | 0.8486   | 0.9809             | 0.8822                 | 0.6255              | 0.8432    | 0.9615    | 0.6032        | 0.2429          | 0.9089        | 0.8944   | 0.4301           |
| 0.0159        | 492.94 | 8380 | 0.0889       | 0.7770        | 0.8215            | 0.9811                  | nan                  | 0.9942         | 0.9589              | 0.9030        | 0.9904                  | 0.9309                      | 0.6332                   | 0.8590         | 0.9819         | 0.7676             | 0.2435  | 0.9446   | 0.9580       | 0.5138             | nan             | 0.9848    | 0.8978         | 0.8487   | 0.9809             | 0.8821                 | 0.6279              | 0.8444    | 0.9618    | 0.6055        | 0.2423          | 0.9100        | 0.8933   | 0.4219           |
| 0.0154        | 494.12 | 8400 | 0.0900       | 0.7764        | 0.8206            | 0.9810                  | nan                  | 0.9941         | 0.9602              | 0.9023        | 0.9905                  | 0.9297                      | 0.6290                   | 0.8555         | 0.9816         | 0.7684             | 0.2415  | 0.9439   | 0.9562       | 0.5154             | nan             | 0.9848    | 0.8970         | 0.8487   | 0.9808             | 0.8821                 | 0.6248              | 0.8417    | 0.9618    | 0.6054        | 0.2402          | 0.9085        | 0.8940   | 0.4238           |
| 0.0135        | 495.29 | 8420 | 0.0890       | 0.7765        | 0.8210            | 0.9810                  | nan                  | 0.9941         | 0.9596              | 0.9028        | 0.9905                  | 0.9307                      | 0.6315                   | 0.8555         | 0.9819         | 0.7657             | 0.2423  | 0.9442   | 0.9567       | 0.5171             | nan             | 0.9848    | 0.8974         | 0.8488   | 0.9808             | 0.8821                 | 0.6266              | 0.8415    | 0.9617    | 0.6040        | 0.2410          | 0.9091        | 0.8943   | 0.4229           |
| 0.0148        | 496.47 | 8440 | 0.0886       | 0.7767        | 0.8206            | 0.9811                  | nan                  | 0.9942         | 0.9591              | 0.9022        | 0.9906                  | 0.9283                      | 0.6328                   | 0.8574         | 0.9821         | 0.7661             | 0.2425  | 0.9424   | 0.9525       | 0.5171             | nan             | 0.9848    | 0.8976         | 0.8487   | 0.9809             | 0.8820                 | 0.6277              | 0.8427    | 0.9617    | 0.6046        | 0.2412          | 0.9089        | 0.8946   | 0.4218           |
| 0.0165        | 497.65 | 8460 | 0.0885       | 0.7771        | 0.8214            | 0.9811                  | nan                  | 0.9941         | 0.9591              | 0.9037        | 0.9905                  | 0.9306                      | 0.6345                   | 0.8564         | 0.9823         | 0.7623             | 0.2447  | 0.9447   | 0.9545       | 0.5203             | nan             | 0.9848    | 0.8977         | 0.8490   | 0.9809             | 0.8821                 | 0.6287              | 0.8422    | 0.9615    | 0.6034        | 0.2433          | 0.9095        | 0.8950   | 0.4238           |
| 0.0138        | 498.82 | 8480 | 0.0890       | 0.7763        | 0.8202            | 0.9810                  | nan                  | 0.9941         | 0.9594              | 0.9033        | 0.9905                  | 0.9302                      | 0.6320                   | 0.8534         | 0.9822         | 0.7664             | 0.2426  | 0.9419   | 0.9531       | 0.5138             | nan             | 0.9848    | 0.8974         | 0.8489   | 0.9809             | 0.8821                 | 0.6269              | 0.8401    | 0.9617    | 0.6046        | 0.2413          | 0.9087        | 0.8949   | 0.4191           |
| 0.0162        | 500.0  | 8500 | 0.0892       | 0.7759        | 0.8195            | 0.9811                  | nan                  | 0.9942         | 0.9592              | 0.9021        | 0.9902                  | 0.9315                      | 0.6330                   | 0.8554         | 0.9821         | 0.7662             | 0.2392  | 0.9438   | 0.9536       | 0.5024             | nan             | 0.9848    | 0.8976         | 0.8486   | 0.9809             | 0.8822                 | 0.6278              | 0.8418    | 0.9618    | 0.6046        | 0.2381          | 0.9093        | 0.8939   | 0.4153           |


### Framework versions

- Transformers 4.30.2
- Pytorch 2.0.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3

{"license": "other", "tags": ["vision", "image-segmentation", "generated_from_trainer"], "model-index": [{"name": "safety-utcustom-terrain-final", "results": []}]}
transformers pytorch tensorboard segformer vision image-segmentation generated_from_trainer license:other endpoints_compatible region:us