transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-sidewalk-oct-22
  results: []
---

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

# segformer-b0-finetuned-segments-sidewalk-oct-22

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5881
- Mean Iou: 0.2988
- Mean Accuracy: 0.3613
- Overall Accuracy: 0.8463
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8649
- Accuracy Flat-sidewalk: 0.9502
- Accuracy Flat-crosswalk: 0.5791
- Accuracy Flat-cyclinglane: 0.7393
- Accuracy Flat-parkingdriveway: 0.4485
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.4859
- Accuracy Human-person: 0.7767
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9341
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.5642
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8944
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.4959
- Accuracy Construction-fenceguardrail: 0.4208
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3432
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9466
- Accuracy Nature-terrain: 0.8884
- Accuracy Sky: 0.9698
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.2614
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7372
- Iou Flat-sidewalk: 0.8540
- Iou Flat-crosswalk: 0.4322
- Iou Flat-cyclinglane: 0.6499
- Iou Flat-parkingdriveway: 0.3421
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.3932
- Iou Human-person: 0.5795
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8033
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.3104
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7075
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3911
- Iou Construction-fenceguardrail: 0.3791
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2524
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8559
- Iou Nature-terrain: 0.7644
- Iou Sky: 0.9219
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.1876
- Iou Void-unclear: 0.0

## 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: 0.0001
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
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| 2.6446        | 0.1   | 20   | 2.9036          | 0.0732   | 0.1243        | 0.5841           | nan                | 0.1650             | 0.9388                 | 0.0                     | 0.0110                    | 0.0046                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8412               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8181                         | 0.0                        | 0.0068                     | 0.0002                               | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9482                     | 0.0503                  | 0.1924       | 0.0                  | 0.0                   | 0.0001               | 0.0                   | 0.0           | 0.1551        | 0.5858            | 0.0                | 0.0109               | 0.0045                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.4684          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4527                    | 0.0                   | 0.0065                | 0.0002                          | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.5709                | 0.0419             | 0.1923  | 0.0             | 0.0              | 0.0001          | 0.0              |
| 2.2236        | 0.2   | 40   | 1.9829          | 0.1087   | 0.1536        | 0.6546           | nan                | 0.7316             | 0.8821                 | 0.0                     | 0.0000                    | 0.0012                        | nan                     | 0.0000             | 0.0                   | 0.0                  | 0.7926               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8106                         | 0.0                        | 0.0032                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9636                     | 0.1494                  | 0.5799       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4221        | 0.6904            | 0.0                | 0.0000               | 0.0012                   | nan                | 0.0000        | 0.0              | 0.0             | 0.5490          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4808                    | 0.0                   | 0.0032                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6243                | 0.1322             | 0.5746  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.6689        | 0.3   | 60   | 1.6583          | 0.1325   | 0.1763        | 0.6901           | nan                | 0.6909             | 0.9280                 | 0.0                     | 0.0                       | 0.0008                        | nan                     | 0.0000             | 0.0                   | 0.0                  | 0.8070               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8276                         | 0.0                        | 0.0110                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9101                     | 0.6704                  | 0.7960       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4339        | 0.6869            | 0.0                | 0.0                  | 0.0008                   | nan                | 0.0000        | 0.0              | 0.0             | 0.6051          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5031                    | 0.0                   | 0.0108                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7312                | 0.5005             | 0.7680  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.5794        | 0.4   | 80   | 1.4876          | 0.1366   | 0.1825        | 0.7038           | nan                | 0.7097             | 0.9350                 | 0.0                     | 0.0                       | 0.0003                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8456               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8642                         | 0.0                        | 0.0015                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9109                     | 0.7571                  | 0.8142       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4701        | 0.7084            | 0.0                | 0.0                  | 0.0003                   | nan                | 0.0           | 0.0              | 0.0             | 0.6189          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5059                    | 0.0                   | 0.0015                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7397                | 0.5460             | 0.7797  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.5229        | 0.5   | 100  | 1.4013          | 0.1359   | 0.1803        | 0.7076           | nan                | 0.6886             | 0.9534                 | 0.0                     | 0.0347                    | 0.0016                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8892               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8217                         | 0.0                        | 0.0006                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9568                     | 0.5926                  | 0.8294       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5080        | 0.7029            | 0.0                | 0.0346               | 0.0016                   | nan                | 0.0           | 0.0              | 0.0             | 0.5598          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5472                    | 0.0                   | 0.0006                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6971                | 0.5004             | 0.7969  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.2003        | 0.6   | 120  | 1.2425          | 0.1474   | 0.1965        | 0.7285           | nan                | 0.7966             | 0.9182                 | 0.0                     | 0.1579                    | 0.0008                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8939               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8634                         | 0.0                        | 0.0000                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9261                     | 0.8480                  | 0.8819       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5148        | 0.7446            | 0.0                | 0.1559               | 0.0008                   | nan                | 0.0           | 0.0              | 0.0             | 0.5954          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5441                    | 0.0                   | 0.0000                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7506                | 0.5912             | 0.8198  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.2507        | 0.7   | 140  | 1.2214          | 0.1562   | 0.2002        | 0.7378           | nan                | 0.8805             | 0.8858                 | 0.0                     | 0.4127                    | 0.0019                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8466               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8672                         | 0.0                        | 0.0005                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9579                     | 0.6735                  | 0.8808       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5213        | 0.7597            | 0.0                | 0.3764               | 0.0019                   | nan                | 0.0           | 0.0              | 0.0             | 0.6704          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5638                    | 0.0                   | 0.0005                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7209                | 0.5572             | 0.8258  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.2322        | 0.8   | 160  | 1.1794          | 0.1537   | 0.1993        | 0.7361           | nan                | 0.7339             | 0.9511                 | 0.0                     | 0.3368                    | 0.0055                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.9218               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.7810                         | 0.0                        | 0.0017                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9360                     | 0.7657                  | 0.9447       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5275        | 0.7280            | 0.0                | 0.3161               | 0.0055                   | nan                | 0.0           | 0.0              | 0.0             | 0.6021          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5550                    | 0.0                   | 0.0017                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7441                | 0.6084             | 0.8287  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.4998        | 0.9   | 180  | 1.0915          | 0.1633   | 0.2070        | 0.7543           | nan                | 0.8040             | 0.9417                 | 0.0                     | 0.4433                    | 0.0024                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8499               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9059                         | 0.0                        | 0.0009                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9153                     | 0.8368                  | 0.9238       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5594        | 0.7627            | 0.0                | 0.3896               | 0.0024                   | nan                | 0.0           | 0.0              | 0.0             | 0.6526          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5509                    | 0.0                   | 0.0009                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7779                | 0.6755             | 0.8528  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9777        | 1.0   | 200  | 1.0430          | 0.1674   | 0.2097        | 0.7623           | nan                | 0.8292             | 0.9417                 | 0.0                     | 0.5123                    | 0.0048                        | nan                     | 0.0009             | 0.0                   | 0.0                  | 0.8854               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8897                         | 0.0                        | 0.0131                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9389                     | 0.7870                  | 0.9084       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5751        | 0.7711            | 0.0                | 0.4464               | 0.0048                   | nan                | 0.0009        | 0.0              | 0.0             | 0.6782          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5701                    | 0.0                   | 0.0131                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7720                | 0.6698             | 0.8562  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9326        | 1.1   | 220  | 1.0643          | 0.1551   | 0.2051        | 0.7343           | nan                | 0.7976             | 0.9512                 | 0.0                     | 0.4709                    | 0.0063                        | nan                     | 0.0001             | 0.0                   | 0.0                  | 0.9118               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8695                         | 0.0                        | 0.0038                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.7454                     | 0.8821                  | 0.9252       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5785        | 0.7469            | 0.0                | 0.4200               | 0.0063                   | nan                | 0.0001        | 0.0              | 0.0             | 0.6615          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5728                    | 0.0                   | 0.0038                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6639                | 0.4500             | 0.8600  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.1853        | 1.2   | 240  | 1.0255          | 0.1645   | 0.2065        | 0.7501           | nan                | 0.6850             | 0.9636                 | 0.0                     | 0.4379                    | 0.0078                        | nan                     | 0.0006             | 0.0                   | 0.0                  | 0.8839               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8852                         | 0.0                        | 0.0239                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9317                     | 0.8506                  | 0.9366       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5494        | 0.7233            | 0.0                | 0.3777               | 0.0077                   | nan                | 0.0006        | 0.0              | 0.0             | 0.6827          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5818                    | 0.0                   | 0.0235                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7729                | 0.6805             | 0.8655  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.1844        | 1.3   | 260  | 0.9715          | 0.1677   | 0.2091        | 0.7599           | nan                | 0.8100             | 0.9497                 | 0.0                     | 0.4492                    | 0.0216                        | nan                     | 0.0013             | 0.0                   | 0.0                  | 0.8900               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8913                         | 0.0                        | 0.0401                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0000               | 0.0                         | 0.0                          | 0.9334                     | 0.7794                  | 0.9254       | 0.0                  | 0.0                   | 0.0000               | 0.0                   | nan           | 0.5640        | 0.7634            | 0.0                | 0.4075               | 0.0211                   | nan                | 0.0013        | 0.0              | 0.0             | 0.6789          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5737                    | 0.0                   | 0.0388                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0000          | 0.0                    | 0.0                     | 0.7761                | 0.6731             | 0.8696  | 0.0             | 0.0              | 0.0000          | 0.0              |
| 0.8037        | 1.4   | 280  | 0.9345          | 0.1694   | 0.2120        | 0.7620           | nan                | 0.8153             | 0.9338                 | 0.0                     | 0.5336                    | 0.0190                        | nan                     | 0.0096             | 0.0                   | 0.0                  | 0.8687               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8660                         | 0.0                        | 0.0239                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9518                     | 0.8266                  | 0.9353       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5748        | 0.7621            | 0.0                | 0.4545               | 0.0187                   | nan                | 0.0095        | 0.0              | 0.0             | 0.7099          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5969                    | 0.0                   | 0.0234                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7515                | 0.6518             | 0.8682  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.046         | 1.5   | 300  | 0.9362          | 0.1665   | 0.2063        | 0.7602           | nan                | 0.8074             | 0.9552                 | 0.0                     | 0.4627                    | 0.0251                        | nan                     | 0.0132             | 0.0                   | 0.0                  | 0.8712               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9206                         | 0.0                        | 0.0295                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0000               | 0.0                         | 0.0                          | 0.9472                     | 0.6334                  | 0.9373       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5877        | 0.7633            | 0.0                | 0.4225               | 0.0245                   | nan                | 0.0131        | 0.0              | 0.0             | 0.6925          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5721                    | 0.0                   | 0.0285                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0000          | 0.0                    | 0.0                     | 0.7648                | 0.5827             | 0.8754  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8823        | 1.6   | 320  | 0.9555          | 0.1726   | 0.2141        | 0.7562           | nan                | 0.6423             | 0.9676                 | 0.0                     | 0.5346                    | 0.0428                        | nan                     | 0.0608             | 0.0                   | 0.0                  | 0.8740               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9115                         | 0.0                        | 0.1039                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9256                     | 0.8544                  | 0.9354       | 0.0                  | 0.0                   | 0.0000               | 0.0                   | nan           | 0.5514        | 0.7267            | 0.0                | 0.4372               | 0.0407                   | nan                | 0.0585        | 0.0              | 0.0             | 0.6901          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5904                    | 0.0                   | 0.0878                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7883                | 0.6758             | 0.8769  | 0.0             | 0.0              | 0.0000          | 0.0              |
| 0.7509        | 1.7   | 340  | 0.9001          | 0.1779   | 0.2237        | 0.7709           | nan                | 0.9064             | 0.9093                 | 0.0                     | 0.5323                    | 0.1030                        | nan                     | 0.0284             | 0.0                   | 0.0                  | 0.9033               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9072                         | 0.0                        | 0.1315                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0002               | 0.0                         | 0.0                          | 0.9072                     | 0.8914                  | 0.9371       | 0.0                  | 0.0                   | 0.0002               | 0.0                   | nan           | 0.5784        | 0.7877            | 0.0                | 0.4640               | 0.0934                   | nan                | 0.0277        | 0.0              | 0.0             | 0.6997          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6068                    | 0.0                   | 0.1094                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0002          | 0.0                    | 0.0                     | 0.7947                | 0.6547             | 0.8762  | 0.0             | 0.0              | 0.0002          | 0.0              |
| 1.4454        | 1.8   | 360  | 0.8672          | 0.1819   | 0.2232        | 0.7747           | nan                | 0.8583             | 0.9287                 | 0.0018                  | 0.5609                    | 0.1483                        | nan                     | 0.0427             | 0.0                   | 0.0                  | 0.8350               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9246                         | 0.0                        | 0.1830                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0000               | 0.0                         | 0.0                          | 0.9426                     | 0.7789                  | 0.9388       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6006        | 0.7921            | 0.0018             | 0.4665               | 0.1287                   | nan                | 0.0418        | 0.0              | 0.0             | 0.7032          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5769                    | 0.0                   | 0.1453                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0000          | 0.0                    | 0.0                     | 0.7918                | 0.6899             | 0.8831  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.0715        | 1.9   | 380  | 0.8731          | 0.1822   | 0.2251        | 0.7731           | nan                | 0.7780             | 0.9396                 | 0.0                     | 0.6530                    | 0.1692                        | nan                     | 0.0842             | 0.0                   | 0.0                  | 0.8696               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8489                         | 0.0                        | 0.1946                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0007               | 0.0                         | 0.0                          | 0.9709                     | 0.7592                  | 0.9323       | 0.0                  | 0.0                   | 0.0022               | 0.0                   | nan           | 0.6210        | 0.7887            | 0.0                | 0.5005               | 0.1439                   | nan                | 0.0808        | 0.0              | 0.0             | 0.7147          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6286                    | 0.0                   | 0.1591                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0007          | 0.0                    | 0.0                     | 0.7136                | 0.5999             | 0.8767  | 0.0             | 0.0              | 0.0022          | 0.0              |
| 0.9872        | 2.0   | 400  | 0.8644          | 0.1814   | 0.2287        | 0.7679           | nan                | 0.9228             | 0.8901                 | 0.0                     | 0.5135                    | 0.1829                        | nan                     | 0.0730             | 0.0                   | 0.0                  | 0.9320               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8858                         | 0.0                        | 0.1816                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.8969                     | 0.8870                  | 0.9520       | 0.0                  | 0.0                   | 0.0006               | 0.0                   | nan           | 0.5509        | 0.7875            | 0.0                | 0.4591               | 0.1650                   | nan                | 0.0689        | 0.0              | 0.0             | 0.6744          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6095                    | 0.0                   | 0.1509                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.7905                | 0.6681             | 0.8782  | 0.0             | 0.0              | 0.0006          | 0.0              |
| 0.9402        | 2.1   | 420  | 0.8389          | 0.1881   | 0.2315        | 0.7818           | nan                | 0.8322             | 0.9390                 | 0.0                     | 0.5695                    | 0.2419                        | nan                     | 0.2642             | 0.0                   | 0.0                  | 0.9113               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8622                         | 0.0                        | 0.1379                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0076               | 0.0                         | 0.0                          | 0.9714                     | 0.7160                  | 0.9485       | 0.0                  | 0.0                   | 0.0075               | 0.0                   | nan           | 0.6471        | 0.7996            | 0.0                | 0.4905               | 0.1948                   | nan                | 0.2126        | 0.0              | 0.0             | 0.6854          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6175                    | 0.0                   | 0.1159                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0076          | 0.0                    | 0.0                     | 0.7514                | 0.6111             | 0.8784  | 0.0             | 0.0              | 0.0075          | 0.0              |
| 0.8086        | 2.2   | 440  | 0.8111          | 0.1975   | 0.2430        | 0.7900           | nan                | 0.8340             | 0.9349                 | 0.0                     | 0.6432                    | 0.2336                        | nan                     | 0.3225             | 0.0                   | 0.0                  | 0.8310               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9304                         | 0.0                        | 0.3000                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0017               | 0.0                         | 0.0                          | 0.9186                     | 0.8714                  | 0.9526       | 0.0                  | 0.0                   | 0.0019               | 0.0                   | nan           | 0.6502        | 0.8090            | 0.0                | 0.5334               | 0.1844                   | nan                | 0.2397        | 0.0              | 0.0             | 0.7169          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5935                    | 0.0                   | 0.2089                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0017          | 0.0                    | 0.0                     | 0.8048                | 0.6888             | 0.8868  | 0.0             | 0.0              | 0.0019          | 0.0              |
| 0.8764        | 2.3   | 460  | 0.7955          | 0.1956   | 0.2410        | 0.7898           | nan                | 0.8731             | 0.9284                 | 0.0                     | 0.5585                    | 0.2978                        | nan                     | 0.2489             | 0.0                   | 0.0                  | 0.9034               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8977                         | 0.0                        | 0.2272                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0092               | 0.0                         | 0.0                          | 0.9343                     | 0.8924                  | 0.9346       | 0.0                  | 0.0                   | 0.0051               | 0.0                   | nan           | 0.6369        | 0.8102            | 0.0                | 0.4941               | 0.2258                   | nan                | 0.2154        | 0.0              | 0.0             | 0.7013          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6180                    | 0.0                   | 0.1729                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0091          | 0.0                    | 0.0                     | 0.7948                | 0.6877             | 0.8877  | 0.0             | 0.0              | 0.0050          | 0.0              |
| 0.5838        | 2.4   | 480  | 0.7779          | 0.1984   | 0.2443        | 0.7934           | nan                | 0.8579             | 0.9338                 | 0.0219                  | 0.6356                    | 0.3655                        | nan                     | 0.1993             | 0.0000                | 0.0                  | 0.9151               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9047                         | 0.0                        | 0.2618                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0106               | 0.0                         | 0.0                          | 0.9247                     | 0.8154                  | 0.9695       | 0.0                  | 0.0                   | 0.0029               | 0.0                   | nan           | 0.6396        | 0.8160            | 0.0219             | 0.5207               | 0.2520                   | nan                | 0.1786        | 0.0000           | 0.0             | 0.7051          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6203                    | 0.0                   | 0.1896                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0105          | 0.0                    | 0.0                     | 0.8129                | 0.7016             | 0.8771  | 0.0             | 0.0              | 0.0029          | 0.0              |
| 1.2875        | 2.5   | 500  | 0.7613          | 0.1991   | 0.2422        | 0.7947           | nan                | 0.8127             | 0.9518                 | 0.0246                  | 0.7146                    | 0.2126                        | nan                     | 0.1842             | 0.0028                | 0.0                  | 0.8969               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8676                         | 0.0                        | 0.3247                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0138               | 0.0                         | 0.0                          | 0.9529                     | 0.8308                  | 0.9494       | 0.0                  | 0.0                   | 0.0126               | 0.0                   | nan           | 0.6576        | 0.8048            | 0.0246             | 0.5380               | 0.1803                   | nan                | 0.1649        | 0.0028           | 0.0             | 0.7277          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6375                    | 0.0                   | 0.2192                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0135          | 0.0                    | 0.0                     | 0.7849                | 0.7109             | 0.8922  | 0.0             | 0.0              | 0.0121          | 0.0              |
| 0.6721        | 2.6   | 520  | 0.7535          | 0.2130   | 0.2636        | 0.8017           | nan                | 0.8805             | 0.9166                 | 0.2113                  | 0.6640                    | 0.3623                        | nan                     | 0.3572             | 0.0017                | 0.0                  | 0.9307               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8472                         | 0.0                        | 0.4867                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0110               | 0.0                         | 0.0                          | 0.9472                     | 0.8436                  | 0.9570       | 0.0                  | 0.0                   | 0.0187               | 0.0                   | nan           | 0.6645        | 0.8283            | 0.2069             | 0.5498               | 0.2632                   | nan                | 0.2810        | 0.0017           | 0.0             | 0.7005          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6432                    | 0.0                   | 0.2494                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0108          | 0.0                    | 0.0                     | 0.8056                | 0.7092             | 0.8851  | 0.0             | 0.0              | 0.0173          | 0.0              |
| 0.6638        | 2.7   | 540  | 0.7462          | 0.2072   | 0.2495        | 0.8018           | nan                | 0.8340             | 0.9531                 | 0.2099                  | 0.6785                    | 0.1671                        | nan                     | 0.2453             | 0.0013                | 0.0                  | 0.9226               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9109                         | 0.0                        | 0.2672                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0214               | 0.0                         | 0.0                          | 0.9429                     | 0.8541                  | 0.9533       | 0.0                  | 0.0                   | 0.0238               | 0.0                   | nan           | 0.6690        | 0.8096            | 0.2068             | 0.5655               | 0.1509                   | nan                | 0.2195        | 0.0013           | 0.0             | 0.7109          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6292                    | 0.0                   | 0.1887                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0209          | 0.0                    | 0.0                     | 0.8074                | 0.7301             | 0.8983  | 0.0             | 0.0              | 0.0220          | 0.0              |
| 0.978         | 2.8   | 560  | 0.7408          | 0.2084   | 0.2538        | 0.7986           | nan                | 0.8039             | 0.9309                 | 0.2190                  | 0.8212                    | 0.2427                        | nan                     | 0.2441             | 0.0110                | 0.0                  | 0.9215               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9296                         | 0.0                        | 0.2020                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0350               | 0.0                         | 0.0                          | 0.9274                     | 0.8378                  | 0.9518       | 0.0                  | 0.0                   | 0.0437               | 0.0                   | nan           | 0.6568        | 0.8125            | 0.2120             | 0.5344               | 0.1964                   | nan                | 0.2175        | 0.0110           | 0.0             | 0.7195          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6137                    | 0.0                   | 0.1500                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0338          | 0.0                    | 0.0                     | 0.8339                | 0.7423             | 0.8955  | 0.0             | 0.0              | 0.0410          | 0.0              |
| 0.654         | 2.9   | 580  | 0.7562          | 0.2148   | 0.2672        | 0.7950           | nan                | 0.7972             | 0.9253                 | 0.3007                  | 0.6560                    | 0.4779                        | nan                     | 0.2650             | 0.0224                | 0.0                  | 0.9136               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8899                         | 0.0                        | 0.4572                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0478               | 0.0                         | 0.0                          | 0.8980                     | 0.9169                  | 0.9524       | 0.0                  | 0.0                   | 0.0296               | 0.0                   | nan           | 0.6365        | 0.8171            | 0.2613             | 0.5745               | 0.2708                   | nan                | 0.2223        | 0.0224           | 0.0             | 0.7265          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6664                    | 0.0                   | 0.2762                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0453          | 0.0                    | 0.0                     | 0.7805                | 0.6445             | 0.9008  | 0.0             | 0.0              | 0.0281          | 0.0              |
| 0.427         | 3.0   | 600  | 0.7294          | 0.2180   | 0.2615        | 0.8057           | nan                | 0.9073             | 0.9191                 | 0.3864                  | 0.6607                    | 0.3389                        | nan                     | 0.2097             | 0.0261                | 0.0                  | 0.8805               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9396                         | 0.0                        | 0.2776                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0553               | 0.0                         | 0.0                          | 0.9380                     | 0.8637                  | 0.9350       | 0.0                  | 0.0                   | 0.0303               | 0.0                   | nan           | 0.6418        | 0.8283            | 0.3227             | 0.5986               | 0.2736                   | nan                | 0.1886        | 0.0260           | 0.0             | 0.7477          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6196                    | 0.0                   | 0.2092                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0527          | 0.0                    | 0.0                     | 0.8182                | 0.7251             | 0.8956  | 0.0             | 0.0              | 0.0285          | 0.0              |
| 0.4829        | 3.1   | 620  | 0.7174          | 0.2226   | 0.2714        | 0.8035           | nan                | 0.7341             | 0.9489                 | 0.2510                  | 0.7072                    | 0.4433                        | nan                     | 0.3186             | 0.0785                | 0.0                  | 0.9233               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8824                         | 0.0                        | 0.4427                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0811               | 0.0                         | 0.0                          | 0.9422                     | 0.8826                  | 0.9675       | 0.0                  | 0.0                   | 0.0825               | 0.0                   | nan           | 0.6433        | 0.8177            | 0.2251             | 0.5822               | 0.2480                   | nan                | 0.2623        | 0.0779           | 0.0             | 0.7399          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6700                    | 0.0                   | 0.2810                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0738          | 0.0                    | 0.0                     | 0.8124                | 0.7220             | 0.8935  | 0.0             | 0.0              | 0.0739          | 0.0              |
| 0.8156        | 3.2   | 640  | 0.7023          | 0.2292   | 0.2758        | 0.8133           | nan                | 0.9020             | 0.9250                 | 0.2563                  | 0.6719                    | 0.3992                        | nan                     | 0.2941             | 0.1677                | 0.0                  | 0.9138               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0019                   | 0.0                      | 0.0                         | 0.9105                         | 0.0                        | 0.5084                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0722               | 0.0                         | 0.0                          | 0.9385                     | 0.8559                  | 0.9473       | 0.0                  | 0.0                   | 0.0624               | 0.0                   | nan           | 0.6589        | 0.8354            | 0.2415             | 0.5910               | 0.3009                   | nan                | 0.2484        | 0.1649           | 0.0             | 0.7474          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0019              | 0.0                 | 0.0                    | 0.6694                    | 0.0                   | 0.2805                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0673          | 0.0                    | 0.0                     | 0.8256                | 0.7435             | 0.9028  | 0.0             | 0.0              | 0.0555          | 0.0              |
| 0.7138        | 3.3   | 660  | 0.7069          | 0.2279   | 0.2749        | 0.8092           | nan                | 0.8287             | 0.9482                 | 0.3510                  | 0.6702                    | 0.3620                        | nan                     | 0.3297             | 0.2351                | 0.0                  | 0.9397               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0025                   | 0.0                      | 0.0                         | 0.9130                         | 0.0                        | 0.2962                     | 0.0000                               | 0.0                          | nan                          | 0.0                          | 0.0865               | 0.0                         | 0.0                          | 0.9161                     | 0.8831                  | 0.9583       | 0.0                  | 0.0                   | 0.0772               | 0.0                   | nan           | 0.6930        | 0.8247            | 0.2957             | 0.5459               | 0.2651                   | nan                | 0.2782        | 0.2294           | 0.0             | 0.7291          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0025              | 0.0                 | 0.0                    | 0.6440                    | 0.0                   | 0.2120                | 0.0000                          | 0.0                     | nan                     | 0.0                     | 0.0793          | 0.0                    | 0.0                     | 0.8128                | 0.7087             | 0.9045  | 0.0             | 0.0              | 0.0688          | 0.0              |
| 0.6917        | 3.4   | 680  | 0.7028          | 0.2269   | 0.2739        | 0.8077           | nan                | 0.8149             | 0.9433                 | 0.3073                  | 0.5962                    | 0.4292                        | nan                     | 0.3537             | 0.1186                | 0.0                  | 0.9274               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0009                   | 0.0                      | 0.0                         | 0.9047                         | 0.0                        | 0.4330                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0956               | 0.0                         | 0.0                          | 0.9498                     | 0.8324                  | 0.9623       | 0.0                  | 0.0                   | 0.0971               | 0.0                   | nan           | 0.6718        | 0.8234            | 0.2649             | 0.5345               | 0.2617                   | nan                | 0.2900        | 0.1173           | 0.0             | 0.7382          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0009              | 0.0                 | 0.0                    | 0.6571                    | 0.0                   | 0.2746                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0864          | 0.0                    | 0.0                     | 0.8218                | 0.7334             | 0.8996  | 0.0             | 0.0              | 0.0849          | 0.0              |
| 0.9325        | 3.5   | 700  | 0.6855          | 0.2374   | 0.2848        | 0.8158           | nan                | 0.8325             | 0.9446                 | 0.4574                  | 0.7255                    | 0.3362                        | nan                     | 0.3317             | 0.2539                | 0.0                  | 0.9209               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0033                   | 0.0                      | 0.0                         | 0.8843                         | 0.0                        | 0.4345                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0910               | 0.0                         | 0.0                          | 0.9536                     | 0.8368                  | 0.9573       | 0.0                  | 0.0                   | 0.1510               | 0.0                   | nan           | 0.6861        | 0.8344            | 0.3742             | 0.5966               | 0.2529                   | nan                | 0.2720        | 0.2421           | 0.0             | 0.7385          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0033              | 0.0                 | 0.0                    | 0.6538                    | 0.0                   | 0.2749                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0835          | 0.0                    | 0.0                     | 0.8168                | 0.7370             | 0.9000  | 0.0             | 0.0              | 0.1323          | 0.0              |
| 0.5989        | 3.6   | 720  | 0.6805          | 0.2479   | 0.2980        | 0.8191           | nan                | 0.8635             | 0.9373                 | 0.4433                  | 0.7377                    | 0.3153                        | nan                     | 0.3770             | 0.4409                | 0.0                  | 0.8934               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0660                   | 0.0                      | 0.0                         | 0.8861                         | 0.0                        | 0.4853                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.1566               | 0.0                         | 0.0                          | 0.9363                     | 0.9031                  | 0.9487       | 0.0                  | 0.0                   | 0.1443               | 0.0                   | nan           | 0.6924        | 0.8392            | 0.3558             | 0.6152               | 0.2621                   | nan                | 0.3052        | 0.4010           | 0.0             | 0.7701          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0637              | 0.0                 | 0.0                    | 0.6449                    | 0.0                   | 0.2661                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.1368          | 0.0                    | 0.0                     | 0.8341                | 0.7158             | 0.9041  | 0.0             | 0.0              | 0.1256          | 0.0              |
| 0.6463        | 3.7   | 740  | 0.6961          | 0.2427   | 0.2911        | 0.8170           | nan                | 0.8652             | 0.9428                 | 0.4865                  | 0.5954                    | 0.4087                        | nan                     | 0.3786             | 0.4660                | 0.0                  | 0.9244               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0138                   | 0.0                      | 0.0                         | 0.9135                         | 0.0                        | 0.3219                     | 0.0001                               | 0.0                          | nan                          | 0.0                          | 0.1248               | 0.0                         | 0.0                          | 0.9401                     | 0.8902                  | 0.9563       | 0.0                  | 0.0                   | 0.0872               | 0.0                   | nan           | 0.6906        | 0.8322            | 0.3576             | 0.5430               | 0.3092                   | nan                | 0.2937        | 0.4203           | 0.0             | 0.7447          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0131              | 0.0                 | 0.0                    | 0.6471                    | 0.0                   | 0.2497                | 0.0001                          | 0.0                     | nan                     | 0.0                     | 0.1142          | 0.0                    | 0.0                     | 0.8326                | 0.7372             | 0.9031  | 0.0             | 0.0              | 0.0789          | 0.0              |
| 0.7591        | 3.8   | 760  | 0.6612          | 0.2580   | 0.3138        | 0.8244           | nan                | 0.8508             | 0.9313                 | 0.5719                  | 0.7780                    | 0.4338                        | nan                     | 0.3375             | 0.6091                | 0.0                  | 0.9092               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1580                   | 0.0                      | 0.0                         | 0.9023                         | 0.0                        | 0.4899                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.1601               | 0.0                         | 0.0                          | 0.9426                     | 0.8625                  | 0.9558       | 0.0                  | 0.0                   | 0.1474               | 0.0                   | nan           | 0.7094        | 0.8419            | 0.3247             | 0.6473               | 0.3145                   | nan                | 0.2901        | 0.5056           | 0.0             | 0.7800          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1394              | 0.0                 | 0.0                    | 0.6658                    | 0.0                   | 0.2838                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.1420          | 0.0                    | 0.0                     | 0.8403                | 0.7416             | 0.9069  | 0.0             | 0.0              | 0.1233          | 0.0              |
| 0.5534        | 3.9   | 780  | 0.6732          | 0.2532   | 0.3063        | 0.8181           | nan                | 0.8214             | 0.9461                 | 0.5042                  | 0.6612                    | 0.3922                        | nan                     | 0.4129             | 0.5771                | 0.0                  | 0.9359               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0469                   | 0.0                      | 0.0                         | 0.8828                         | 0.0                        | 0.4341                     | 0.0002                               | 0.0                          | nan                          | 0.0                          | 0.1264               | 0.0                         | 0.0                          | 0.9313                     | 0.9053                  | 0.9573       | 0.0                  | 0.0                   | 0.2661               | 0.0                   | nan           | 0.6922        | 0.8335            | 0.4137             | 0.5804               | 0.2705                   | nan                | 0.3330        | 0.4903           | 0.0             | 0.7471          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0450              | 0.0                 | 0.0                    | 0.6712                    | 0.0                   | 0.2813                | 0.0002                          | 0.0                     | nan                     | 0.0                     | 0.1168          | 0.0                    | 0.0                     | 0.8218                | 0.7088             | 0.9092  | 0.0             | 0.0              | 0.1879          | 0.0              |
| 0.5253        | 4.0   | 800  | 0.6851          | 0.2526   | 0.3064        | 0.8152           | nan                | 0.7825             | 0.9559                 | 0.5397                  | 0.7223                    | 0.4111                        | nan                     | 0.3937             | 0.5704                | 0.0                  | 0.9213               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0866                   | 0.0                      | 0.0                         | 0.9097                         | 0.0                        | 0.3959                     | 0.0000                               | 0.0                          | nan                          | 0.0                          | 0.1174               | 0.0                         | 0.0                          | 0.8933                     | 0.8890                  | 0.9628       | 0.0                  | 0.0                   | 0.2529               | 0.0                   | nan           | 0.6829        | 0.8305            | 0.4174             | 0.5845               | 0.2797                   | nan                | 0.3243        | 0.4921           | 0.0             | 0.7609          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0810              | 0.0                 | 0.0                    | 0.6700                    | 0.0                   | 0.2668                | 0.0000                          | 0.0                     | nan                     | 0.0                     | 0.1099          | 0.0                    | 0.0                     | 0.8165                | 0.6845             | 0.9037  | 0.0             | 0.0              | 0.1780          | 0.0              |
| 0.7711        | 4.1   | 820  | 0.6676          | 0.2542   | 0.3083        | 0.8201           | nan                | 0.8437             | 0.9316                 | 0.5681                  | 0.7326                    | 0.4147                        | nan                     | 0.3457             | 0.6161                | 0.0                  | 0.9313               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1167                   | 0.0                      | 0.0                         | 0.8849                         | 0.0                        | 0.3741                     | 0.0008                               | 0.0                          | nan                          | 0.0                          | 0.1325               | 0.0                         | 0.0                          | 0.9571                     | 0.8486                  | 0.9574       | 0.0                  | 0.0                   | 0.2110               | 0.0                   | nan           | 0.6873        | 0.8377            | 0.3471             | 0.5874               | 0.3225                   | nan                | 0.2941        | 0.5096           | 0.0             | 0.7620          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1004              | 0.0                 | 0.0                    | 0.6810                    | 0.0                   | 0.2695                | 0.0008                          | 0.0                     | nan                     | 0.0                     | 0.1181          | 0.0                    | 0.0                     | 0.8163                | 0.7409             | 0.9069  | 0.0             | 0.0              | 0.1537          | 0.0              |
| 0.707         | 4.2   | 840  | 0.6544          | 0.2666   | 0.3247        | 0.8257           | nan                | 0.8754             | 0.9295                 | 0.4642                  | 0.7581                    | 0.4803                        | nan                     | 0.3356             | 0.6712                | 0.0                  | 0.9103               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3022                   | 0.0                      | 0.0                         | 0.8921                         | 0.0                        | 0.5800                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.2018               | 0.0                         | 0.0                          | 0.9160                     | 0.9045                  | 0.9600       | 0.0                  | 0.0                   | 0.2085               | 0.0                   | nan           | 0.7049        | 0.8479            | 0.4035             | 0.6244               | 0.3176                   | nan                | 0.2962        | 0.5501           | 0.0             | 0.7839          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2270              | 0.0                 | 0.0                    | 0.6912                    | 0.0                   | 0.2901                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.1745          | 0.0                    | 0.0                     | 0.8381                | 0.7161             | 0.9089  | 0.0             | 0.0              | 0.1575          | 0.0              |
| 0.3871        | 4.3   | 860  | 0.6769          | 0.2557   | 0.3102        | 0.8184           | nan                | 0.7837             | 0.9498                 | 0.4837                  | 0.6756                    | 0.4045                        | nan                     | 0.4306             | 0.6623                | 0.0                  | 0.9270               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0860                   | 0.0                      | 0.0                         | 0.8875                         | 0.0                        | 0.5056                     | 0.0000                               | 0.0                          | nan                          | 0.0                          | 0.1384               | 0.0                         | 0.0                          | 0.9505                     | 0.8714                  | 0.9552       | 0.0                  | 0.0                   | 0.2160               | 0.0                   | nan           | 0.6800        | 0.8332            | 0.3980             | 0.5833               | 0.2693                   | nan                | 0.3201        | 0.5166           | 0.0             | 0.7572          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0793              | 0.0                 | 0.0                    | 0.6881                    | 0.0                   | 0.2960                | 0.0000                          | 0.0                     | nan                     | 0.0                     | 0.1238          | 0.0                    | 0.0                     | 0.8248                | 0.7405             | 0.9098  | 0.0             | 0.0              | 0.1637          | 0.0              |
| 0.3875        | 4.4   | 880  | 0.6636          | 0.2572   | 0.3122        | 0.8214           | nan                | 0.8858             | 0.9330                 | 0.5198                  | 0.6597                    | 0.3446                        | nan                     | 0.3893             | 0.6406                | 0.0                  | 0.9311               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0998                   | 0.0                      | 0.0                         | 0.9076                         | 0.0                        | 0.4959                     | 0.0013                               | 0.0                          | nan                          | 0.0                          | 0.1958               | 0.0                         | 0.0                          | 0.9191                     | 0.8930                  | 0.9695       | 0.0                  | 0.0                   | 0.2060               | 0.0                   | nan           | 0.6752        | 0.8406            | 0.3812             | 0.5797               | 0.2876                   | nan                | 0.3076        | 0.5213           | 0.0             | 0.7672          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0920              | 0.0                 | 0.0                    | 0.6889                    | 0.0                   | 0.3101                | 0.0013                          | 0.0                     | nan                     | 0.0                     | 0.1681          | 0.0                    | 0.0                     | 0.8338                | 0.7172             | 0.9046  | 0.0             | 0.0              | 0.1554          | 0.0              |
| 0.3193        | 4.5   | 900  | 0.6542          | 0.2597   | 0.3132        | 0.8219           | nan                | 0.8326             | 0.9582                 | 0.4788                  | 0.7010                    | 0.3630                        | nan                     | 0.3619             | 0.6338                | 0.0                  | 0.9361               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1771                   | 0.0                      | 0.0                         | 0.9081                         | 0.0                        | 0.4641                     | 0.0076                               | 0.0                          | nan                          | 0.0                          | 0.2136               | 0.0                         | 0.0                          | 0.8987                     | 0.9015                  | 0.9614       | 0.0                  | 0.0                   | 0.2243               | 0.0                   | nan           | 0.7043        | 0.8323            | 0.4032             | 0.5934               | 0.2855                   | nan                | 0.3055        | 0.5127           | 0.0             | 0.7645          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1567              | 0.0                 | 0.0                    | 0.6876                    | 0.0                   | 0.2943                | 0.0075                          | 0.0                     | nan                     | 0.0                     | 0.1783          | 0.0                    | 0.0                     | 0.8255                | 0.6886             | 0.9085  | 0.0             | 0.0              | 0.1632          | 0.0              |
| 0.4406        | 4.6   | 920  | 0.6569          | 0.2614   | 0.3241        | 0.8187           | nan                | 0.8827             | 0.8931                 | 0.5627                  | 0.7492                    | 0.4866                        | nan                     | 0.3742             | 0.6700                | 0.0                  | 0.9376               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1651                   | 0.0                      | 0.0                         | 0.8695                         | 0.0                        | 0.4994                     | 0.0318                               | 0.0                          | nan                          | 0.0                          | 0.2074               | 0.0                         | 0.0                          | 0.9504                     | 0.8615                  | 0.9666       | 0.0                  | 0.0                   | 0.2622               | 0.0                   | nan           | 0.6811        | 0.8343            | 0.3170             | 0.6401               | 0.3189                   | nan                | 0.2997        | 0.5251           | 0.0             | 0.7588          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1441              | 0.0                 | 0.0                    | 0.6967                    | 0.0                   | 0.3081                | 0.0312                          | 0.0                     | nan                     | 0.0                     | 0.1656          | 0.0                    | 0.0                     | 0.8313                | 0.7308             | 0.9035  | 0.0             | 0.0              | 0.1784          | 0.0              |
| 0.5358        | 4.7   | 940  | 0.6500          | 0.2597   | 0.3110        | 0.8236           | nan                | 0.8691             | 0.9456                 | 0.5509                  | 0.6797                    | 0.4115                        | nan                     | 0.3701             | 0.6042                | 0.0                  | 0.8879               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1980                   | 0.0                      | 0.0                         | 0.9315                         | 0.0                        | 0.4259                     | 0.0054                               | 0.0                          | nan                          | 0.0                          | 0.1871               | 0.0                         | 0.0                          | 0.9234                     | 0.8543                  | 0.9585       | 0.0                  | 0.0                   | 0.1503               | 0.0                   | nan           | 0.6986        | 0.8374            | 0.3752             | 0.6046               | 0.3042                   | nan                | 0.3063        | 0.4954           | 0.0             | 0.7844          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1822              | 0.0                 | 0.0                    | 0.6668                    | 0.0                   | 0.2805                | 0.0053                          | 0.0                     | nan                     | 0.0                     | 0.1594          | 0.0                    | 0.0                     | 0.8424                | 0.7319             | 0.9097  | 0.0             | 0.0              | 0.1245          | 0.0              |
| 0.6313        | 4.8   | 960  | 0.6320          | 0.2673   | 0.3266        | 0.8278           | nan                | 0.8247             | 0.9394                 | 0.5275                  | 0.8027                    | 0.4413                        | nan                     | 0.3894             | 0.6899                | 0.0                  | 0.9403               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2349                   | 0.0                      | 0.0                         | 0.8570                         | 0.0                        | 0.5248                     | 0.0266                               | 0.0                          | nan                          | 0.0                          | 0.2259               | 0.0                         | 0.0                          | 0.9468                     | 0.8795                  | 0.9636       | 0.0                  | 0.0                   | 0.2359               | 0.0                   | nan           | 0.7012        | 0.8478            | 0.4074             | 0.6506               | 0.3106                   | nan                | 0.3286        | 0.5297           | 0.0             | 0.7582          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1792              | 0.0                 | 0.0                    | 0.6927                    | 0.0                   | 0.2988                | 0.0263                          | 0.0                     | nan                     | 0.0                     | 0.1773          | 0.0                    | 0.0                     | 0.8298                | 0.7318             | 0.9079  | 0.0             | 0.0              | 0.1767          | 0.0              |
| 0.3536        | 4.9   | 980  | 0.6347          | 0.2695   | 0.3225        | 0.8290           | nan                | 0.8067             | 0.9585                 | 0.5452                  | 0.7794                    | 0.4020                        | nan                     | 0.3660             | 0.7025                | 0.0                  | 0.9025               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2276                   | 0.0                      | 0.0                         | 0.9014                         | 0.0                        | 0.4827                     | 0.0392                               | 0.0                          | nan                          | 0.0                          | 0.2068               | 0.0                         | 0.0                          | 0.9458                     | 0.8488                  | 0.9537       | 0.0                  | 0.0                   | 0.2515               | 0.0                   | nan           | 0.7024        | 0.8392            | 0.4190             | 0.6574               | 0.3068                   | nan                | 0.3154        | 0.5403           | 0.0             | 0.7839          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2015              | 0.0                 | 0.0                    | 0.6764                    | 0.0                   | 0.2990                | 0.0388                          | 0.0                     | nan                     | 0.0                     | 0.1732          | 0.0                    | 0.0                     | 0.8356                | 0.7403             | 0.9103  | 0.0             | 0.0              | 0.1850          | 0.0              |
| 0.4556        | 5.0   | 1000 | 0.6622          | 0.2569   | 0.3150        | 0.8227           | nan                | 0.8442             | 0.9340                 | 0.6047                  | 0.7161                    | 0.4726                        | nan                     | 0.4128             | 0.7259                | 0.0                  | 0.9344               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0922                   | 0.0                      | 0.0                         | 0.9187                         | 0.0                        | 0.3290                     | 0.0050                               | 0.0                          | nan                          | 0.0                          | 0.1817               | 0.0                         | 0.0                          | 0.9212                     | 0.8851                  | 0.9671       | 0.0                  | 0.0                   | 0.1343               | 0.0                   | nan           | 0.6994        | 0.8458            | 0.3676             | 0.6354               | 0.3216                   | nan                | 0.3289        | 0.5432           | 0.0             | 0.7672          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0816              | 0.0                 | 0.0                    | 0.6547                    | 0.0                   | 0.2310                | 0.0050                          | 0.0                     | nan                     | 0.0                     | 0.1578          | 0.0                    | 0.0                     | 0.8300                | 0.7204             | 0.9092  | 0.0             | 0.0              | 0.1206          | 0.0              |
| 0.4591        | 5.1   | 1020 | 0.6507          | 0.2648   | 0.3244        | 0.8256           | nan                | 0.8822             | 0.9379                 | 0.5695                  | 0.6632                    | 0.4411                        | nan                     | 0.3617             | 0.7320                | 0.0                  | 0.9309               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1561                   | 0.0                      | 0.0                         | 0.8420                         | 0.0                        | 0.5086                     | 0.0280                               | 0.0                          | nan                          | 0.0                          | 0.2619               | 0.0                         | 0.0                          | 0.9492                     | 0.8699                  | 0.9623       | 0.0                  | 0.0                   | 0.2847               | 0.0                   | nan           | 0.6970        | 0.8414            | 0.3791             | 0.6022               | 0.3283                   | nan                | 0.2991        | 0.5071           | 0.0             | 0.7714          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1242              | 0.0                 | 0.0                    | 0.6887                    | 0.0                   | 0.2880                | 0.0277                          | 0.0                     | nan                     | 0.0                     | 0.2067          | 0.0                    | 0.0                     | 0.8351                | 0.7556             | 0.9135  | 0.0             | 0.0              | 0.2093          | 0.0              |
| 0.5285        | 5.2   | 1040 | 0.6560          | 0.2682   | 0.3265        | 0.8218           | nan                | 0.7659             | 0.9305                 | 0.5688                  | 0.7382                    | 0.5242                        | nan                     | 0.4848             | 0.6590                | 0.0                  | 0.9092               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1483                   | 0.0                      | 0.0                         | 0.9157                         | 0.0                        | 0.4034                     | 0.0615                               | 0.0                          | nan                          | 0.0                          | 0.2794               | 0.0                         | 0.0                          | 0.9405                     | 0.9060                  | 0.9620       | 0.0                  | 0.0                   | 0.2511               | 0.0                   | nan           | 0.6776        | 0.8350            | 0.4324             | 0.6042               | 0.3074                   | nan                | 0.3654        | 0.5356           | 0.0             | 0.7741          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1338              | 0.0                 | 0.0                    | 0.6821                    | 0.0                   | 0.2853                | 0.0607                          | 0.0                     | nan                     | 0.0                     | 0.2136          | 0.0                    | 0.0                     | 0.8388                | 0.7444             | 0.9136  | 0.0             | 0.0              | 0.1794          | 0.0              |
| 0.4361        | 5.3   | 1060 | 0.6255          | 0.2711   | 0.3246        | 0.8323           | nan                | 0.8628             | 0.9391                 | 0.5433                  | 0.8105                    | 0.3499                        | nan                     | 0.4237             | 0.6427                | 0.0                  | 0.9101               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1850                   | 0.0                      | 0.0                         | 0.9182                         | 0.0                        | 0.4471                     | 0.0439                               | 0.0                          | nan                          | 0.0                          | 0.2448               | 0.0                         | 0.0                          | 0.9329                     | 0.8739                  | 0.9652       | 0.0                  | 0.0                   | 0.2933               | 0.0                   | nan           | 0.7083        | 0.8463            | 0.4068             | 0.6505               | 0.2900                   | nan                | 0.3443        | 0.5433           | 0.0             | 0.7810          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1652              | 0.0                 | 0.0                    | 0.6823                    | 0.0                   | 0.3011                | 0.0435                          | 0.0                     | nan                     | 0.0                     | 0.1998          | 0.0                    | 0.0                     | 0.8500                | 0.7546             | 0.9110  | 0.0             | 0.0              | 0.1970          | 0.0              |
| 0.4952        | 5.4   | 1080 | 0.6550          | 0.2708   | 0.3276        | 0.8243           | nan                | 0.7442             | 0.9626                 | 0.5128                  | 0.7462                    | 0.4368                        | nan                     | 0.4072             | 0.7272                | 0.0                  | 0.9251               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2467                   | 0.0                      | 0.0                         | 0.9016                         | 0.0                        | 0.5444                     | 0.0087                               | 0.0                          | nan                          | 0.0                          | 0.2676               | 0.0                         | 0.0                          | 0.9317                     | 0.8792                  | 0.9622       | 0.0                  | 0.0                   | 0.2788               | 0.0                   | nan           | 0.6666        | 0.8202            | 0.4120             | 0.6328               | 0.3133                   | nan                | 0.3450        | 0.5479           | 0.0             | 0.7769          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1962              | 0.0                 | 0.0                    | 0.6943                    | 0.0                   | 0.3191                | 0.0087                          | 0.0                     | nan                     | 0.0                     | 0.2106          | 0.0                    | 0.0                     | 0.8527                | 0.7557             | 0.9140  | 0.0             | 0.0              | 0.1996          | 0.0              |
| 0.3561        | 5.5   | 1100 | 0.6307          | 0.2710   | 0.3310        | 0.8307           | nan                | 0.8767             | 0.9299                 | 0.5615                  | 0.7294                    | 0.4652                        | nan                     | 0.4155             | 0.7589                | 0.0                  | 0.9234               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2777                   | 0.0                      | 0.0                         | 0.8979                         | 0.0                        | 0.4442                     | 0.0240                               | 0.0                          | nan                          | 0.0                          | 0.2477               | 0.0                         | 0.0                          | 0.9423                     | 0.8935                  | 0.9645       | 0.0                  | 0.0                   | 0.2384               | 0.0                   | nan           | 0.7054        | 0.8493            | 0.4020             | 0.6369               | 0.3361                   | nan                | 0.3419        | 0.5484           | 0.0             | 0.7772          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2010              | 0.0                 | 0.0                    | 0.6856                    | 0.0                   | 0.3081                | 0.0238                          | 0.0                     | nan                     | 0.0                     | 0.1943          | 0.0                    | 0.0                     | 0.8398                | 0.7333             | 0.9128  | 0.0             | 0.0              | 0.1760          | 0.0              |
| 0.5354        | 5.6   | 1120 | 0.6387          | 0.2721   | 0.3312        | 0.8275           | nan                | 0.7875             | 0.9516                 | 0.5832                  | 0.7279                    | 0.4278                        | nan                     | 0.4853             | 0.7450                | 0.0                  | 0.9340               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3487                   | 0.0                      | 0.0                         | 0.9019                         | 0.0                        | 0.5119                     | 0.0186                               | 0.0                          | nan                          | 0.0                          | 0.2194               | 0.0                         | 0.0                          | 0.9566                     | 0.8174                  | 0.9629       | 0.0                  | 0.0                   | 0.2197               | 0.0                   | nan           | 0.6898        | 0.8340            | 0.4223             | 0.6318               | 0.3037                   | nan                | 0.3741        | 0.5537           | 0.0             | 0.7810          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2291              | 0.0                 | 0.0                    | 0.6908                    | 0.0                   | 0.3200                | 0.0184                          | 0.0                     | nan                     | 0.0                     | 0.1828          | 0.0                    | 0.0                     | 0.8404                | 0.7435             | 0.9153  | 0.0             | 0.0              | 0.1769          | 0.0              |
| 0.3437        | 5.7   | 1140 | 0.6174          | 0.2792   | 0.3423        | 0.8346           | nan                | 0.8410             | 0.9443                 | 0.5442                  | 0.7439                    | 0.4972                        | nan                     | 0.4534             | 0.7617                | 0.0                  | 0.9308               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4301                   | 0.0                      | 0.0                         | 0.8915                         | 0.0                        | 0.5431                     | 0.0521                               | 0.0                          | nan                          | 0.0                          | 0.2596               | 0.0                         | 0.0                          | 0.9355                     | 0.8947                  | 0.9595       | 0.0                  | 0.0                   | 0.2720               | 0.0                   | nan           | 0.7226        | 0.8471            | 0.4400             | 0.6482               | 0.3168                   | nan                | 0.3740        | 0.5410           | 0.0             | 0.7879          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2574              | 0.0                 | 0.0                    | 0.7063                    | 0.0                   | 0.3265                | 0.0508                          | 0.0                     | nan                     | 0.0                     | 0.2106          | 0.0                    | 0.0                     | 0.8479                | 0.7455             | 0.9171  | 0.0             | 0.0              | 0.1962          | 0.0              |
| 0.4298        | 5.8   | 1160 | 0.6134          | 0.2781   | 0.3353        | 0.8353           | nan                | 0.8577             | 0.9386                 | 0.5211                  | 0.7719                    | 0.4591                        | nan                     | 0.4418             | 0.7563                | 0.0                  | 0.9277               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3321                   | 0.0                      | 0.0                         | 0.9252                         | 0.0                        | 0.4237                     | 0.0904                               | 0.0                          | nan                          | 0.0                          | 0.2481               | 0.0                         | 0.0                          | 0.9335                     | 0.8962                  | 0.9621       | 0.0                  | 0.0                   | 0.2454               | 0.0                   | nan           | 0.7176        | 0.8498            | 0.4310             | 0.6682               | 0.3271                   | nan                | 0.3581        | 0.5549           | 0.0             | 0.7808          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2378              | 0.0                 | 0.0                    | 0.6713                    | 0.0                   | 0.3008                | 0.0883                          | 0.0                     | nan                     | 0.0                     | 0.2080          | 0.0                    | 0.0                     | 0.8506                | 0.7543             | 0.9174  | 0.0             | 0.0              | 0.1841          | 0.0              |
| 0.6889        | 5.9   | 1180 | 0.6136          | 0.2788   | 0.3369        | 0.8355           | nan                | 0.8318             | 0.9517                 | 0.5924                  | 0.7928                    | 0.3679                        | nan                     | 0.4446             | 0.7324                | 0.0                  | 0.9197               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3977                   | 0.0                      | 0.0                         | 0.9050                         | 0.0                        | 0.4513                     | 0.1394                               | 0.0                          | nan                          | 0.0                          | 0.2672               | 0.0                         | 0.0                          | 0.9468                     | 0.8603                  | 0.9680       | 0.0                  | 0.0                   | 0.2134               | 0.0                   | nan           | 0.7105        | 0.8455            | 0.4164             | 0.6613               | 0.3017                   | nan                | 0.3604        | 0.5448           | 0.0             | 0.7887          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2619              | 0.0                 | 0.0                    | 0.6877                    | 0.0                   | 0.3169                | 0.1338                          | 0.0                     | nan                     | 0.0                     | 0.2144          | 0.0                    | 0.0                     | 0.8462                | 0.7462             | 0.9155  | 0.0             | 0.0              | 0.1707          | 0.0              |
| 0.4294        | 6.0   | 1200 | 0.6237          | 0.2787   | 0.3372        | 0.8343           | nan                | 0.8774             | 0.9479                 | 0.5795                  | 0.7154                    | 0.3698                        | nan                     | 0.3976             | 0.7525                | 0.0                  | 0.9183               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4412                   | 0.0                      | 0.0                         | 0.9200                         | 0.0                        | 0.4551                     | 0.1293                               | 0.0                          | nan                          | 0.0                          | 0.3076               | 0.0                         | 0.0                          | 0.9386                     | 0.8491                  | 0.9612       | 0.0                  | 0.0                   | 0.2297               | 0.0                   | nan           | 0.7117        | 0.8500            | 0.4300             | 0.6318               | 0.3026                   | nan                | 0.3341        | 0.5519           | 0.0             | 0.7848          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2811              | 0.0                 | 0.0                    | 0.6789                    | 0.0                   | 0.3069                | 0.1241                          | 0.0                     | nan                     | 0.0                     | 0.2370          | 0.0                    | 0.0                     | 0.8482                | 0.7534             | 0.9164  | 0.0             | 0.0              | 0.1750          | 0.0              |
| 0.3842        | 6.1   | 1220 | 0.6013          | 0.2861   | 0.3502        | 0.8391           | nan                | 0.8607             | 0.9402                 | 0.5867                  | 0.7663                    | 0.4641                        | nan                     | 0.4457             | 0.7530                | 0.0                  | 0.9345               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4567                   | 0.0                      | 0.0                         | 0.8909                         | 0.0                        | 0.4718                     | 0.2415                               | 0.0                          | nan                          | 0.0                          | 0.3472               | 0.0                         | 0.0                          | 0.9365                     | 0.9007                  | 0.9691       | 0.0                  | 0.0                   | 0.2402               | 0.0                   | nan           | 0.7264        | 0.8525            | 0.4257             | 0.6615               | 0.3263                   | nan                | 0.3696        | 0.5470           | 0.0             | 0.7799          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2428              | 0.0                 | 0.0                    | 0.7000                    | 0.0                   | 0.3559                | 0.2309                          | 0.0                     | nan                     | 0.0                     | 0.2498          | 0.0                    | 0.0                     | 0.8444                | 0.7538             | 0.9154  | 0.0             | 0.0              | 0.1744          | 0.0              |
| 0.3414        | 6.2   | 1240 | 0.6057          | 0.2841   | 0.3458        | 0.8372           | nan                | 0.8653             | 0.9294                 | 0.5736                  | 0.8022                    | 0.4314                        | nan                     | 0.4221             | 0.7446                | 0.0                  | 0.9128               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4779                   | 0.0                      | 0.0                         | 0.9221                         | 0.0                        | 0.4615                     | 0.2442                               | 0.0                          | nan                          | 0.0                          | 0.3033               | 0.0                         | 0.0                          | 0.9383                     | 0.8996                  | 0.9713       | 0.0                  | 0.0                   | 0.1656               | 0.0                   | nan           | 0.7125        | 0.8481            | 0.4153             | 0.6647               | 0.3241                   | nan                | 0.3588        | 0.5569           | 0.0             | 0.7896          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2746              | 0.0                 | 0.0                    | 0.6852                    | 0.0                   | 0.3387                | 0.2334                          | 0.0                     | nan                     | 0.0                     | 0.2254          | 0.0                    | 0.0                     | 0.8512                | 0.7521             | 0.9160  | 0.0             | 0.0              | 0.1452          | 0.0              |
| 0.2668        | 6.3   | 1260 | 0.6107          | 0.2826   | 0.3450        | 0.8359           | nan                | 0.8583             | 0.9382                 | 0.5687                  | 0.7657                    | 0.4032                        | nan                     | 0.4406             | 0.7619                | 0.0                  | 0.9462               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4559                   | 0.0                      | 0.0                         | 0.9111                         | 0.0                        | 0.4298                     | 0.2429                               | 0.0                          | nan                          | 0.0                          | 0.3298               | 0.0                         | 0.0                          | 0.9344                     | 0.8866                  | 0.9681       | 0.0                  | 0.0                   | 0.1990               | 0.0                   | nan           | 0.7169        | 0.8450            | 0.4128             | 0.6378               | 0.3066                   | nan                | 0.3632        | 0.5477           | 0.0             | 0.7759          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2558              | 0.0                 | 0.0                    | 0.6840                    | 0.0                   | 0.3300                | 0.2327                          | 0.0                     | nan                     | 0.0                     | 0.2419          | 0.0                    | 0.0                     | 0.8551                | 0.7577             | 0.9192  | 0.0             | 0.0              | 0.1616          | 0.0              |
| 0.345         | 6.4   | 1280 | 0.6021          | 0.2856   | 0.3476        | 0.8376           | nan                | 0.8565             | 0.9475                 | 0.5464                  | 0.7295                    | 0.4149                        | nan                     | 0.4622             | 0.7741                | 0.0                  | 0.9269               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4755                   | 0.0                      | 0.0                         | 0.8993                         | 0.0                        | 0.5527                     | 0.1694                               | 0.0                          | nan                          | 0.0                          | 0.3497               | 0.0                         | 0.0                          | 0.9417                     | 0.8722                  | 0.9643       | 0.0                  | 0.0                   | 0.2404               | 0.0                   | nan           | 0.7249        | 0.8440            | 0.4423             | 0.6305               | 0.3065                   | nan                | 0.3753        | 0.5470           | 0.0             | 0.7960          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2836              | 0.0                 | 0.0                    | 0.7073                    | 0.0                   | 0.3537                | 0.1610                          | 0.0                     | nan                     | 0.0                     | 0.2510          | 0.0                    | 0.0                     | 0.8510                | 0.7626             | 0.9202  | 0.0             | 0.0              | 0.1828          | 0.0              |
| 0.5035        | 6.5   | 1300 | 0.6096          | 0.2843   | 0.3532        | 0.8321           | nan                | 0.8155             | 0.9197                 | 0.6216                  | 0.8217                    | 0.4931                        | nan                     | 0.4721             | 0.7753                | 0.0                  | 0.9274               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5045                   | 0.0                      | 0.0                         | 0.9012                         | 0.0                        | 0.5240                     | 0.1959                               | 0.0                          | nan                          | 0.0                          | 0.3288               | 0.0                         | 0.0                          | 0.9487                     | 0.8548                  | 0.9681       | 0.0                  | 0.0                   | 0.2306               | 0.0                   | nan           | 0.7139        | 0.8361            | 0.3180             | 0.6709               | 0.3177                   | nan                | 0.3877        | 0.5664           | 0.0             | 0.7972          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2867              | 0.0                 | 0.0                    | 0.7039                    | 0.0                   | 0.3595                | 0.1869                          | 0.0                     | nan                     | 0.0                     | 0.2409          | 0.0                    | 0.0                     | 0.8500                | 0.7600             | 0.9195  | 0.0             | 0.0              | 0.1806          | 0.0              |
| 0.4929        | 6.6   | 1320 | 0.5924          | 0.2927   | 0.3533        | 0.8429           | nan                | 0.8576             | 0.9476                 | 0.5682                  | 0.7956                    | 0.4425                        | nan                     | 0.4412             | 0.7597                | 0.0                  | 0.8999               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4884                   | 0.0                      | 0.0                         | 0.9014                         | 0.0                        | 0.5541                     | 0.2743                               | 0.0                          | nan                          | 0.0                          | 0.3219               | 0.0                         | 0.0                          | 0.9345                     | 0.9021                  | 0.9714       | 0.0                  | 0.0                   | 0.2466               | 0.0                   | nan           | 0.7308        | 0.8552            | 0.4243             | 0.6894               | 0.3305                   | nan                | 0.3699        | 0.5736           | 0.0             | 0.8015          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3291              | 0.0                 | 0.0                    | 0.7071                    | 0.0                   | 0.3793                | 0.2500                          | 0.0                     | nan                     | 0.0                     | 0.2393          | 0.0                    | 0.0                     | 0.8447                | 0.7398             | 0.9170  | 0.0             | 0.0              | 0.1852          | 0.0              |
| 0.3436        | 6.7   | 1340 | 0.5995          | 0.2838   | 0.3429        | 0.8384           | nan                | 0.8742             | 0.9381                 | 0.5760                  | 0.7711                    | 0.4374                        | nan                     | 0.4228             | 0.7859                | 0.0                  | 0.9308               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4498                   | 0.0                      | 0.0                         | 0.9159                         | 0.0                        | 0.4172                     | 0.1522                               | 0.0                          | nan                          | 0.0                          | 0.2774               | 0.0                         | 0.0                          | 0.9524                     | 0.8462                  | 0.9683       | 0.0                  | 0.0                   | 0.2565               | 0.0                   | nan           | 0.7204        | 0.8513            | 0.4114             | 0.6822               | 0.3266                   | nan                | 0.3601        | 0.5441           | 0.0             | 0.7848          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3261              | 0.0                 | 0.0                    | 0.6896                    | 0.0                   | 0.3091                | 0.1470                          | 0.0                     | nan                     | 0.0                     | 0.2188          | 0.0                    | 0.0                     | 0.8459                | 0.7607             | 0.9183  | 0.0             | 0.0              | 0.1861          | 0.0              |
| 0.7377        | 6.8   | 1360 | 0.6134          | 0.2833   | 0.3463        | 0.8354           | nan                | 0.8362             | 0.9553                 | 0.5929                  | 0.7248                    | 0.4510                        | nan                     | 0.4497             | 0.7811                | 0.0                  | 0.9095               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5309                   | 0.0                      | 0.0                         | 0.9113                         | 0.0                        | 0.4732                     | 0.1200                               | 0.0                          | nan                          | 0.0                          | 0.3126               | 0.0                         | 0.0                          | 0.9227                     | 0.9004                  | 0.9666       | 0.0                  | 0.0                   | 0.2439               | 0.0                   | nan           | 0.7292        | 0.8460            | 0.4295             | 0.6422               | 0.3253                   | nan                | 0.3596        | 0.5413           | 0.0             | 0.7990          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3584              | 0.0                 | 0.0                    | 0.6972                    | 0.0                   | 0.3199                | 0.1156                          | 0.0                     | nan                     | 0.0                     | 0.2365          | 0.0                    | 0.0                     | 0.8455                | 0.7276             | 0.9192  | 0.0             | 0.0              | 0.1726          | 0.0              |
| 0.4128        | 6.9   | 1380 | 0.6006          | 0.2878   | 0.3553        | 0.8391           | nan                | 0.8415             | 0.9462                 | 0.6214                  | 0.7366                    | 0.4697                        | nan                     | 0.4957             | 0.7677                | 0.0                  | 0.9305               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6027                   | 0.0                      | 0.0                         | 0.8901                         | 0.0                        | 0.5046                     | 0.2026                               | 0.0                          | nan                          | 0.0                          | 0.2951               | 0.0                         | 0.0                          | 0.9465                     | 0.8840                  | 0.9614       | 0.0                  | 0.0                   | 0.2743               | 0.0                   | nan           | 0.7322        | 0.8519            | 0.4002             | 0.6451               | 0.3300                   | nan                | 0.3886        | 0.5512           | 0.0             | 0.7940          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3177              | 0.0                 | 0.0                    | 0.7060                    | 0.0                   | 0.3487                | 0.1921                          | 0.0                     | nan                     | 0.0                     | 0.2287          | 0.0                    | 0.0                     | 0.8469                | 0.7604             | 0.9208  | 0.0             | 0.0              | 0.1936          | 0.0              |
| 0.4907        | 7.0   | 1400 | 0.6117          | 0.2858   | 0.3455        | 0.8376           | nan                | 0.8634             | 0.9474                 | 0.5965                  | 0.7312                    | 0.4186                        | nan                     | 0.4155             | 0.7470                | 0.0                  | 0.9203               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5297                   | 0.0                      | 0.0                         | 0.9243                         | 0.0                        | 0.4433                     | 0.2116                               | 0.0                          | nan                          | 0.0                          | 0.2940               | 0.0                         | 0.0                          | 0.9311                     | 0.8932                  | 0.9692       | 0.0                  | 0.0                   | 0.2194               | 0.0                   | nan           | 0.7268        | 0.8486            | 0.4166             | 0.6316               | 0.3267                   | nan                | 0.3552        | 0.5937           | 0.0             | 0.8002          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3162              | 0.0                 | 0.0                    | 0.6794                    | 0.0                   | 0.3256                | 0.1987                          | 0.0                     | nan                     | 0.0                     | 0.2328          | 0.0                    | 0.0                     | 0.8514                | 0.7513             | 0.9192  | 0.0             | 0.0              | 0.1712          | 0.0              |
| 0.4294        | 7.1   | 1420 | 0.6113          | 0.2919   | 0.3560        | 0.8385           | nan                | 0.8568             | 0.9325                 | 0.6310                  | 0.7411                    | 0.4957                        | nan                     | 0.4646             | 0.7486                | 0.0                  | 0.9336               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5143                   | 0.0                      | 0.0                         | 0.8965                         | 0.0                        | 0.4609                     | 0.3225                               | 0.0                          | nan                          | 0.0                          | 0.3558               | 0.0                         | 0.0                          | 0.9469                     | 0.8690                  | 0.9707       | 0.0                  | 0.0                   | 0.2502               | 0.0                   | nan           | 0.7284        | 0.8455            | 0.3658             | 0.6479               | 0.3335                   | nan                | 0.3784        | 0.5995           | 0.0             | 0.7964          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3039              | 0.0                 | 0.0                    | 0.6996                    | 0.0                   | 0.3631                | 0.3026                          | 0.0                     | nan                     | 0.0                     | 0.2534          | 0.0                    | 0.0                     | 0.8554                | 0.7669             | 0.9180  | 0.0             | 0.0              | 0.1809          | 0.0              |
| 0.3443        | 7.2   | 1440 | 0.5995          | 0.2913   | 0.3533        | 0.8400           | nan                | 0.8612             | 0.9478                 | 0.5732                  | 0.7560                    | 0.4347                        | nan                     | 0.4262             | 0.7650                | 0.0                  | 0.9334               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5207                   | 0.0                      | 0.0                         | 0.9054                         | 0.0                        | 0.4590                     | 0.3551                               | 0.0                          | nan                          | 0.0                          | 0.3457               | 0.0                         | 0.0                          | 0.9247                     | 0.8845                  | 0.9716       | 0.0                  | 0.0                   | 0.2411               | 0.0                   | nan           | 0.7276        | 0.8468            | 0.4115             | 0.6580               | 0.3226                   | nan                | 0.3623        | 0.5876           | 0.0             | 0.7949          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2886              | 0.0                 | 0.0                    | 0.6991                    | 0.0                   | 0.3612                | 0.3291                          | 0.0                     | nan                     | 0.0                     | 0.2508          | 0.0                    | 0.0                     | 0.8487                | 0.7406             | 0.9172  | 0.0             | 0.0              | 0.1762          | 0.0              |
| 0.3951        | 7.3   | 1460 | 0.5993          | 0.2881   | 0.3512        | 0.8389           | nan                | 0.8361             | 0.9493                 | 0.5587                  | 0.7858                    | 0.4044                        | nan                     | 0.4564             | 0.7742                | 0.0                  | 0.9285               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5710                   | 0.0                      | 0.0                         | 0.9064                         | 0.0                        | 0.4519                     | 0.2775                               | 0.0                          | nan                          | 0.0                          | 0.3373               | 0.0                         | 0.0                          | 0.9471                     | 0.8486                  | 0.9723       | 0.0                  | 0.0                   | 0.2314               | 0.0                   | nan           | 0.7132        | 0.8495            | 0.4238             | 0.6330               | 0.3179                   | nan                | 0.3756        | 0.5680           | 0.0             | 0.7991          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2852              | 0.0                 | 0.0                    | 0.6937                    | 0.0                   | 0.3453                | 0.2636                          | 0.0                     | nan                     | 0.0                     | 0.2459          | 0.0                    | 0.0                     | 0.8534                | 0.7632             | 0.9170  | 0.0             | 0.0              | 0.1723          | 0.0              |
| 0.2938        | 7.4   | 1480 | 0.5979          | 0.2917   | 0.3518        | 0.8414           | nan                | 0.8454             | 0.9501                 | 0.5647                  | 0.7701                    | 0.4146                        | nan                     | 0.4512             | 0.7719                | 0.0                  | 0.9103               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5378                   | 0.0                      | 0.0                         | 0.9112                         | 0.0                        | 0.4758                     | 0.3094                               | 0.0                          | nan                          | 0.0                          | 0.3269               | 0.0                         | 0.0                          | 0.9511                     | 0.8692                  | 0.9649       | 0.0                  | 0.0                   | 0.2323               | 0.0                   | nan           | 0.7207        | 0.8505            | 0.4227             | 0.6485               | 0.3229                   | nan                | 0.3762        | 0.5570           | 0.0             | 0.8052          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3362              | 0.0                 | 0.0                    | 0.6955                    | 0.0                   | 0.3548                | 0.2909                          | 0.0                     | nan                     | 0.0                     | 0.2420          | 0.0                    | 0.0                     | 0.8549                | 0.7673             | 0.9201  | 0.0             | 0.0              | 0.1700          | 0.0              |
| 0.3063        | 7.5   | 1500 | 0.6103          | 0.2915   | 0.3522        | 0.8394           | nan                | 0.8513             | 0.9569                 | 0.5581                  | 0.7077                    | 0.4143                        | nan                     | 0.3906             | 0.7775                | 0.0                  | 0.9367               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4860                   | 0.0                      | 0.0                         | 0.8950                         | 0.0                        | 0.5014                     | 0.3608                               | 0.0                          | nan                          | 0.0                          | 0.3768               | 0.0                         | 0.0                          | 0.9326                     | 0.8919                  | 0.9663       | 0.0                  | 0.0                   | 0.2673               | 0.0                   | nan           | 0.7188        | 0.8446            | 0.4269             | 0.6124               | 0.3294                   | nan                | 0.3401        | 0.5628           | 0.0             | 0.7936          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3101              | 0.0                 | 0.0                    | 0.7025                    | 0.0                   | 0.3740                | 0.3336                          | 0.0                     | nan                     | 0.0                     | 0.2626          | 0.0                    | 0.0                     | 0.8565                | 0.7535             | 0.9210  | 0.0             | 0.0              | 0.1848          | 0.0              |
| 0.4145        | 7.6   | 1520 | 0.6139          | 0.2870   | 0.3462        | 0.8375           | nan                | 0.8695             | 0.9446                 | 0.5545                  | 0.6713                    | 0.4503                        | nan                     | 0.4578             | 0.7690                | 0.0                  | 0.9225               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4519                   | 0.0                      | 0.0                         | 0.9195                         | 0.0                        | 0.4797                     | 0.2639                               | 0.0                          | nan                          | 0.0                          | 0.3073               | 0.0                         | 0.0                          | 0.9363                     | 0.8959                  | 0.9690       | 0.0                  | 0.0                   | 0.2163               | 0.0                   | nan           | 0.7244        | 0.8468            | 0.4270             | 0.5928               | 0.3406                   | nan                | 0.3668        | 0.5579           | 0.0             | 0.8011          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3160              | 0.0                 | 0.0                    | 0.6902                    | 0.0                   | 0.3466                | 0.2489                          | 0.0                     | nan                     | 0.0                     | 0.2337          | 0.0                    | 0.0                     | 0.8549                | 0.7506             | 0.9195  | 0.0             | 0.0              | 0.1673          | 0.0              |
| 0.9153        | 7.7   | 1540 | 0.6055          | 0.2901   | 0.3539        | 0.8373           | nan                | 0.8256             | 0.9482                 | 0.5821                  | 0.7362                    | 0.4750                        | nan                     | 0.4594             | 0.7786                | 0.0                  | 0.9368               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4499                   | 0.0                      | 0.0                         | 0.8786                         | 0.0                        | 0.5140                     | 0.2710                               | 0.0                          | nan                          | 0.0                          | 0.3504               | 0.0                         | 0.0                          | 0.9374                     | 0.8967                  | 0.9696       | 0.0                  | 0.0                   | 0.3158               | 0.0                   | nan           | 0.7159        | 0.8463            | 0.4322             | 0.6072               | 0.3435                   | nan                | 0.3800        | 0.5541           | 0.0             | 0.7938          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3016              | 0.0                 | 0.0                    | 0.7086                    | 0.0                   | 0.3710                | 0.2589                          | 0.0                     | nan                     | 0.0                     | 0.2577          | 0.0                    | 0.0                     | 0.8505                | 0.7452             | 0.9191  | 0.0             | 0.0              | 0.1964          | 0.0              |
| 0.3268        | 7.8   | 1560 | 0.6009          | 0.2911   | 0.3532        | 0.8407           | nan                | 0.8675             | 0.9404                 | 0.5684                  | 0.7250                    | 0.4900                        | nan                     | 0.4666             | 0.7657                | 0.0                  | 0.9205               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5209                   | 0.0                      | 0.0                         | 0.9170                         | 0.0                        | 0.5335                     | 0.2576                               | 0.0                          | nan                          | 0.0                          | 0.3168               | 0.0                         | 0.0                          | 0.9390                     | 0.8789                  | 0.9671       | 0.0                  | 0.0                   | 0.2280               | 0.0                   | nan           | 0.7273        | 0.8501            | 0.4168             | 0.6399               | 0.3439                   | nan                | 0.3778        | 0.5709           | 0.0             | 0.8027          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3164              | 0.0                 | 0.0                    | 0.6985                    | 0.0                   | 0.3665                | 0.2401                          | 0.0                     | nan                     | 0.0                     | 0.2423          | 0.0                    | 0.0                     | 0.8595                | 0.7642             | 0.9212  | 0.0             | 0.0              | 0.1759          | 0.0              |
| 0.4042        | 7.9   | 1580 | 0.5907          | 0.2940   | 0.3564        | 0.8436           | nan                | 0.8629             | 0.9405                 | 0.5990                  | 0.7337                    | 0.4989                        | nan                     | 0.4793             | 0.7556                | 0.0                  | 0.9333               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4932                   | 0.0                      | 0.0                         | 0.9074                         | 0.0                        | 0.5340                     | 0.3461                               | 0.0                          | nan                          | 0.0                          | 0.3155               | 0.0                         | 0.0                          | 0.9464                     | 0.8863                  | 0.9658       | 0.0                  | 0.0                   | 0.2071               | 0.0                   | nan           | 0.7331        | 0.8538            | 0.4141             | 0.6457               | 0.3494                   | nan                | 0.3874        | 0.5881           | 0.0             | 0.7962          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2864              | 0.0                 | 0.0                    | 0.7063                    | 0.0                   | 0.3829                | 0.3137                          | 0.0                     | nan                     | 0.0                     | 0.2380          | 0.0                    | 0.0                     | 0.8578                | 0.7657             | 0.9210  | 0.0             | 0.0              | 0.1687          | 0.0              |
| 0.4915        | 8.0   | 1600 | 0.5805          | 0.2976   | 0.3593        | 0.8458           | nan                | 0.8618             | 0.9395                 | 0.5801                  | 0.7933                    | 0.4558                        | nan                     | 0.4925             | 0.7563                | 0.0                  | 0.9391               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4860                   | 0.0                      | 0.0                         | 0.8979                         | 0.0                        | 0.5390                     | 0.4165                               | 0.0                          | nan                          | 0.0                          | 0.3220               | 0.0                         | 0.0                          | 0.9466                     | 0.8853                  | 0.9648       | 0.0                  | 0.0                   | 0.2215               | 0.0                   | nan           | 0.7311        | 0.8544            | 0.4294             | 0.6731               | 0.3421                   | nan                | 0.3934        | 0.6052           | 0.0             | 0.7928          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2803              | 0.0                 | 0.0                    | 0.7124                    | 0.0                   | 0.3900                | 0.3612                          | 0.0                     | nan                     | 0.0                     | 0.2420          | 0.0                    | 0.0                     | 0.8564                | 0.7633             | 0.9208  | 0.0             | 0.0              | 0.1752          | 0.0              |
| 0.4564        | 8.1   | 1620 | 0.5909          | 0.2975   | 0.3610        | 0.8440           | nan                | 0.8619             | 0.9410                 | 0.5701                  | 0.7384                    | 0.4921                        | nan                     | 0.4827             | 0.7838                | 0.0                  | 0.9279               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5328                   | 0.0                      | 0.0                         | 0.9000                         | 0.0                        | 0.4814                     | 0.4299                               | 0.0                          | nan                          | 0.0                          | 0.3525               | 0.0                         | 0.0                          | 0.9441                     | 0.9024                  | 0.9651       | 0.0                  | 0.0                   | 0.2475               | 0.0                   | nan           | 0.7357        | 0.8515            | 0.4326             | 0.6508               | 0.3435                   | nan                | 0.3904        | 0.5702           | 0.0             | 0.8007          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2983              | 0.0                 | 0.0                    | 0.7060                    | 0.0                   | 0.3913                | 0.3839                          | 0.0                     | nan                     | 0.0                     | 0.2573          | 0.0                    | 0.0                     | 0.8514                | 0.7541             | 0.9211  | 0.0             | 0.0              | 0.1825          | 0.0              |
| 0.4293        | 8.2   | 1640 | 0.6016          | 0.2936   | 0.3568        | 0.8418           | nan                | 0.8488             | 0.9535                 | 0.5645                  | 0.7347                    | 0.4343                        | nan                     | 0.4671             | 0.7780                | 0.0                  | 0.9347               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5543                   | 0.0                      | 0.0                         | 0.9067                         | 0.0                        | 0.4645                     | 0.3615                               | 0.0                          | nan                          | 0.0                          | 0.3499               | 0.0                         | 0.0                          | 0.9274                     | 0.9089                  | 0.9687       | 0.0                  | 0.0                   | 0.2600               | 0.0                   | nan           | 0.7298        | 0.8479            | 0.4386             | 0.6442               | 0.3341                   | nan                | 0.3834        | 0.5715           | 0.0             | 0.7976          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2911              | 0.0                 | 0.0                    | 0.6990                    | 0.0                   | 0.3703                | 0.3328                          | 0.0                     | nan                     | 0.0                     | 0.2537          | 0.0                    | 0.0                     | 0.8524                | 0.7378             | 0.9213  | 0.0             | 0.0              | 0.1892          | 0.0              |
| 0.2416        | 8.3   | 1660 | 0.5930          | 0.2960   | 0.3567        | 0.8451           | nan                | 0.8627             | 0.9523                 | 0.5585                  | 0.7374                    | 0.4508                        | nan                     | 0.4778             | 0.7690                | 0.0                  | 0.9195               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5584                   | 0.0                      | 0.0                         | 0.8988                         | 0.0                        | 0.4868                     | 0.3511                               | 0.0                          | nan                          | 0.0                          | 0.3384               | 0.0                         | 0.0                          | 0.9519                     | 0.8790                  | 0.9689       | 0.0                  | 0.0                   | 0.2518               | 0.0                   | nan           | 0.7371        | 0.8516            | 0.4397             | 0.6510               | 0.3411                   | nan                | 0.3888        | 0.5760           | 0.0             | 0.8089          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3068              | 0.0                 | 0.0                    | 0.7035                    | 0.0                   | 0.3740                | 0.3219                          | 0.0                     | nan                     | 0.0                     | 0.2455          | 0.0                    | 0.0                     | 0.8547                | 0.7661             | 0.9207  | 0.0             | 0.0              | 0.1857          | 0.0              |
| 0.474         | 8.4   | 1680 | 0.5887          | 0.2968   | 0.3623        | 0.8446           | nan                | 0.8520             | 0.9483                 | 0.5958                  | 0.7393                    | 0.4958                        | nan                     | 0.4858             | 0.7934                | 0.0                  | 0.9286               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5722                   | 0.0                      | 0.0                         | 0.8975                         | 0.0                        | 0.5263                     | 0.3477                               | 0.0                          | nan                          | 0.0                          | 0.3560               | 0.0                         | 0.0                          | 0.9466                     | 0.8638                  | 0.9745       | 0.0                  | 0.0                   | 0.2685               | 0.0                   | nan           | 0.7394        | 0.8504            | 0.4320             | 0.6534               | 0.3434                   | nan                | 0.3952        | 0.5589           | 0.0             | 0.8037          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3123              | 0.0                 | 0.0                    | 0.7126                    | 0.0                   | 0.3813                | 0.3195                          | 0.0                     | nan                     | 0.0                     | 0.2577          | 0.0                    | 0.0                     | 0.8598                | 0.7705             | 0.9179  | 0.0             | 0.0              | 0.1891          | 0.0              |
| 0.7499        | 8.5   | 1700 | 0.5912          | 0.2969   | 0.3622        | 0.8429           | nan                | 0.8376             | 0.9494                 | 0.5958                  | 0.7615                    | 0.4718                        | nan                     | 0.4667             | 0.7842                | 0.0                  | 0.9141               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5775                   | 0.0                      | 0.0                         | 0.9007                         | 0.0                        | 0.5435                     | 0.3685                               | 0.0                          | nan                          | 0.0                          | 0.3537               | 0.0                         | 0.0                          | 0.9321                     | 0.9052                  | 0.9709       | 0.0                  | 0.0                   | 0.2569               | 0.0                   | nan           | 0.7311        | 0.8501            | 0.4380             | 0.6496               | 0.3393                   | nan                | 0.3869        | 0.5726           | 0.0             | 0.8112          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3299              | 0.0                 | 0.0                    | 0.7124                    | 0.0                   | 0.3851                | 0.3354                          | 0.0                     | nan                     | 0.0                     | 0.2580          | 0.0                    | 0.0                     | 0.8530                | 0.7413             | 0.9208  | 0.0             | 0.0              | 0.1863          | 0.0              |
| 0.3122        | 8.6   | 1720 | 0.5893          | 0.2950   | 0.3559        | 0.8435           | nan                | 0.8625             | 0.9424                 | 0.5925                  | 0.7487                    | 0.4691                        | nan                     | 0.4895             | 0.7853                | 0.0                  | 0.9243               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5009                   | 0.0                      | 0.0                         | 0.9190                         | 0.0                        | 0.4775                     | 0.3233                               | 0.0                          | nan                          | 0.0                          | 0.3342               | 0.0                         | 0.0                          | 0.9466                     | 0.8685                  | 0.9681       | 0.0                  | 0.0                   | 0.2382               | 0.0                   | nan           | 0.7296        | 0.8538            | 0.4289             | 0.6504               | 0.3395                   | nan                | 0.3980        | 0.5691           | 0.0             | 0.8038          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3235              | 0.0                 | 0.0                    | 0.6949                    | 0.0                   | 0.3672                | 0.3033                          | 0.0                     | nan                     | 0.0                     | 0.2485          | 0.0                    | 0.0                     | 0.8586                | 0.7664             | 0.9228  | 0.0             | 0.0              | 0.1826          | 0.0              |
| 0.4643        | 8.7   | 1740 | 0.5790          | 0.2978   | 0.3629        | 0.8454           | nan                | 0.8425             | 0.9357                 | 0.5978                  | 0.8333                    | 0.4818                        | nan                     | 0.5086             | 0.7809                | 0.0                  | 0.9420               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5146                   | 0.0                      | 0.0                         | 0.8946                         | 0.0                        | 0.5240                     | 0.3464                               | 0.0                          | nan                          | 0.0                          | 0.3436               | 0.0                         | 0.0                          | 0.9468                     | 0.8926                  | 0.9658       | 0.0                  | 0.0                   | 0.2632               | 0.0                   | nan           | 0.7326        | 0.8559            | 0.4279             | 0.6736               | 0.3453                   | nan                | 0.4089        | 0.5846           | 0.0             | 0.7928          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3042              | 0.0                 | 0.0                    | 0.7079                    | 0.0                   | 0.3830                | 0.3168                          | 0.0                     | nan                     | 0.0                     | 0.2545          | 0.0                    | 0.0                     | 0.8582                | 0.7638             | 0.9225  | 0.0             | 0.0              | 0.1969          | 0.0              |
| 0.4116        | 8.8   | 1760 | 0.5820          | 0.2977   | 0.3611        | 0.8465           | nan                | 0.8533             | 0.9489                 | 0.5951                  | 0.7959                    | 0.4441                        | nan                     | 0.4867             | 0.7812                | 0.0                  | 0.9328               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5563                   | 0.0                      | 0.0                         | 0.9081                         | 0.0                        | 0.4951                     | 0.3623                               | 0.0                          | nan                          | 0.0                          | 0.3574               | 0.0                         | 0.0                          | 0.9371                     | 0.8924                  | 0.9654       | 0.0                  | 0.0                   | 0.2426               | 0.0                   | nan           | 0.7344        | 0.8561            | 0.4307             | 0.6806               | 0.3428                   | nan                | 0.3969        | 0.5798           | 0.0             | 0.8034          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3147              | 0.0                 | 0.0                    | 0.7025                    | 0.0                   | 0.3742                | 0.3268                          | 0.0                     | nan                     | 0.0                     | 0.2597          | 0.0                    | 0.0                     | 0.8580                | 0.7590             | 0.9230  | 0.0             | 0.0              | 0.1833          | 0.0              |
| 0.3642        | 8.9   | 1780 | 0.5825          | 0.2992   | 0.3612        | 0.8464           | nan                | 0.8459             | 0.9514                 | 0.5853                  | 0.7834                    | 0.4573                        | nan                     | 0.4848             | 0.7784                | 0.0                  | 0.9270               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5579                   | 0.0                      | 0.0                         | 0.9058                         | 0.0                        | 0.4744                     | 0.3935                               | 0.0                          | nan                          | 0.0                          | 0.3623               | 0.0                         | 0.0                          | 0.9419                     | 0.8927                  | 0.9659       | 0.0                  | 0.0                   | 0.2505               | 0.0                   | nan           | 0.7352        | 0.8545            | 0.4346             | 0.6736               | 0.3430                   | nan                | 0.3968        | 0.5806           | 0.0             | 0.8086          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3254              | 0.0                 | 0.0                    | 0.7030                    | 0.0                   | 0.3787                | 0.3601                          | 0.0                     | nan                     | 0.0                     | 0.2615          | 0.0                    | 0.0                     | 0.8548                | 0.7584             | 0.9230  | 0.0             | 0.0              | 0.1835          | 0.0              |
| 0.3355        | 9.0   | 1800 | 0.5826          | 0.2994   | 0.3636        | 0.8459           | nan                | 0.8603             | 0.9413                 | 0.5917                  | 0.7590                    | 0.4987                        | nan                     | 0.5007             | 0.7845                | 0.0                  | 0.9374               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5508                   | 0.0                      | 0.0                         | 0.8996                         | 0.0                        | 0.4774                     | 0.4227                               | 0.0                          | nan                          | 0.0                          | 0.3510               | 0.0                         | 0.0                          | 0.9467                     | 0.8837                  | 0.9653       | 0.0                  | 0.0                   | 0.2642               | 0.0                   | nan           | 0.7357        | 0.8555            | 0.4223             | 0.6648               | 0.3500                   | nan                | 0.4009        | 0.5832           | 0.0             | 0.8002          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3057              | 0.0                 | 0.0                    | 0.7050                    | 0.0                   | 0.3839                | 0.3773                          | 0.0                     | nan                     | 0.0                     | 0.2590          | 0.0                    | 0.0                     | 0.8559                | 0.7678             | 0.9229  | 0.0             | 0.0              | 0.1900          | 0.0              |
| 0.3793        | 9.1   | 1820 | 0.5882          | 0.2978   | 0.3613        | 0.8447           | nan                | 0.8496             | 0.9467                 | 0.5920                  | 0.7591                    | 0.4889                        | nan                     | 0.5053             | 0.7759                | 0.0                  | 0.9374               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5241                   | 0.0                      | 0.0                         | 0.9129                         | 0.0                        | 0.4975                     | 0.3962                               | 0.0                          | nan                          | 0.0                          | 0.3467               | 0.0                         | 0.0                          | 0.9294                     | 0.8948                  | 0.9636       | 0.0                  | 0.0                   | 0.2414               | 0.0                   | nan           | 0.7405        | 0.8545            | 0.4316             | 0.6590               | 0.3488                   | nan                | 0.4008        | 0.5891           | 0.0             | 0.7990          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3005              | 0.0                 | 0.0                    | 0.7028                    | 0.0                   | 0.3844                | 0.3574                          | 0.0                     | nan                     | 0.0                     | 0.2570          | 0.0                    | 0.0                     | 0.8520                | 0.7453             | 0.9236  | 0.0             | 0.0              | 0.1823          | 0.0              |
| 0.2793        | 9.2   | 1840 | 0.5878          | 0.2974   | 0.3616        | 0.8446           | nan                | 0.8513             | 0.9463                 | 0.5973                  | 0.7588                    | 0.5000                        | nan                     | 0.4986             | 0.7865                | 0.0                  | 0.9334               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5269                   | 0.0                      | 0.0                         | 0.9034                         | 0.0                        | 0.4835                     | 0.3733                               | 0.0                          | nan                          | 0.0                          | 0.3521               | 0.0                         | 0.0                          | 0.9342                     | 0.8937                  | 0.9654       | 0.0                  | 0.0                   | 0.2658               | 0.0                   | nan           | 0.7408        | 0.8537            | 0.4275             | 0.6630               | 0.3483                   | nan                | 0.4014        | 0.5750           | 0.0             | 0.8024          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3071              | 0.0                 | 0.0                    | 0.7035                    | 0.0                   | 0.3766                | 0.3445                          | 0.0                     | nan                     | 0.0                     | 0.2565          | 0.0                    | 0.0                     | 0.8533                | 0.7524             | 0.9224  | 0.0             | 0.0              | 0.1887          | 0.0              |
| 0.3716        | 9.3   | 1860 | 0.5903          | 0.2961   | 0.3573        | 0.8455           | nan                | 0.8684             | 0.9481                 | 0.5853                  | 0.7523                    | 0.4617                        | nan                     | 0.4910             | 0.7798                | 0.0                  | 0.9249               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5365                   | 0.0                      | 0.0                         | 0.9166                         | 0.0                        | 0.4795                     | 0.3358                               | 0.0                          | nan                          | 0.0                          | 0.3293               | 0.0                         | 0.0                          | 0.9398                     | 0.8781                  | 0.9679       | 0.0                  | 0.0                   | 0.2395               | 0.0                   | nan           | 0.7364        | 0.8548            | 0.4289             | 0.6600               | 0.3465                   | nan                | 0.3954        | 0.5684           | 0.0             | 0.8093          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3222              | 0.0                 | 0.0                    | 0.6978                    | 0.0                   | 0.3660                | 0.3115                          | 0.0                     | nan                     | 0.0                     | 0.2477          | 0.0                    | 0.0                     | 0.8597                | 0.7694             | 0.9220  | 0.0             | 0.0              | 0.1779          | 0.0              |
| 0.3073        | 9.4   | 1880 | 0.5829          | 0.2971   | 0.3572        | 0.8471           | nan                | 0.8683             | 0.9506                 | 0.5674                  | 0.7611                    | 0.4517                        | nan                     | 0.5018             | 0.7762                | 0.0                  | 0.9282               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5395                   | 0.0                      | 0.0                         | 0.9162                         | 0.0                        | 0.4836                     | 0.3563                               | 0.0                          | nan                          | 0.0                          | 0.3141               | 0.0                         | 0.0                          | 0.9427                     | 0.8766                  | 0.9691       | 0.0                  | 0.0                   | 0.2265               | 0.0                   | nan           | 0.7407        | 0.8562            | 0.4418             | 0.6648               | 0.3464                   | nan                | 0.3993        | 0.5748           | 0.0             | 0.8072          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3174              | 0.0                 | 0.0                    | 0.6974                    | 0.0                   | 0.3692                | 0.3253                          | 0.0                     | nan                     | 0.0                     | 0.2385          | 0.0                    | 0.0                     | 0.8599                | 0.7719             | 0.9217  | 0.0             | 0.0              | 0.1733          | 0.0              |
| 0.2746        | 9.5   | 1900 | 0.5797          | 0.2978   | 0.3595        | 0.8471           | nan                | 0.8629             | 0.9477                 | 0.5770                  | 0.7784                    | 0.4531                        | nan                     | 0.4984             | 0.7777                | 0.0                  | 0.9258               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5575                   | 0.0                      | 0.0                         | 0.9103                         | 0.0                        | 0.4861                     | 0.3582                               | 0.0                          | nan                          | 0.0                          | 0.3287               | 0.0                         | 0.0                          | 0.9462                     | 0.8830                  | 0.9698       | 0.0                  | 0.0                   | 0.2437               | 0.0                   | nan           | 0.7410        | 0.8565            | 0.4411             | 0.6698               | 0.3466                   | nan                | 0.3982        | 0.5803           | 0.0             | 0.8092          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3144              | 0.0                 | 0.0                    | 0.7000                    | 0.0                   | 0.3715                | 0.3289                          | 0.0                     | nan                     | 0.0                     | 0.2446          | 0.0                    | 0.0                     | 0.8575                | 0.7704             | 0.9218  | 0.0             | 0.0              | 0.1790          | 0.0              |
| 0.3607        | 9.6   | 1920 | 0.5941          | 0.2970   | 0.3575        | 0.8456           | nan                | 0.8571             | 0.9580                 | 0.5710                  | 0.7238                    | 0.4492                        | nan                     | 0.4884             | 0.7706                | 0.0                  | 0.9305               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5505                   | 0.0                      | 0.0                         | 0.9117                         | 0.0                        | 0.4975                     | 0.3714                               | 0.0                          | nan                          | 0.0                          | 0.3271               | 0.0                         | 0.0                          | 0.9358                     | 0.8878                  | 0.9665       | 0.0                  | 0.0                   | 0.2429               | 0.0                   | nan           | 0.7387        | 0.8515            | 0.4434             | 0.6432               | 0.3427                   | nan                | 0.3884        | 0.5768           | 0.0             | 0.8068          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3156              | 0.0                 | 0.0                    | 0.7027                    | 0.0                   | 0.3808                | 0.3404                          | 0.0                     | nan                     | 0.0                     | 0.2459          | 0.0                    | 0.0                     | 0.8600                | 0.7649             | 0.9235  | 0.0             | 0.0              | 0.1797          | 0.0              |
| 0.551         | 9.7   | 1940 | 0.5854          | 0.2979   | 0.3612        | 0.8452           | nan                | 0.8724             | 0.9397                 | 0.5686                  | 0.7450                    | 0.4752                        | nan                     | 0.5028             | 0.7750                | 0.0                  | 0.9353               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5518                   | 0.0                      | 0.0                         | 0.9036                         | 0.0                        | 0.5075                     | 0.3871                               | 0.0                          | nan                          | 0.0                          | 0.3322               | 0.0                         | 0.0                          | 0.9442                     | 0.8904                  | 0.9713       | 0.0                  | 0.0                   | 0.2548               | 0.0                   | nan           | 0.7333        | 0.8548            | 0.4334             | 0.6499               | 0.3496                   | nan                | 0.3970        | 0.5874           | 0.0             | 0.8014          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3017              | 0.0                 | 0.0                    | 0.7046                    | 0.0                   | 0.3878                | 0.3525                          | 0.0                     | nan                     | 0.0                     | 0.2472          | 0.0                    | 0.0                     | 0.8574                | 0.7654             | 0.9218  | 0.0             | 0.0              | 0.1864          | 0.0              |
| 0.417         | 9.8   | 1960 | 0.5867          | 0.2993   | 0.3616        | 0.8462           | nan                | 0.8696             | 0.9473                 | 0.5746                  | 0.7423                    | 0.4598                        | nan                     | 0.4883             | 0.7754                | 0.0                  | 0.9295               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5606                   | 0.0                      | 0.0                         | 0.9018                         | 0.0                        | 0.4964                     | 0.4181                               | 0.0                          | nan                          | 0.0                          | 0.3385               | 0.0                         | 0.0                          | 0.9421                     | 0.8914                  | 0.9685       | 0.0                  | 0.0                   | 0.2674               | 0.0                   | nan           | 0.7348        | 0.8543            | 0.4322             | 0.6508               | 0.3474                   | nan                | 0.3945        | 0.5816           | 0.0             | 0.8074          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3141              | 0.0                 | 0.0                    | 0.7062                    | 0.0                   | 0.3905                | 0.3765                          | 0.0                     | nan                     | 0.0                     | 0.2517          | 0.0                    | 0.0                     | 0.8584                | 0.7636             | 0.9229  | 0.0             | 0.0              | 0.1896          | 0.0              |
| 0.3938        | 9.9   | 1980 | 0.5864          | 0.2984   | 0.3604        | 0.8458           | nan                | 0.8685             | 0.9452                 | 0.5814                  | 0.7414                    | 0.4627                        | nan                     | 0.4926             | 0.7724                | 0.0                  | 0.9271               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5601                   | 0.0                      | 0.0                         | 0.9028                         | 0.0                        | 0.4875                     | 0.4032                               | 0.0                          | nan                          | 0.0                          | 0.3355               | 0.0                         | 0.0                          | 0.9493                     | 0.8861                  | 0.9661       | 0.0                  | 0.0                   | 0.2511               | 0.0                   | nan           | 0.7348        | 0.8543            | 0.4299             | 0.6507               | 0.3471                   | nan                | 0.3960        | 0.5810           | 0.0             | 0.8082          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3151              | 0.0                 | 0.0                    | 0.7047                    | 0.0                   | 0.3855                | 0.3669                          | 0.0                     | nan                     | 0.0                     | 0.2480          | 0.0                    | 0.0                     | 0.8549                | 0.7663             | 0.9226  | 0.0             | 0.0              | 0.1842          | 0.0              |
| 0.3931        | 10.0  | 2000 | 0.5881          | 0.2988   | 0.3613        | 0.8463           | nan                | 0.8649             | 0.9502                 | 0.5791                  | 0.7393                    | 0.4485                        | nan                     | 0.4859             | 0.7767                | 0.0                  | 0.9341               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5642                   | 0.0                      | 0.0                         | 0.8944                         | 0.0                        | 0.4959                     | 0.4208                               | 0.0                          | nan                          | 0.0                          | 0.3432               | 0.0                         | 0.0                          | 0.9466                     | 0.8884                  | 0.9698       | 0.0                  | 0.0                   | 0.2614               | 0.0                   | nan           | 0.7372        | 0.8540            | 0.4322             | 0.6499               | 0.3421                   | nan                | 0.3932        | 0.5795           | 0.0             | 0.8033          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3104              | 0.0                 | 0.0                    | 0.7075                    | 0.0                   | 0.3911                | 0.3791                          | 0.0                     | nan                     | 0.0                     | 0.2524          | 0.0                    | 0.0                     | 0.8559                | 0.7644             | 0.9219  | 0.0             | 0.0              | 0.1876          | 0.0              |


### Framework versions

- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
