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: 0.5644
- Mean Iou: 0.3202
- Mean Accuracy: 0.3861
- Overall Accuracy: 0.8525
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8598
- Accuracy Flat-sidewalk: 0.9440
- Accuracy Flat-crosswalk: 0.6837
- Accuracy Flat-cyclinglane: 0.8295
- Accuracy Flat-parkingdriveway: 0.5586
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.6015
- Accuracy Human-person: 0.6019
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9395
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: nan
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6060
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8961
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5249
- Accuracy Construction-fenceguardrail: 0.4892
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3733
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9376
- Accuracy Nature-terrain: 0.9033
- Accuracy Sky: 0.9668
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.2540
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7395
- Iou Flat-sidewalk: 0.8717
- Iou Flat-crosswalk: 0.5750
- Iou Flat-cyclinglane: 0.6481
- Iou Flat-parkingdriveway: 0.4281
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.4534
- Iou Human-person: 0.4648
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8127
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: nan
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.3687
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7090
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3987
- Iou Construction-fenceguardrail: 0.4429
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2772
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8463
- Iou Nature-terrain: 0.7719
- Iou Sky: 0.9189
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.2004
- 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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| 1.462         | 0.1   | 20   | 1.2595          | 0.1419   | 0.1947        | 0.7120           | nan                | 0.7582             | 0.9092                 | 0.0                     | 0.0660                    | 0.0000                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.9133               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8346                         | 0.0                        | 0.0004                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9263                     | 0.7278                  | 0.9005       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4874        | 0.7290            | 0.0                | 0.0657               | 0.0000                   | nan                | 0.0           | 0.0              | 0.0             | 0.5744          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5093                    | 0.0                   | 0.0004                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7362                | 0.5259             | 0.7708  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3298        | 0.2   | 40   | 1.1696          | 0.1552   | 0.2048        | 0.7307           | nan                | 0.8291             | 0.9109                 | 0.0                     | 0.2907                    | 0.0003                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.9111               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8254                         | 0.0                        | 0.0001                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9266                     | 0.7259                  | 0.9291       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5114        | 0.7458            | 0.0                | 0.2725               | 0.0003                   | nan                | 0.0           | 0.0              | 0.0             | 0.6361          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5295                    | 0.0                   | 0.0001                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7486                | 0.5861             | 0.7800  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8454        | 0.3   | 60   | 1.1409          | 0.1623   | 0.2113        | 0.7445           | nan                | 0.8024             | 0.9346                 | 0.0                     | 0.4023                    | 0.0079                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8823               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8139                         | 0.0                        | 0.0016                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9372                     | 0.8410                  | 0.9269       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5516        | 0.7597            | 0.0                | 0.3598               | 0.0078                   | nan                | 0.0           | 0.0              | 0.0             | 0.6808          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5406                    | 0.0                   | 0.0016                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7382                | 0.5945             | 0.7969  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9115        | 0.4   | 80   | 1.0588          | 0.1639   | 0.2118        | 0.7400           | nan                | 0.8770             | 0.8928                 | 0.0                     | 0.4710                    | 0.0030                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.9011               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8552                         | 0.0                        | 0.0003                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9351                     | 0.6907                  | 0.9398       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5108        | 0.7636            | 0.0                | 0.4068               | 0.0030                   | nan                | 0.0           | 0.0              | 0.0             | 0.6580          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5332                    | 0.0                   | 0.0003                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7594                | 0.6421             | 0.8024  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.011         | 0.5   | 100  | 1.0279          | 0.1646   | 0.2179        | 0.7466           | nan                | 0.8087             | 0.9090                 | 0.0                     | 0.5313                    | 0.0041                        | nan                     | 0.0166             | 0.0                   | 0.0                  | 0.9286               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8570                         | 0.0                        | 0.0019                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9349                     | 0.8582                  | 0.9038       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5617        | 0.7613            | 0.0                | 0.4246               | 0.0041                   | nan                | 0.0163        | 0.0              | 0.0             | 0.6325          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5354                    | 0.0                   | 0.0019                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7643                | 0.5952             | 0.8043  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3211        | 0.6   | 120  | 1.0123          | 0.1692   | 0.2180        | 0.7496           | nan                | 0.7381             | 0.9409                 | 0.0                     | 0.5419                    | 0.0436                        | nan                     | 0.1004             | 0.0                   | 0.0                  | 0.9234               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8649                         | 0.0                        | 0.0082                     | 0.0000                               | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9434                     | 0.7166                  | 0.9375       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5590        | 0.7596            | 0.0                | 0.3963               | 0.0422                   | nan                | 0.0943        | 0.0              | 0.0             | 0.6632          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5399                    | 0.0                   | 0.0081                | 0.0000                          | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7656                | 0.5951             | 0.8222  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.0065        | 0.7   | 140  | 0.9791          | 0.1689   | 0.2176        | 0.7502           | nan                | 0.8268             | 0.9187                 | 0.0                     | 0.5011                    | 0.0677                        | nan                     | 0.0773             | 0.0                   | 0.0                  | 0.9338               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9045                         | 0.0                        | 0.0077                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9298                     | 0.6508                  | 0.9265       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5600        | 0.7809            | 0.0                | 0.4371               | 0.0637                   | nan                | 0.0721        | 0.0              | 0.0             | 0.6222          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5215                    | 0.0                   | 0.0075                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7620                | 0.5671             | 0.8406  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8046        | 0.8   | 160  | 0.9695          | 0.1703   | 0.2147        | 0.7442           | nan                | 0.6653             | 0.9719                 | 0.0                     | 0.4870                    | 0.0490                        | nan                     | 0.0337             | 0.0                   | 0.0                  | 0.8754               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.7818                         | 0.0                        | 0.0510                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0006               | 0.0                         | 0.0                          | 0.9269                     | 0.8824                  | 0.9306       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5548        | 0.7164            | 0.0                | 0.3614               | 0.0463                   | nan                | 0.0332        | 0.0              | 0.0             | 0.7196          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5634                    | 0.0                   | 0.0487                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0006          | 0.0                    | 0.0                     | 0.7624                | 0.6451             | 0.8265  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8299        | 0.9   | 180  | 0.9008          | 0.1791   | 0.2264        | 0.7632           | nan                | 0.7556             | 0.9611                 | 0.0                     | 0.5157                    | 0.0804                        | nan                     | 0.0962             | 0.0                   | 0.0                  | 0.9573               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8870                         | 0.0                        | 0.0491                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.9050                     | 0.8751                  | 0.9354       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6112        | 0.7531            | 0.0                | 0.4358               | 0.0736                   | nan                | 0.0907        | 0.0              | 0.0             | 0.6175          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5662                    | 0.0                   | 0.0461                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.7988                | 0.7005             | 0.8590  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.7382        | 1.0   | 200  | 0.9204          | 0.1770   | 0.2246        | 0.7550           | nan                | 0.7011             | 0.9563                 | 0.0                     | 0.5585                    | 0.0606                        | nan                     | 0.0821             | 0.0                   | 0.0                  | 0.9182               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8852                         | 0.0                        | 0.0592                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.9046                     | 0.9074                  | 0.9303       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5664        | 0.7432            | 0.0                | 0.4047               | 0.0573                   | nan                | 0.0758        | 0.0              | 0.0             | 0.7003          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5667                    | 0.0                   | 0.0544                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.7864                | 0.6709             | 0.8622  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9823        | 1.1   | 220  | 0.8596          | 0.1868   | 0.2319        | 0.7714           | nan                | 0.8631             | 0.9325                 | 0.0                     | 0.4702                    | 0.0986                        | nan                     | 0.1854             | 0.0                   | 0.0                  | 0.9024               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8971                         | 0.0                        | 0.0805                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0076               | 0.0                         | 0.0                          | 0.9362                     | 0.8675                  | 0.9474       | 0.0                  | 0.0                   | 0.0000               | 0.0                   | nan           | 0.5915        | 0.7841            | 0.0                | 0.4126               | 0.0936                   | nan                | 0.1616        | 0.0              | 0.0             | 0.7255          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5662                    | 0.0                   | 0.0702                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0076          | 0.0                    | 0.0                     | 0.7982                | 0.7233             | 0.8577  | 0.0             | 0.0              | 0.0000          | 0.0              |
| 0.7915        | 1.2   | 240  | 0.8611          | 0.1979   | 0.2482        | 0.7736           | nan                | 0.8241             | 0.9115                 | 0.0                     | 0.6181                    | 0.2810                        | nan                     | 0.2094             | 0.0                   | 0.0                  | 0.9181               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8534                         | 0.0                        | 0.3040                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0363               | 0.0                         | 0.0                          | 0.9445                     | 0.8380                  | 0.9548       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5898        | 0.7872            | 0.0                | 0.4598               | 0.2158                   | nan                | 0.1784        | 0.0              | 0.0             | 0.7214          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5774                    | 0.0                   | 0.2155                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0358          | 0.0                    | 0.0                     | 0.7978                | 0.7230             | 0.8327  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9356        | 1.3   | 260  | 0.8942          | 0.1878   | 0.2379        | 0.7599           | nan                | 0.6265             | 0.9610                 | 0.0                     | 0.4888                    | 0.2483                        | nan                     | 0.3971             | 0.0                   | 0.0                  | 0.9394               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9111                         | 0.0                        | 0.0591                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0127               | 0.0                         | 0.0                          | 0.9038                     | 0.8992                  | 0.9293       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5615        | 0.7544            | 0.0                | 0.3832               | 0.1988                   | nan                | 0.2752        | 0.0              | 0.0             | 0.6594          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5589                    | 0.0                   | 0.0521                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0126          | 0.0                    | 0.0                     | 0.8008                | 0.6830             | 0.8813  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8097        | 1.4   | 280  | 0.8333          | 0.1992   | 0.2498        | 0.7752           | nan                | 0.8669             | 0.9017                 | 0.0                     | 0.5555                    | 0.3048                        | nan                     | 0.3696             | 0.0                   | 0.0                  | 0.9208               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8507                         | 0.0                        | 0.1704                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0472               | 0.0                         | 0.0                          | 0.9403                     | 0.8713                  | 0.9429       | 0.0                  | 0.0                   | 0.0010               | 0.0                   | nan           | 0.5646        | 0.8035            | 0.0                | 0.4533               | 0.2374                   | nan                | 0.2820        | 0.0              | 0.0             | 0.6974          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5820                    | 0.0                   | 0.1490                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0466          | 0.0                    | 0.0                     | 0.8006                | 0.7220             | 0.8348  | 0.0             | 0.0              | 0.0010          | 0.0              |
| 0.9072        | 1.5   | 300  | 0.7929          | 0.2056   | 0.2588        | 0.7819           | nan                | 0.8537             | 0.9209                 | 0.0                     | 0.5869                    | 0.3037                        | nan                     | 0.2640             | 0.0                   | 0.0                  | 0.9100               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8098                         | 0.0                        | 0.5714                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0396               | 0.0                         | 0.0                          | 0.9337                     | 0.8841                  | 0.9436       | 0.0                  | 0.0                   | 0.0002               | 0.0                   | nan           | 0.6061        | 0.8024            | 0.0                | 0.4735               | 0.2292                   | nan                | 0.2244        | 0.0              | 0.0             | 0.7509          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5947                    | 0.0                   | 0.2729                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0390          | 0.0                    | 0.0                     | 0.8104                | 0.7065             | 0.8620  | 0.0             | 0.0              | 0.0002          | 0.0              |
| 1.0461        | 1.6   | 320  | 0.7737          | 0.2131   | 0.2593        | 0.7938           | nan                | 0.8158             | 0.9467                 | 0.0                     | 0.6523                    | 0.3113                        | nan                     | 0.3152             | 0.0048                | 0.0                  | 0.9263               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8790                         | 0.0                        | 0.3751                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0794               | 0.0                         | 0.0                          | 0.9515                     | 0.8307                  | 0.9473       | 0.0                  | 0.0                   | 0.0014               | 0.0                   | nan           | 0.6374        | 0.7992            | 0.0                | 0.5435               | 0.2390                   | nan                | 0.2686        | 0.0048           | 0.0             | 0.7307          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6365                    | 0.0                   | 0.2649                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0758          | 0.0                    | 0.0                     | 0.7983                | 0.7205             | 0.8855  | 0.0             | 0.0              | 0.0014          | 0.0              |
| 0.9489        | 1.7   | 340  | 0.8072          | 0.2036   | 0.2463        | 0.7800           | nan                | 0.7780             | 0.9572                 | 0.0                     | 0.4694                    | 0.1562                        | nan                     | 0.3721             | 0.0209                | 0.0                  | 0.8907               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9140                         | 0.0                        | 0.2420                     | 0.0000                               | 0.0                          | nan                          | 0.0                          | 0.0765               | 0.0                         | 0.0                          | 0.9421                     | 0.8619                  | 0.9524       | 0.0                  | 0.0                   | 0.0008               | 0.0                   | nan           | 0.6090        | 0.7697            | 0.0                | 0.4229               | 0.1445                   | nan                | 0.2903        | 0.0208           | 0.0             | 0.7654          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5966                    | 0.0                   | 0.1859                | 0.0000                          | 0.0                     | nan                     | 0.0                     | 0.0727          | 0.0                    | 0.0                     | 0.8061                | 0.7399             | 0.8871  | 0.0             | 0.0              | 0.0008          | 0.0              |
| 0.9753        | 1.8   | 360  | 0.7746          | 0.2153   | 0.2641        | 0.7867           | nan                | 0.8023             | 0.9353                 | 0.0                     | 0.6272                    | 0.2777                        | nan                     | 0.4336             | 0.1660                | 0.0                  | 0.9215               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0001                   | 0.0                      | 0.0                         | 0.8746                         | 0.0                        | 0.3293                     | 0.0026                               | 0.0                          | nan                          | 0.0                          | 0.1379               | 0.0                         | 0.0                          | 0.9597                     | 0.7740                  | 0.9401       | 0.0                  | 0.0                   | 0.0042               | 0.0                   | nan           | 0.6029        | 0.8027            | 0.0                | 0.4873               | 0.2297                   | nan                | 0.3194        | 0.1551           | 0.0             | 0.7449          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0001              | 0.0                 | 0.0                    | 0.6383                    | 0.0                   | 0.2494                | 0.0026                          | 0.0                     | nan                     | 0.0                     | 0.1280          | 0.0                    | 0.0                     | 0.7825                | 0.6509             | 0.8777  | 0.0             | 0.0              | 0.0042          | 0.0              |
| 0.4749        | 1.9   | 380  | 0.7667          | 0.2100   | 0.2617        | 0.7877           | nan                | 0.8307             | 0.9286                 | 0.0                     | 0.6598                    | 0.2633                        | nan                     | 0.4358             | 0.0341                | 0.0                  | 0.9003               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9166                         | 0.0                        | 0.3043                     | 0.0007                               | 0.0                          | nan                          | 0.0                          | 0.0742               | 0.0                         | 0.0                          | 0.9062                     | 0.9248                  | 0.9341       | 0.0                  | 0.0                   | 0.0004               | 0.0                   | nan           | 0.6254        | 0.8110            | 0.0                | 0.5224               | 0.2188                   | nan                | 0.3221        | 0.0340           | 0.0             | 0.7415          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5945                    | 0.0                   | 0.2276                | 0.0007                          | 0.0                     | nan                     | 0.0                     | 0.0714          | 0.0                    | 0.0                     | 0.7916                | 0.6625             | 0.8869  | 0.0             | 0.0              | 0.0004          | 0.0              |
| 0.8488        | 2.0   | 400  | 0.7579          | 0.2130   | 0.2610        | 0.7868           | nan                | 0.7601             | 0.9616                 | 0.0                     | 0.6160                    | 0.1515                        | nan                     | 0.4506             | 0.0924                | 0.0                  | 0.9517               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8802                         | 0.0                        | 0.2621                     | 0.0050                               | 0.0                          | nan                          | 0.0                          | 0.1955               | 0.0                         | 0.0                          | 0.9306                     | 0.8694                  | 0.9588       | 0.0                  | 0.0                   | 0.0059               | 0.0                   | nan           | 0.6188        | 0.7790            | 0.0                | 0.4692               | 0.1373                   | nan                | 0.3326        | 0.0905           | 0.0             | 0.6748          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6297                    | 0.0                   | 0.1994                | 0.0050                          | 0.0                     | nan                     | 0.0                     | 0.1755          | 0.0                    | 0.0                     | 0.8279                | 0.7703             | 0.8878  | 0.0             | 0.0              | 0.0058          | 0.0              |
| 0.7258        | 2.1   | 420  | 0.7628          | 0.2109   | 0.2612        | 0.7874           | nan                | 0.7680             | 0.9575                 | 0.0                     | 0.6261                    | 0.1983                        | nan                     | 0.4499             | 0.0235                | 0.0                  | 0.9443               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9318                         | 0.0                        | 0.2420                     | 0.0014                               | 0.0                          | nan                          | 0.0                          | 0.1949               | 0.0                         | 0.0                          | 0.8929                     | 0.9162                  | 0.9480       | 0.0                  | 0.0                   | 0.0033               | 0.0                   | nan           | 0.6260        | 0.7908            | 0.0                | 0.4894               | 0.1734                   | nan                | 0.3339        | 0.0234           | 0.0             | 0.7108          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6110                    | 0.0                   | 0.1859                | 0.0014                          | 0.0                     | nan                     | 0.0                     | 0.1688          | 0.0                    | 0.0                     | 0.8185                | 0.7066             | 0.8943  | 0.0             | 0.0              | 0.0032          | 0.0              |
| 0.6387        | 2.2   | 440  | 0.7467          | 0.2259   | 0.2790        | 0.7961           | nan                | 0.8881             | 0.9214                 | 0.0                     | 0.6555                    | 0.3252                        | nan                     | 0.4215             | 0.2331                | 0.0                  | 0.9267               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8443                         | 0.0                        | 0.3404                     | 0.0093                               | 0.0                          | nan                          | 0.0                          | 0.2579               | 0.0                         | 0.0                          | 0.9271                     | 0.9100                  | 0.9659       | 0.0                  | 0.0                   | 0.0232               | 0.0                   | nan           | 0.6131        | 0.8291            | 0.0                | 0.5515               | 0.2656                   | nan                | 0.3047        | 0.2144           | 0.0             | 0.7371          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6369                    | 0.0                   | 0.2684                | 0.0093                          | 0.0                     | nan                     | 0.0                     | 0.2159          | 0.0                    | 0.0                     | 0.7852                | 0.6973             | 0.8499  | 0.0             | 0.0              | 0.0230          | 0.0              |
| 0.8595        | 2.3   | 460  | 0.7549          | 0.2211   | 0.2763        | 0.7854           | nan                | 0.6418             | 0.9541                 | 0.0000                  | 0.7728                    | 0.3492                        | nan                     | 0.3529             | 0.1397                | 0.0                  | 0.9007               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9039                         | 0.0                        | 0.4719                     | 0.0047                               | 0.0                          | nan                          | 0.0                          | 0.2823               | 0.0                         | 0.0                          | 0.9262                     | 0.9046                  | 0.9483       | 0.0                  | 0.0                   | 0.0109               | 0.0                   | nan           | 0.5582        | 0.7974            | 0.0000             | 0.4679               | 0.2678                   | nan                | 0.2545        | 0.1292           | 0.0             | 0.7601          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6389                    | 0.0                   | 0.3016                | 0.0047                          | 0.0                     | nan                     | 0.0                     | 0.2292          | 0.0                    | 0.0                     | 0.8247                | 0.7112             | 0.8969  | 0.0             | 0.0              | 0.0106          | 0.0              |
| 0.6146        | 2.4   | 480  | 0.7211          | 0.2221   | 0.2704        | 0.7963           | nan                | 0.8419             | 0.9430                 | 0.0000                  | 0.6053                    | 0.2553                        | nan                     | 0.3931             | 0.1885                | 0.0                  | 0.9484               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9034                         | 0.0                        | 0.3059                     | 0.0073                               | 0.0                          | nan                          | 0.0                          | 0.2091               | 0.0                         | 0.0                          | 0.9321                     | 0.8916                  | 0.9507       | 0.0                  | 0.0                   | 0.0068               | 0.0                   | nan           | 0.6385        | 0.7998            | 0.0000             | 0.5424               | 0.2125                   | nan                | 0.3006        | 0.1679           | 0.0             | 0.7083          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6353                    | 0.0                   | 0.2292                | 0.0073                          | 0.0                     | nan                     | 0.0                     | 0.1913          | 0.0                    | 0.0                     | 0.8244                | 0.7278             | 0.8938  | 0.0             | 0.0              | 0.0067          | 0.0              |
| 0.787         | 2.5   | 500  | 0.7471          | 0.2210   | 0.2765        | 0.7875           | nan                | 0.8141             | 0.9058                 | 0.0017                  | 0.7987                    | 0.3047                        | nan                     | 0.4503             | 0.2588                | 0.0                  | 0.9095               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0004                   | 0.0                      | 0.0                         | 0.9374                         | 0.0                        | 0.2298                     | 0.0048                               | 0.0                          | nan                          | 0.0                          | 0.2382               | 0.0                         | 0.0                          | 0.9250                     | 0.8154                  | 0.9670       | 0.0                  | 0.0                   | 0.0106               | 0.0                   | nan           | 0.6225        | 0.8069            | 0.0017             | 0.4804               | 0.2544                   | nan                | 0.3447        | 0.1973           | 0.0             | 0.7497          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0004              | 0.0                 | 0.0                    | 0.5931                    | 0.0                   | 0.1708                | 0.0048                          | 0.0                     | nan                     | 0.0                     | 0.2098          | 0.0                    | 0.0                     | 0.8123                | 0.7113             | 0.8818  | 0.0             | 0.0              | 0.0104          | 0.0              |
| 0.6147        | 2.6   | 520  | 0.7091          | 0.2294   | 0.2750        | 0.8011           | nan                | 0.8416             | 0.9589                 | 0.0020                  | 0.5932                    | 0.2965                        | nan                     | 0.3216             | 0.2599                | 0.0                  | 0.9252               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9012                         | 0.0                        | 0.4304                     | 0.0045                               | 0.0                          | nan                          | 0.0                          | 0.2349               | 0.0                         | 0.0                          | 0.9295                     | 0.8463                  | 0.9644       | 0.0                  | 0.0                   | 0.0146               | 0.0                   | nan           | 0.6358        | 0.8040            | 0.0020             | 0.5333               | 0.2447                   | nan                | 0.2753        | 0.2214           | 0.0             | 0.7491          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6417                    | 0.0                   | 0.2980                | 0.0045                          | 0.0                     | nan                     | 0.0                     | 0.2090          | 0.0                    | 0.0                     | 0.8240                | 0.7611             | 0.8937  | 0.0             | 0.0              | 0.0144          | 0.0              |
| 0.777         | 2.7   | 540  | 0.7115          | 0.2351   | 0.2943        | 0.7979           | nan                | 0.8442             | 0.9297                 | 0.0043                  | 0.7113                    | 0.3582                        | nan                     | 0.4900             | 0.3847                | 0.0                  | 0.9173               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0011                   | 0.0                      | 0.0                         | 0.8410                         | 0.0                        | 0.4747                     | 0.0086                               | 0.0                          | nan                          | 0.0                          | 0.3288               | 0.0                         | 0.0                          | 0.9013                     | 0.9356                  | 0.9526       | 0.0                  | 0.0                   | 0.0385               | 0.0                   | nan           | 0.6368        | 0.8246            | 0.0043             | 0.5395               | 0.2822                   | nan                | 0.3695        | 0.3024           | 0.0             | 0.7647          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0011              | 0.0                 | 0.0                    | 0.6615                    | 0.0                   | 0.3152                | 0.0086                          | 0.0                     | nan                     | 0.0                     | 0.2424          | 0.0                    | 0.0                     | 0.7731                | 0.6266             | 0.8999  | 0.0             | 0.0              | 0.0370          | 0.0              |
| 1.2945        | 2.8   | 560  | 0.6830          | 0.2393   | 0.2901        | 0.8066           | nan                | 0.8630             | 0.9487                 | 0.0763                  | 0.6376                    | 0.3071                        | nan                     | 0.4487             | 0.4212                | 0.0                  | 0.9518               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0001                   | 0.0                      | 0.0                         | 0.8668                         | 0.0                        | 0.3683                     | 0.0116                               | 0.0                          | nan                          | 0.0                          | 0.2616               | 0.0                         | 0.0                          | 0.9417                     | 0.8390                  | 0.9567       | 0.0                  | 0.0                   | 0.0921               | 0.0                   | nan           | 0.6674        | 0.8206            | 0.0762             | 0.5492               | 0.2547                   | nan                | 0.3654        | 0.3311           | 0.0             | 0.6964          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0001              | 0.0                 | 0.0                    | 0.6301                    | 0.0                   | 0.2466                | 0.0115                          | 0.0                     | nan                     | 0.0                     | 0.2259          | 0.0                    | 0.0                     | 0.8271                | 0.7508             | 0.8847  | 0.0             | 0.0              | 0.0794          | 0.0              |
| 0.4699        | 2.9   | 580  | 0.6701          | 0.2548   | 0.3078        | 0.8155           | nan                | 0.8274             | 0.9381                 | 0.3424                  | 0.6896                    | 0.4323                        | nan                     | 0.5397             | 0.3759                | 0.0                  | 0.9079               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0148                   | 0.0                      | 0.0                         | 0.8963                         | 0.0                        | 0.4932                     | 0.0072                               | 0.0                          | nan                          | 0.0                          | 0.2208               | 0.0                         | 0.0                          | 0.9471                     | 0.8648                  | 0.9568       | 0.0                  | 0.0                   | 0.0882               | 0.0                   | nan           | 0.6735        | 0.8311            | 0.3185             | 0.5595               | 0.3178                   | nan                | 0.3849        | 0.2986           | 0.0             | 0.7825          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0148              | 0.0                 | 0.0                    | 0.6547                    | 0.0                   | 0.3087                | 0.0072                          | 0.0                     | nan                     | 0.0                     | 0.1933          | 0.0                    | 0.0                     | 0.8256                | 0.7570             | 0.8980  | 0.0             | 0.0              | 0.0727          | 0.0              |
| 0.7277        | 3.0   | 600  | 0.6626          | 0.2524   | 0.3047        | 0.8166           | nan                | 0.8627             | 0.9347                 | 0.2669                  | 0.7073                    | 0.3747                        | nan                     | 0.4831             | 0.3256                | 0.0                  | 0.9118               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0202                   | 0.0                      | 0.0                         | 0.9073                         | 0.0                        | 0.5294                     | 0.0219                               | 0.0                          | nan                          | 0.0                          | 0.2649               | 0.0                         | 0.0                          | 0.9429                     | 0.8806                  | 0.9577       | 0.0                  | 0.0                   | 0.0553               | 0.0                   | nan           | 0.6675        | 0.8352            | 0.2593             | 0.5624               | 0.2937                   | nan                | 0.3757        | 0.2698           | 0.0             | 0.7718          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0202              | 0.0                 | 0.0                    | 0.6614                    | 0.0                   | 0.3459                | 0.0218                          | 0.0                     | nan                     | 0.0                     | 0.2213          | 0.0                    | 0.0                     | 0.8292                | 0.7484             | 0.8921  | 0.0             | 0.0              | 0.0489          | 0.0              |
| 0.4261        | 3.1   | 620  | 0.7159          | 0.2492   | 0.3077        | 0.8015           | nan                | 0.7873             | 0.9264                 | 0.3010                  | 0.7709                    | 0.3242                        | nan                     | 0.4667             | 0.4816                | 0.0                  | 0.9464               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0399                   | 0.0                      | 0.0                         | 0.8882                         | 0.0                        | 0.2940                     | 0.0648                               | 0.0                          | nan                          | 0.0                          | 0.3657               | 0.0                         | 0.0                          | 0.9219                     | 0.9102                  | 0.9562       | 0.0                  | 0.0                   | 0.0926               | 0.0                   | nan           | 0.6298        | 0.8116            | 0.2880             | 0.4593               | 0.2671                   | nan                | 0.3647        | 0.3560           | 0.0             | 0.7478          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0398              | 0.0                 | 0.0                    | 0.6769                    | 0.0                   | 0.2291                | 0.0643                          | 0.0                     | nan                     | 0.0                     | 0.2635          | 0.0                    | 0.0                     | 0.8168                | 0.7229             | 0.9058  | 0.0             | 0.0              | 0.0829          | 0.0              |
| 0.5901        | 3.2   | 640  | 0.6688          | 0.2576   | 0.3153        | 0.8124           | nan                | 0.7619             | 0.9540                 | 0.3024                  | 0.7631                    | 0.3767                        | nan                     | 0.4635             | 0.5193                | 0.0                  | 0.9231               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0490                   | 0.0                      | 0.0                         | 0.9038                         | 0.0                        | 0.4962                     | 0.0420                               | 0.0                          | nan                          | 0.0                          | 0.3598               | 0.0                         | 0.0                          | 0.9221                     | 0.8992                  | 0.9603       | 0.0                  | 0.0                   | 0.0767               | 0.0                   | nan           | 0.6467        | 0.8201            | 0.2905             | 0.5484               | 0.2993                   | nan                | 0.3538        | 0.3554           | 0.0             | 0.7821          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0488              | 0.0                 | 0.0                    | 0.6677                    | 0.0                   | 0.3089                | 0.0415                          | 0.0                     | nan                     | 0.0                     | 0.2737          | 0.0                    | 0.0                     | 0.8281                | 0.7554             | 0.8959  | 0.0             | 0.0              | 0.0708          | 0.0              |
| 0.7962        | 3.3   | 660  | 0.6800          | 0.2658   | 0.3266        | 0.8155           | nan                | 0.9044             | 0.9098                 | 0.5540                  | 0.6474                    | 0.3950                        | nan                     | 0.4505             | 0.5812                | 0.0                  | 0.9203               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0649                   | 0.0                      | 0.0                         | 0.8530                         | 0.0                        | 0.5437                     | 0.1232                               | 0.0                          | nan                          | 0.0                          | 0.3232               | 0.0                         | 0.0                          | 0.9429                     | 0.8957                  | 0.9629       | 0.0                  | 0.0                   | 0.0535               | 0.0                   | nan           | 0.6358        | 0.8382            | 0.4186             | 0.5670               | 0.3137                   | nan                | 0.3522        | 0.3830           | 0.0             | 0.7748          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0648              | 0.0                 | 0.0                    | 0.6735                    | 0.0                   | 0.3304                | 0.1199                          | 0.0                     | nan                     | 0.0                     | 0.2608          | 0.0                    | 0.0                     | 0.8224                | 0.7588             | 0.8746  | 0.0             | 0.0              | 0.0509          | 0.0              |
| 0.5779        | 3.4   | 680  | 0.6590          | 0.2691   | 0.3225        | 0.8177           | nan                | 0.8129             | 0.9519                 | 0.4768                  | 0.6884                    | 0.3156                        | nan                     | 0.5264             | 0.4963                | 0.0                  | 0.9386               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1614                   | 0.0                      | 0.0                         | 0.9464                         | 0.0                        | 0.3499                     | 0.2275                               | 0.0                          | nan                          | 0.0                          | 0.3370               | 0.0                         | 0.0                          | 0.9184                     | 0.8585                  | 0.9358       | 0.0                  | 0.0                   | 0.0560               | 0.0                   | nan           | 0.6773        | 0.8279            | 0.4439             | 0.5408               | 0.2690                   | nan                | 0.3863        | 0.3310           | 0.0             | 0.7642          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1581              | 0.0                 | 0.0                    | 0.6273                    | 0.0                   | 0.2573                | 0.2204                          | 0.0                     | nan                     | 0.0                     | 0.2727          | 0.0                    | 0.0                     | 0.8365                | 0.7771             | 0.8987  | 0.0             | 0.0              | 0.0521          | 0.0              |
| 0.627         | 3.5   | 700  | 0.6482          | 0.2730   | 0.3293        | 0.8217           | nan                | 0.8289             | 0.9337                 | 0.4760                  | 0.7499                    | 0.4370                        | nan                     | 0.4828             | 0.5444                | 0.0                  | 0.9094               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1504                   | 0.0                      | 0.0                         | 0.9126                         | 0.0                        | 0.3427                     | 0.2291                               | 0.0                          | nan                          | 0.0                          | 0.3545               | 0.0                         | 0.0                          | 0.9396                     | 0.9033                  | 0.9684       | 0.0                  | 0.0                   | 0.0455               | 0.0                   | nan           | 0.6682        | 0.8365            | 0.4425             | 0.5625               | 0.3519                   | nan                | 0.3731        | 0.3747           | 0.0             | 0.7945          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1475              | 0.0                 | 0.0                    | 0.6545                    | 0.0                   | 0.2565                | 0.2234                          | 0.0                     | nan                     | 0.0                     | 0.2659          | 0.0                    | 0.0                     | 0.8243                | 0.7500             | 0.8927  | 0.0             | 0.0              | 0.0442          | 0.0              |
| 1.043         | 3.6   | 720  | 0.6670          | 0.2690   | 0.3303        | 0.8121           | nan                | 0.7414             | 0.9510                 | 0.4527                  | 0.7293                    | 0.4232                        | nan                     | 0.4919             | 0.5529                | 0.0                  | 0.9499               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2058                   | 0.0                      | 0.0                         | 0.7978                         | 0.0                        | 0.5494                     | 0.1643                               | 0.0                          | nan                          | 0.0                          | 0.3267               | 0.0                         | 0.0                          | 0.9457                     | 0.9190                  | 0.9663       | 0.0                  | 0.0                   | 0.0709               | 0.0                   | nan           | 0.6380        | 0.8182            | 0.4270             | 0.5396               | 0.3443                   | nan                | 0.3577        | 0.3869           | 0.0             | 0.7453          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1965              | 0.0                 | 0.0                    | 0.6520                    | 0.0                   | 0.3273                | 0.1621                          | 0.0                     | nan                     | 0.0                     | 0.2547          | 0.0                    | 0.0                     | 0.8264                | 0.7138             | 0.8809  | 0.0             | 0.0              | 0.0670          | 0.0              |
| 0.4814        | 3.7   | 740  | 0.6550          | 0.2747   | 0.3324        | 0.8234           | nan                | 0.9006             | 0.9283                 | 0.5611                  | 0.7474                    | 0.2894                        | nan                     | 0.4573             | 0.5845                | 0.0                  | 0.9186               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1849                   | 0.0                      | 0.0                         | 0.8607                         | 0.0                        | 0.4995                     | 0.1799                               | 0.0                          | nan                          | 0.0                          | 0.3080               | 0.0                         | 0.0                          | 0.9508                     | 0.8698                  | 0.9653       | 0.0                  | 0.0                   | 0.0970               | 0.0                   | nan           | 0.6682        | 0.8446            | 0.4544             | 0.6005               | 0.2601                   | nan                | 0.3483        | 0.3947           | 0.0             | 0.7874          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1805              | 0.0                 | 0.0                    | 0.6645                    | 0.0                   | 0.3344                | 0.1762                          | 0.0                     | nan                     | 0.0                     | 0.2477          | 0.0                    | 0.0                     | 0.8274                | 0.7503             | 0.8873  | 0.0             | 0.0              | 0.0878          | 0.0              |
| 0.8735        | 3.8   | 760  | 0.6511          | 0.2686   | 0.3329        | 0.8143           | nan                | 0.7260             | 0.9541                 | 0.6209                  | 0.6746                    | 0.4355                        | nan                     | 0.5429             | 0.4623                | 0.0                  | 0.9414               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2207                   | 0.0                      | 0.0                         | 0.8851                         | 0.0                        | 0.6008                     | 0.0698                               | 0.0                          | nan                          | 0.0                          | 0.2883               | 0.0                         | 0.0                          | 0.9114                     | 0.9274                  | 0.9592       | 0.0                  | 0.0                   | 0.0980               | 0.0                   | nan           | 0.6484        | 0.8316            | 0.4111             | 0.5496               | 0.3179                   | nan                | 0.3790        | 0.3583           | 0.0             | 0.7645          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2136              | 0.0                 | 0.0                    | 0.6712                    | 0.0                   | 0.3522                | 0.0691                          | 0.0                     | nan                     | 0.0                     | 0.2393          | 0.0                    | 0.0                     | 0.8276                | 0.7120             | 0.8955  | 0.0             | 0.0              | 0.0865          | 0.0              |
| 0.5682        | 3.9   | 780  | 0.6575          | 0.2699   | 0.3248        | 0.8181           | nan                | 0.9116             | 0.9023                 | 0.5169                  | 0.7581                    | 0.3574                        | nan                     | 0.4132             | 0.4557                | 0.0                  | 0.9207               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2064                   | 0.0                      | 0.0                         | 0.8894                         | 0.0                        | 0.3918                     | 0.1926                               | 0.0                          | nan                          | 0.0                          | 0.2659               | 0.0                         | 0.0                          | 0.9597                     | 0.8699                  | 0.9541       | 0.0                  | 0.0                   | 0.1026               | 0.0                   | nan           | 0.6547        | 0.8448            | 0.4310             | 0.5466               | 0.2962                   | nan                | 0.3280        | 0.3493           | 0.0             | 0.7781          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2014              | 0.0                 | 0.0                    | 0.6549                    | 0.0                   | 0.3050                | 0.1889                          | 0.0                     | nan                     | 0.0                     | 0.2235          | 0.0                    | 0.0                     | 0.8224                | 0.7640             | 0.8867  | 0.0             | 0.0              | 0.0899          | 0.0              |
| 0.4817        | 4.0   | 800  | 0.6374          | 0.2842   | 0.3351        | 0.8286           | nan                | 0.8555             | 0.9524                 | 0.4450                  | 0.6285                    | 0.4133                        | nan                     | 0.5067             | 0.4467                | 0.0                  | 0.9324               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3081                   | 0.0                      | 0.0                         | 0.9170                         | 0.0                        | 0.4322                     | 0.3224                               | 0.0                          | nan                          | 0.0                          | 0.2858               | 0.0                         | 0.0                          | 0.9309                     | 0.8960                  | 0.9586       | 0.0                  | 0.0                   | 0.1573               | 0.0                   | nan           | 0.7043        | 0.8377            | 0.4324             | 0.5554               | 0.3270                   | nan                | 0.3894        | 0.3513           | 0.0             | 0.7776          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2928              | 0.0                 | 0.0                    | 0.6627                    | 0.0                   | 0.3241                | 0.3021                          | 0.0                     | nan                     | 0.0                     | 0.2310          | 0.0                    | 0.0                     | 0.8454                | 0.7534             | 0.9049  | 0.0             | 0.0              | 0.1188          | 0.0              |
| 0.4642        | 4.1   | 820  | 0.6287          | 0.2868   | 0.3408        | 0.8310           | nan                | 0.9123             | 0.9252                 | 0.5041                  | 0.7334                    | 0.4165                        | nan                     | 0.5144             | 0.5003                | 0.0                  | 0.9309               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3421                   | 0.0                      | 0.0                         | 0.9123                         | 0.0                        | 0.4394                     | 0.2869                               | 0.0                          | nan                          | 0.0                          | 0.2655               | 0.0                         | 0.0                          | 0.9400                     | 0.8675                  | 0.9662       | 0.0                  | 0.0                   | 0.1094               | 0.0                   | nan           | 0.6799        | 0.8581            | 0.4673             | 0.5899               | 0.3244                   | nan                | 0.3995        | 0.3747           | 0.0             | 0.7891          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3087              | 0.0                 | 0.0                    | 0.6594                    | 0.0                   | 0.3274                | 0.2753                          | 0.0                     | nan                     | 0.0                     | 0.2254          | 0.0                    | 0.0                     | 0.8433                | 0.7769             | 0.8969  | 0.0             | 0.0              | 0.0958          | 0.0              |
| 0.6249        | 4.2   | 840  | 0.6191          | 0.2936   | 0.3534        | 0.8297           | nan                | 0.7971             | 0.9443                 | 0.5810                  | 0.7279                    | 0.4803                        | nan                     | 0.5396             | 0.6216                | 0.0                  | 0.9299               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3012                   | 0.0                      | 0.0                         | 0.8692                         | 0.0                        | 0.5200                     | 0.3452                               | 0.0                          | nan                          | 0.0                          | 0.3316               | 0.0                         | 0.0                          | 0.9482                     | 0.9134                  | 0.9529       | 0.0                  | 0.0                   | 0.1506               | 0.0                   | nan           | 0.6902        | 0.8375            | 0.5165             | 0.5620               | 0.3584                   | nan                | 0.4021        | 0.4267           | 0.0             | 0.7910          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2716              | 0.0                 | 0.0                    | 0.6951                    | 0.0                   | 0.3857                | 0.3238                          | 0.0                     | nan                     | 0.0                     | 0.2516          | 0.0                    | 0.0                     | 0.8273                | 0.7315             | 0.9101  | 0.0             | 0.0              | 0.1215          | 0.0              |
| 0.3472        | 4.3   | 860  | 0.6095          | 0.2955   | 0.3495        | 0.8351           | nan                | 0.8528             | 0.9530                 | 0.6076                  | 0.6775                    | 0.4019                        | nan                     | 0.5564             | 0.5145                | 0.0                  | 0.9282               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3640                   | 0.0                      | 0.0                         | 0.9051                         | 0.0                        | 0.4762                     | 0.3858                               | 0.0                          | nan                          | 0.0                          | 0.3110               | 0.0                         | 0.0                          | 0.9446                     | 0.8605                  | 0.9565       | 0.0                  | 0.0                   | 0.1394               | 0.0                   | nan           | 0.7095        | 0.8454            | 0.4904             | 0.5882               | 0.3297                   | nan                | 0.4103        | 0.3965           | 0.0             | 0.7975          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3230              | 0.0                 | 0.0                    | 0.6836                    | 0.0                   | 0.3551                | 0.3631                          | 0.0                     | nan                     | 0.0                     | 0.2458          | 0.0                    | 0.0                     | 0.8385                | 0.7605             | 0.9108  | 0.0             | 0.0              | 0.1139          | 0.0              |
| 1.1638        | 4.4   | 880  | 0.7640          | 0.2662   | 0.3295        | 0.7799           | nan                | 0.8622             | 0.8015                 | 0.3356                  | 0.8659                    | 0.4153                        | nan                     | 0.2301             | 0.5091                | 0.0                  | 0.9329               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3879                   | 0.0                      | 0.0                         | 0.9063                         | 0.0                        | 0.4288                     | 0.3297                               | 0.0                          | nan                          | 0.0                          | 0.2614               | 0.0                         | 0.0                          | 0.9372                     | 0.9031                  | 0.9668       | 0.0                  | 0.0                   | 0.1393               | 0.0                   | nan           | 0.6116        | 0.7663            | 0.3321             | 0.3163               | 0.3278                   | nan                | 0.2076        | 0.3955           | 0.0             | 0.7845          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3343              | 0.0                 | 0.0                    | 0.6859                    | 0.0                   | 0.3368                | 0.3190                          | 0.0                     | nan                     | 0.0                     | 0.2220          | 0.0                    | 0.0                     | 0.8371                | 0.7586             | 0.9031  | 0.0             | 0.0              | 0.1150          | 0.0              |
| 0.5639        | 4.5   | 900  | 0.6138          | 0.2912   | 0.3495        | 0.8329           | nan                | 0.8329             | 0.9475                 | 0.6199                  | 0.7317                    | 0.5188                        | nan                     | 0.5028             | 0.4681                | 0.0                  | 0.9315               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3889                   | 0.0                      | 0.0                         | 0.9242                         | 0.0                        | 0.3445                     | 0.3785                               | 0.0                          | nan                          | 0.0                          | 0.2967               | 0.0                         | 0.0                          | 0.9146                     | 0.8915                  | 0.9640       | 0.0                  | 0.0                   | 0.1801               | 0.0                   | nan           | 0.6981        | 0.8617            | 0.4190             | 0.5752               | 0.3841                   | nan                | 0.3943        | 0.3792           | 0.0             | 0.7822          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3336              | 0.0                 | 0.0                    | 0.6600                    | 0.0                   | 0.2849                | 0.3522                          | 0.0                     | nan                     | 0.0                     | 0.2394          | 0.0                    | 0.0                     | 0.8441                | 0.7760             | 0.9091  | 0.0             | 0.0              | 0.1331          | 0.0              |
| 1.1424        | 4.6   | 920  | 0.6094          | 0.2951   | 0.3564        | 0.8335           | nan                | 0.8276             | 0.9425                 | 0.6345                  | 0.7938                    | 0.3963                        | nan                     | 0.5233             | 0.5383                | 0.0                  | 0.9430               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3499                   | 0.0                      | 0.0                         | 0.8573                         | 0.0                        | 0.5273                     | 0.3810                               | 0.0                          | nan                          | 0.0                          | 0.3033               | 0.0                         | 0.0                          | 0.9501                     | 0.8880                  | 0.9582       | 0.0                  | 0.0                   | 0.2327               | 0.0                   | nan           | 0.6973        | 0.8551            | 0.4481             | 0.5758               | 0.3347                   | nan                | 0.4040        | 0.4162           | 0.0             | 0.7766          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3041              | 0.0                 | 0.0                    | 0.6977                    | 0.0                   | 0.3915                | 0.3541                          | 0.0                     | nan                     | 0.0                     | 0.2395          | 0.0                    | 0.0                     | 0.8314                | 0.7473             | 0.9128  | 0.0             | 0.0              | 0.1612          | 0.0              |
| 1.063         | 4.7   | 940  | 0.6149          | 0.2913   | 0.3458        | 0.8329           | nan                | 0.8402             | 0.9494                 | 0.5703                  | 0.7595                    | 0.4040                        | nan                     | 0.4466             | 0.4354                | 0.0                  | 0.9334               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3930                   | 0.0                      | 0.0                         | 0.9198                         | 0.0                        | 0.4596                     | 0.3577                               | 0.0                          | nan                          | 0.0                          | 0.3191               | 0.0                         | 0.0                          | 0.9258                     | 0.9082                  | 0.9708       | 0.0                  | 0.0                   | 0.1261               | 0.0                   | nan           | 0.6985        | 0.8471            | 0.5053             | 0.5807               | 0.3370                   | nan                | 0.3472        | 0.3580           | 0.0             | 0.7914          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3419              | 0.0                 | 0.0                    | 0.6788                    | 0.0                   | 0.3541                | 0.3363                          | 0.0                     | nan                     | 0.0                     | 0.2502          | 0.0                    | 0.0                     | 0.8367                | 0.7601             | 0.8995  | 0.0             | 0.0              | 0.1069          | 0.0              |
| 0.4322        | 4.8   | 960  | 0.6046          | 0.2973   | 0.3546        | 0.8371           | nan                | 0.8606             | 0.9394                 | 0.6192                  | 0.7778                    | 0.3978                        | nan                     | 0.5424             | 0.5753                | 0.0                  | 0.9320               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3721                   | 0.0                      | 0.0                         | 0.9029                         | 0.0                        | 0.4837                     | 0.3128                               | 0.0                          | nan                          | 0.0                          | 0.3398               | 0.0                         | 0.0                          | 0.9514                     | 0.8918                  | 0.9551       | 0.0                  | 0.0                   | 0.1386               | 0.0                   | nan           | 0.7099        | 0.8546            | 0.4951             | 0.5780               | 0.3377                   | nan                | 0.4132        | 0.4390           | 0.0             | 0.7976          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3289              | 0.0                 | 0.0                    | 0.6960                    | 0.0                   | 0.3689                | 0.3023                          | 0.0                     | nan                     | 0.0                     | 0.2638          | 0.0                    | 0.0                     | 0.8282                | 0.7678             | 0.9131  | 0.0             | 0.0              | 0.1212          | 0.0              |
| 0.8249        | 4.9   | 980  | 0.5971          | 0.3067   | 0.3699        | 0.8397           | nan                | 0.8568             | 0.9392                 | 0.5578                  | 0.7432                    | 0.5491                        | nan                     | 0.5904             | 0.6089                | 0.0                  | 0.9391               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4445                   | 0.0                      | 0.0                         | 0.8718                         | 0.0                        | 0.5895                     | 0.4400                               | 0.0                          | nan                          | 0.0                          | 0.3854               | 0.0                         | 0.0                          | 0.9269                     | 0.9088                  | 0.9634       | 0.0                  | 0.0                   | 0.1515               | 0.0                   | nan           | 0.7231        | 0.8558            | 0.5109             | 0.6045               | 0.3935                   | nan                | 0.4213        | 0.4557           | 0.0             | 0.7863          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3644              | 0.0                 | 0.0                    | 0.6801                    | 0.0                   | 0.3959                | 0.3773                          | 0.0                     | nan                     | 0.0                     | 0.2890          | 0.0                    | 0.0                     | 0.8416                | 0.7634             | 0.9103  | 0.0             | 0.0              | 0.1337          | 0.0              |
| 0.4197        | 5.0   | 1000 | 0.5949          | 0.3031   | 0.3663        | 0.8403           | nan                | 0.8410             | 0.9410                 | 0.6234                  | 0.8261                    | 0.4882                        | nan                     | 0.4796             | 0.6131                | 0.0                  | 0.9508               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4801                   | 0.0                      | 0.0                         | 0.9049                         | 0.0                        | 0.4725                     | 0.4507                               | 0.0                          | nan                          | 0.0                          | 0.3670               | 0.0                         | 0.0                          | 0.9397                     | 0.8838                  | 0.9650       | 0.0                  | 0.0                   | 0.1289               | 0.0                   | nan           | 0.7092        | 0.8644            | 0.5033             | 0.5772               | 0.3852                   | nan                | 0.3963        | 0.4297           | 0.0             | 0.7706          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3633              | 0.0                 | 0.0                    | 0.6818                    | 0.0                   | 0.3832                | 0.4105                          | 0.0                     | nan                     | 0.0                     | 0.2829          | 0.0                    | 0.0                     | 0.8449                | 0.7682             | 0.9103  | 0.0             | 0.0              | 0.1147          | 0.0              |
| 0.455         | 5.1   | 1020 | 0.5954          | 0.3023   | 0.3596        | 0.8400           | nan                | 0.8863             | 0.9341                 | 0.6041                  | 0.7294                    | 0.5180                        | nan                     | 0.5288             | 0.5182                | 0.0                  | 0.9290               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5215                   | 0.0                      | 0.0                         | 0.9194                         | 0.0                        | 0.4468                     | 0.3474                               | 0.0                          | nan                          | 0.0                          | 0.3495               | 0.0                         | 0.0                          | 0.9427                     | 0.8947                  | 0.9523       | 0.0                  | 0.0                   | 0.1259               | 0.0                   | nan           | 0.7157        | 0.8610            | 0.5337             | 0.5857               | 0.3762                   | nan                | 0.4079        | 0.4252           | 0.0             | 0.8000          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3841              | 0.0                 | 0.0                    | 0.6899                    | 0.0                   | 0.3486                | 0.3326                          | 0.0                     | nan                     | 0.0                     | 0.2761          | 0.0                    | 0.0                     | 0.8391                | 0.7696             | 0.9137  | 0.0             | 0.0              | 0.1110          | 0.0              |
| 0.573         | 5.2   | 1040 | 0.6142          | 0.3010   | 0.3602        | 0.8352           | nan                | 0.9199             | 0.9149                 | 0.5815                  | 0.7589                    | 0.4252                        | nan                     | 0.4792             | 0.5478                | 0.0                  | 0.9296               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5160                   | 0.0                      | 0.0                         | 0.9104                         | 0.0                        | 0.5451                     | 0.3589                               | 0.0                          | nan                          | 0.0                          | 0.3316               | 0.0                         | 0.0                          | 0.9391                     | 0.8918                  | 0.9667       | 0.0                  | 0.0                   | 0.1497               | 0.0                   | nan           | 0.6839        | 0.8525            | 0.5056             | 0.5907               | 0.3327                   | nan                | 0.3869        | 0.4349           | 0.0             | 0.8018          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3767              | 0.0                 | 0.0                    | 0.6990                    | 0.0                   | 0.4174                | 0.3425                          | 0.0                     | nan                     | 0.0                     | 0.2627          | 0.0                    | 0.0                     | 0.8403                | 0.7694             | 0.9045  | 0.0             | 0.0              | 0.1296          | 0.0              |
| 0.461         | 5.3   | 1060 | 0.6007          | 0.2976   | 0.3587        | 0.8365           | nan                | 0.8484             | 0.9428                 | 0.6427                  | 0.8153                    | 0.3290                        | nan                     | 0.5091             | 0.4475                | 0.0                  | 0.9296               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5200                   | 0.0                      | 0.0                         | 0.8912                         | 0.0                        | 0.5687                     | 0.3954                               | 0.0                          | nan                          | 0.0                          | 0.3056               | 0.0                         | 0.0                          | 0.9431                     | 0.8985                  | 0.9695       | 0.0                  | 0.0                   | 0.1626               | 0.0                   | nan           | 0.7065        | 0.8570            | 0.5135             | 0.5742               | 0.2842                   | nan                | 0.4056        | 0.3774           | 0.0             | 0.7905          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3762              | 0.0                 | 0.0                    | 0.6970                    | 0.0                   | 0.4058                | 0.3684                          | 0.0                     | nan                     | 0.0                     | 0.2481          | 0.0                    | 0.0                     | 0.8385                | 0.7417             | 0.9074  | 0.0             | 0.0              | 0.1347          | 0.0              |
| 0.4084        | 5.4   | 1080 | 0.5992          | 0.2994   | 0.3620        | 0.8364           | nan                | 0.8610             | 0.9321                 | 0.5964                  | 0.8214                    | 0.4050                        | nan                     | 0.5314             | 0.5094                | 0.0                  | 0.9453               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5343                   | 0.0                      | 0.0                         | 0.9199                         | 0.0                        | 0.5534                     | 0.3635                               | 0.0                          | nan                          | 0.0                          | 0.2904               | 0.0                         | 0.0                          | 0.9271                     | 0.8947                  | 0.9565       | 0.0                  | 0.0                   | 0.1793               | 0.0                   | nan           | 0.7074        | 0.8568            | 0.4895             | 0.5576               | 0.3418                   | nan                | 0.4125        | 0.4074           | 0.0             | 0.7771          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3876              | 0.0                 | 0.0                    | 0.6874                    | 0.0                   | 0.4108                | 0.3432                          | 0.0                     | nan                     | 0.0                     | 0.2438          | 0.0                    | 0.0                     | 0.8474                | 0.7488             | 0.9139  | 0.0             | 0.0              | 0.1477          | 0.0              |
| 0.3638        | 5.5   | 1100 | 0.5961          | 0.3008   | 0.3578        | 0.8397           | nan                | 0.8651             | 0.9565                 | 0.5715                  | 0.7040                    | 0.3987                        | nan                     | 0.5602             | 0.5043                | 0.0                  | 0.9363               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4938                   | 0.0                      | 0.0                         | 0.9127                         | 0.0                        | 0.4815                     | 0.3983                               | 0.0                          | nan                          | 0.0                          | 0.3482               | 0.0                         | 0.0                          | 0.9282                     | 0.8948                  | 0.9682       | 0.0                  | 0.0                   | 0.1683               | 0.0                   | nan           | 0.7202        | 0.8518            | 0.5089             | 0.5910               | 0.3353                   | nan                | 0.4178        | 0.3949           | 0.0             | 0.7993          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3728              | 0.0                 | 0.0                    | 0.6855                    | 0.0                   | 0.3587                | 0.3661                          | 0.0                     | nan                     | 0.0                     | 0.2640          | 0.0                    | 0.0                     | 0.8506                | 0.7644             | 0.9066  | 0.0             | 0.0              | 0.1368          | 0.0              |
| 0.3183        | 5.6   | 1120 | 0.5982          | 0.2983   | 0.3672        | 0.8344           | nan                | 0.8373             | 0.9374                 | 0.6989                  | 0.7369                    | 0.4777                        | nan                     | 0.5391             | 0.6504                | 0.0                  | 0.9233               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4965                   | 0.0                      | 0.0                         | 0.8986                         | 0.0                        | 0.4019                     | 0.4308                               | 0.0                          | nan                          | 0.0                          | 0.3717               | 0.0                         | 0.0                          | 0.9269                     | 0.9174                  | 0.9701       | 0.0                  | 0.0                   | 0.1700               | 0.0                   | nan           | 0.6888        | 0.8680            | 0.3857             | 0.6007               | 0.3648                   | nan                | 0.4233        | 0.4603           | 0.0             | 0.8015          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3714              | 0.0                 | 0.0                    | 0.6845                    | 0.0                   | 0.3295                | 0.3990                          | 0.0                     | nan                     | 0.0                     | 0.2687          | 0.0                    | 0.0                     | 0.8401                | 0.7341             | 0.8831  | 0.0             | 0.0              | 0.1432          | 0.0              |
| 0.3373        | 5.7   | 1140 | 0.5926          | 0.3036   | 0.3668        | 0.8390           | nan                | 0.8819             | 0.9257                 | 0.6487                  | 0.7322                    | 0.5088                        | nan                     | 0.5627             | 0.5298                | 0.0                  | 0.9481               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5145                   | 0.0                      | 0.0                         | 0.8940                         | 0.0                        | 0.5565                     | 0.4014                               | 0.0                          | nan                          | 0.0                          | 0.3247               | 0.0                         | 0.0                          | 0.9419                     | 0.8932                  | 0.9479       | 0.0                  | 0.0                   | 0.1594               | 0.0                   | nan           | 0.6977        | 0.8672            | 0.4568             | 0.6011               | 0.3805                   | nan                | 0.4309        | 0.4341           | 0.0             | 0.7790          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3900              | 0.0                 | 0.0                    | 0.6910                    | 0.0                   | 0.4052                | 0.3770                          | 0.0                     | nan                     | 0.0                     | 0.2609          | 0.0                    | 0.0                     | 0.8433                | 0.7580             | 0.9030  | 0.0             | 0.0              | 0.1354          | 0.0              |
| 0.5786        | 5.8   | 1160 | 0.5888          | 0.3057   | 0.3725        | 0.8407           | nan                | 0.8291             | 0.9356                 | 0.6557                  | 0.8378                    | 0.5211                        | nan                     | 0.5686             | 0.6574                | 0.0                  | 0.9386               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5123                   | 0.0                      | 0.0                         | 0.8987                         | 0.0                        | 0.5060                     | 0.3604                               | 0.0                          | nan                          | 0.0                          | 0.3712               | 0.0                         | 0.0                          | 0.9496                     | 0.8555                  | 0.9649       | 0.0                  | 0.0                   | 0.1836               | 0.0                   | nan           | 0.6966        | 0.8668            | 0.5092             | 0.5926               | 0.4044                   | nan                | 0.4317        | 0.4607           | 0.0             | 0.7984          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3596              | 0.0                 | 0.0                    | 0.6941                    | 0.0                   | 0.3737                | 0.3438                          | 0.0                     | nan                     | 0.0                     | 0.2733          | 0.0                    | 0.0                     | 0.8431                | 0.7703             | 0.9097  | 0.0             | 0.0              | 0.1501          | 0.0              |
| 0.4665        | 5.9   | 1180 | 0.5788          | 0.3083   | 0.3673        | 0.8455           | nan                | 0.8570             | 0.9491                 | 0.6249                  | 0.7949                    | 0.5169                        | nan                     | 0.5641             | 0.5620                | 0.0                  | 0.9319               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5126                   | 0.0                      | 0.0                         | 0.9148                         | 0.0                        | 0.5272                     | 0.3540                               | 0.0                          | nan                          | 0.0                          | 0.3429               | 0.0                         | 0.0                          | 0.9331                     | 0.8915                  | 0.9621       | 0.0                  | 0.0                   | 0.1459               | 0.0                   | nan           | 0.7315        | 0.8616            | 0.5393             | 0.6123               | 0.4003                   | nan                | 0.4398        | 0.4429           | 0.0             | 0.8090          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3793              | 0.0                 | 0.0                    | 0.6951                    | 0.0                   | 0.3920                | 0.3379                          | 0.0                     | nan                     | 0.0                     | 0.2643          | 0.0                    | 0.0                     | 0.8445                | 0.7700             | 0.9136  | 0.0             | 0.0              | 0.1232          | 0.0              |
| 0.4062        | 6.0   | 1200 | 0.5990          | 0.3034   | 0.3661        | 0.8390           | nan                | 0.8692             | 0.9362                 | 0.5182                  | 0.8309                    | 0.4266                        | nan                     | 0.5545             | 0.5376                | 0.0                  | 0.9458               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6000                   | 0.0                      | 0.0                         | 0.9145                         | 0.0                        | 0.4208                     | 0.4792                               | 0.0                          | nan                          | 0.0                          | 0.3516               | 0.0                         | 0.0                          | 0.9300                     | 0.8846                  | 0.9620       | 0.0                  | 0.0                   | 0.1879               | 0.0                   | nan           | 0.7062        | 0.8574            | 0.4890             | 0.5916               | 0.3444                   | nan                | 0.4258        | 0.4307           | 0.0             | 0.7885          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3544              | 0.0                 | 0.0                    | 0.6851                    | 0.0                   | 0.3325                | 0.4280                          | 0.0                     | nan                     | 0.0                     | 0.2681          | 0.0                    | 0.0                     | 0.8506                | 0.7829             | 0.9171  | 0.0             | 0.0              | 0.1526          | 0.0              |
| 0.3422        | 6.1   | 1220 | 0.6136          | 0.2994   | 0.3547        | 0.8386           | nan                | 0.8994             | 0.9470                 | 0.5071                  | 0.7181                    | 0.3467                        | nan                     | 0.5558             | 0.5191                | 0.0                  | 0.9338               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5650                   | 0.0                      | 0.0                         | 0.9167                         | 0.0                        | 0.3571                     | 0.4699                               | 0.0                          | nan                          | 0.0                          | 0.3153               | 0.0                         | 0.0                          | 0.9401                     | 0.8957                  | 0.9657       | 0.0                  | 0.0                   | 0.1437               | 0.0                   | nan           | 0.7120        | 0.8521            | 0.4770             | 0.6135               | 0.2925                   | nan                | 0.4314        | 0.4286           | 0.0             | 0.8057          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3728              | 0.0                 | 0.0                    | 0.6836                    | 0.0                   | 0.2839                | 0.4187                          | 0.0                     | nan                     | 0.0                     | 0.2556          | 0.0                    | 0.0                     | 0.8447                | 0.7720             | 0.9130  | 0.0             | 0.0              | 0.1240          | 0.0              |
| 0.3667        | 6.2   | 1240 | 0.5865          | 0.3074   | 0.3673        | 0.8438           | nan                | 0.8719             | 0.9503                 | 0.6165                  | 0.7441                    | 0.4360                        | nan                     | 0.5970             | 0.5278                | 0.0                  | 0.9347               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5660                   | 0.0                      | 0.0                         | 0.8997                         | 0.0                        | 0.4856                     | 0.4265                               | 0.0                          | nan                          | 0.0                          | 0.3539               | 0.0                         | 0.0                          | 0.9352                     | 0.9020                  | 0.9647       | 0.0                  | 0.0                   | 0.1752               | 0.0                   | nan           | 0.7281        | 0.8557            | 0.5315             | 0.6217               | 0.3452                   | nan                | 0.4397        | 0.4263           | 0.0             | 0.8010          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3623              | 0.0                 | 0.0                    | 0.6997                    | 0.0                   | 0.3732                | 0.3967                          | 0.0                     | nan                     | 0.0                     | 0.2729          | 0.0                    | 0.0                     | 0.8474                | 0.7669             | 0.9133  | 0.0             | 0.0              | 0.1475          | 0.0              |
| 0.3964        | 6.3   | 1260 | 0.5919          | 0.3052   | 0.3715        | 0.8415           | nan                | 0.8636             | 0.9456                 | 0.5274                  | 0.7548                    | 0.5466                        | nan                     | 0.5639             | 0.6438                | 0.0                  | 0.9241               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6155                   | 0.0                      | 0.0                         | 0.9048                         | 0.0                        | 0.5285                     | 0.4056                               | 0.0                          | nan                          | 0.0                          | 0.3135               | 0.0                         | 0.0                          | 0.9171                     | 0.9077                  | 0.9684       | 0.0                  | 0.0                   | 0.1849               | 0.0                   | nan           | 0.7294        | 0.8517            | 0.4793             | 0.6185               | 0.4047                   | nan                | 0.4379        | 0.4247           | 0.0             | 0.8134          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3556              | 0.0                 | 0.0                    | 0.6892                    | 0.0                   | 0.3648                | 0.3728                          | 0.0                     | nan                     | 0.0                     | 0.2539          | 0.0                    | 0.0                     | 0.8452                | 0.7688             | 0.8997  | 0.0             | 0.0              | 0.1528          | 0.0              |
| 0.3974        | 6.4   | 1280 | 0.6011          | 0.3013   | 0.3642        | 0.8380           | nan                | 0.8523             | 0.9361                 | 0.6131                  | 0.8445                    | 0.4463                        | nan                     | 0.5026             | 0.5776                | 0.0                  | 0.9477               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5712                   | 0.0                      | 0.0                         | 0.8948                         | 0.0                        | 0.4493                     | 0.3396                               | 0.0                          | nan                          | 0.0                          | 0.3616               | 0.0                         | 0.0                          | 0.9456                     | 0.8771                  | 0.9659       | 0.0                  | 0.0                   | 0.1656               | 0.0                   | nan           | 0.7006        | 0.8617            | 0.5345             | 0.5834               | 0.3578                   | nan                | 0.4094        | 0.4542           | 0.0             | 0.7889          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3706              | 0.0                 | 0.0                    | 0.6830                    | 0.0                   | 0.3222                | 0.3219                          | 0.0                     | nan                     | 0.0                     | 0.2803          | 0.0                    | 0.0                     | 0.8424                | 0.7820             | 0.9040  | 0.0             | 0.0              | 0.1447          | 0.0              |
| 0.3549        | 6.5   | 1300 | 0.5949          | 0.3054   | 0.3741        | 0.8391           | nan                | 0.8498             | 0.9302                 | 0.6762                  | 0.8403                    | 0.4753                        | nan                     | 0.4975             | 0.5990                | 0.0                  | 0.9416               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5850                   | 0.0                      | 0.0                         | 0.8735                         | 0.0                        | 0.5281                     | 0.3714                               | 0.0                          | nan                          | 0.0                          | 0.3628               | 0.0                         | 0.0                          | 0.9433                     | 0.8961                  | 0.9669       | 0.0                  | 0.0                   | 0.2600               | 0.0                   | nan           | 0.6920        | 0.8684            | 0.4967             | 0.5858               | 0.3694                   | nan                | 0.4055        | 0.4655           | 0.0             | 0.7965          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3631              | 0.0                 | 0.0                    | 0.7006                    | 0.0                   | 0.3859                | 0.3490                          | 0.0                     | nan                     | 0.0                     | 0.2691          | 0.0                    | 0.0                     | 0.8409                | 0.7679             | 0.9098  | 0.0             | 0.0              | 0.2010          | 0.0              |
| 0.2758        | 6.6   | 1320 | 0.5834          | 0.3085   | 0.3673        | 0.8435           | nan                | 0.8289             | 0.9513                 | 0.6518                  | 0.7364                    | 0.5566                        | nan                     | 0.5425             | 0.4657                | 0.0                  | 0.9327               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5677                   | 0.0                      | 0.0                         | 0.8959                         | 0.0                        | 0.5306                     | 0.4128                               | 0.0                          | nan                          | 0.0                          | 0.3408               | 0.0                         | 0.0                          | 0.9520                     | 0.8735                  | 0.9548       | 0.0                  | 0.0                   | 0.1924               | 0.0                   | nan           | 0.7241        | 0.8578            | 0.5561             | 0.5779               | 0.4191                   | nan                | 0.4193        | 0.4042           | 0.0             | 0.8086          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3795              | 0.0                 | 0.0                    | 0.7027                    | 0.0                   | 0.3963                | 0.3815                          | 0.0                     | nan                     | 0.0                     | 0.2673          | 0.0                    | 0.0                     | 0.8369                | 0.7604             | 0.9187  | 0.0             | 0.0              | 0.1534          | 0.0              |
| 0.4533        | 6.7   | 1340 | 0.5830          | 0.3052   | 0.3725        | 0.8390           | nan                | 0.8076             | 0.9474                 | 0.6777                  | 0.7975                    | 0.5173                        | nan                     | 0.5476             | 0.4662                | 0.0                  | 0.9397               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5851                   | 0.0                      | 0.0                         | 0.8903                         | 0.0                        | 0.5785                     | 0.4557                               | 0.0                          | nan                          | 0.0                          | 0.3384               | 0.0                         | 0.0                          | 0.9171                     | 0.9185                  | 0.9545       | 0.0                  | 0.0                   | 0.2086               | 0.0                   | nan           | 0.6955        | 0.8641            | 0.4621             | 0.5747               | 0.4068                   | nan                | 0.4199        | 0.4060           | 0.0             | 0.8046          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3753              | 0.0                 | 0.0                    | 0.6958                    | 0.0                   | 0.4234                | 0.4041                          | 0.0                     | nan                     | 0.0                     | 0.2615          | 0.0                    | 0.0                     | 0.8418                | 0.7440             | 0.9185  | 0.0             | 0.0              | 0.1628          | 0.0              |
| 0.4431        | 6.8   | 1360 | 0.5965          | 0.3079   | 0.3716        | 0.8396           | nan                | 0.9063             | 0.9083                 | 0.6162                  | 0.8022                    | 0.4839                        | nan                     | 0.5679             | 0.4944                | 0.0                  | 0.9397               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5788                   | 0.0                      | 0.0                         | 0.9175                         | 0.0                        | 0.5235                     | 0.4825                               | 0.0                          | nan                          | 0.0                          | 0.3448               | 0.0                         | 0.0                          | 0.9400                     | 0.8798                  | 0.9675       | 0.0                  | 0.0                   | 0.1664               | 0.0                   | nan           | 0.7017        | 0.8573            | 0.5427             | 0.5755               | 0.3769                   | nan                | 0.4289        | 0.4170           | 0.0             | 0.8026          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3763              | 0.0                 | 0.0                    | 0.6975                    | 0.0                   | 0.4024                | 0.4249                          | 0.0                     | nan                     | 0.0                     | 0.2638          | 0.0                    | 0.0                     | 0.8461                | 0.7712             | 0.9157  | 0.0             | 0.0              | 0.1431          | 0.0              |
| 0.4814        | 6.9   | 1380 | 0.5858          | 0.3091   | 0.3683        | 0.8447           | nan                | 0.8749             | 0.9559                 | 0.6054                  | 0.6724                    | 0.4716                        | nan                     | 0.5793             | 0.5114                | 0.0                  | 0.9466               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5914                   | 0.0                      | 0.0                         | 0.9019                         | 0.0                        | 0.4914                     | 0.4580                               | 0.0                          | nan                          | 0.0                          | 0.3607               | 0.0                         | 0.0                          | 0.9281                     | 0.9113                  | 0.9668       | 0.0                  | 0.0                   | 0.1902               | 0.0                   | nan           | 0.7352        | 0.8534            | 0.5436             | 0.5826               | 0.3838                   | nan                | 0.4293        | 0.4296           | 0.0             | 0.7971          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3719              | 0.0                 | 0.0                    | 0.7038                    | 0.0                   | 0.3838                | 0.4147                          | 0.0                     | nan                     | 0.0                     | 0.2636          | 0.0                    | 0.0                     | 0.8452                | 0.7693             | 0.9185  | 0.0             | 0.0              | 0.1574          | 0.0              |
| 0.4765        | 7.0   | 1400 | 0.5937          | 0.3077   | 0.3727        | 0.8409           | nan                | 0.8946             | 0.9235                 | 0.6725                  | 0.7406                    | 0.4691                        | nan                     | 0.6064             | 0.5834                | 0.0                  | 0.9342               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5602                   | 0.0                      | 0.0                         | 0.9083                         | 0.0                        | 0.5148                     | 0.3851                               | 0.0                          | nan                          | 0.0                          | 0.3517               | 0.0                         | 0.0                          | 0.9388                     | 0.8882                  | 0.9676       | 0.0                  | 0.0                   | 0.2146               | 0.0                   | nan           | 0.6928        | 0.8682            | 0.4465             | 0.6082               | 0.3684                   | nan                | 0.4403        | 0.4549           | 0.0             | 0.8080          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3872              | 0.0                 | 0.0                    | 0.6920                    | 0.0                   | 0.4152                | 0.3672                          | 0.0                     | nan                     | 0.0                     | 0.2658          | 0.0                    | 0.0                     | 0.8474                | 0.7841             | 0.9152  | 0.0             | 0.0              | 0.1761          | 0.0              |
| 0.3616        | 7.1   | 1420 | 0.5733          | 0.3132   | 0.3776        | 0.8461           | nan                | 0.8448             | 0.9405                 | 0.6132                  | 0.8331                    | 0.5368                        | nan                     | 0.5895             | 0.5248                | 0.0                  | 0.9373               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5603                   | 0.0                      | 0.0                         | 0.8932                         | 0.0                        | 0.5813                     | 0.4069                               | 0.0                          | nan                          | 0.0                          | 0.3559               | 0.0                         | 0.0                          | 0.9324                     | 0.9075                  | 0.9655       | 0.0                  | 0.0                   | 0.2818               | 0.0                   | nan           | 0.7223        | 0.8676            | 0.5453             | 0.5946               | 0.4112                   | nan                | 0.4264        | 0.4193           | 0.0             | 0.8046          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3849              | 0.0                 | 0.0                    | 0.7001                    | 0.0                   | 0.4327                | 0.3820                          | 0.0                     | nan                     | 0.0                     | 0.2659          | 0.0                    | 0.0                     | 0.8487                | 0.7737             | 0.9185  | 0.0             | 0.0              | 0.2120          | 0.0              |
| 0.4933        | 7.2   | 1440 | 0.5813          | 0.3109   | 0.3753        | 0.8451           | nan                | 0.8538             | 0.9437                 | 0.5760                  | 0.8191                    | 0.5058                        | nan                     | 0.5736             | 0.6060                | 0.0                  | 0.9314               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5896                   | 0.0                      | 0.0                         | 0.9101                         | 0.0                        | 0.4950                     | 0.4585                               | 0.0                          | nan                          | 0.0                          | 0.3675               | 0.0                         | 0.0                          | 0.9298                     | 0.9159                  | 0.9637       | 0.0                  | 0.0                   | 0.1930               | 0.0                   | nan           | 0.7222        | 0.8639            | 0.5238             | 0.6014               | 0.3986                   | nan                | 0.4346        | 0.4511           | 0.0             | 0.8135          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3784              | 0.0                 | 0.0                    | 0.6960                    | 0.0                   | 0.3766                | 0.4129                          | 0.0                     | nan                     | 0.0                     | 0.2718          | 0.0                    | 0.0                     | 0.8480                | 0.7611             | 0.9201  | 0.0             | 0.0              | 0.1638          | 0.0              |
| 0.4028        | 7.3   | 1460 | 0.5729          | 0.3121   | 0.3725        | 0.8482           | nan                | 0.8882             | 0.9510                 | 0.5887                  | 0.7435                    | 0.5139                        | nan                     | 0.5499             | 0.5656                | 0.0                  | 0.9375               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6045                   | 0.0                      | 0.0                         | 0.9055                         | 0.0                        | 0.4169                     | 0.5068                               | 0.0                          | nan                          | 0.0                          | 0.3830               | 0.0                         | 0.0                          | 0.9357                     | 0.8909                  | 0.9639       | 0.0                  | 0.0                   | 0.2030               | 0.0                   | nan           | 0.7279        | 0.8672            | 0.5187             | 0.6300               | 0.4068                   | nan                | 0.4401        | 0.4476           | 0.0             | 0.8015          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3645              | 0.0                 | 0.0                    | 0.6940                    | 0.0                   | 0.3380                | 0.4487                          | 0.0                     | nan                     | 0.0                     | 0.2823          | 0.0                    | 0.0                     | 0.8485                | 0.7751             | 0.9158  | 0.0             | 0.0              | 0.1674          | 0.0              |
| 0.7888        | 7.4   | 1480 | 0.5864          | 0.3107   | 0.3756        | 0.8444           | nan                | 0.8955             | 0.9296                 | 0.6318                  | 0.7855                    | 0.5471                        | nan                     | 0.5243             | 0.5552                | 0.0                  | 0.9379               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6029                   | 0.0                      | 0.0                         | 0.9031                         | 0.0                        | 0.4917                     | 0.4499                               | 0.0                          | nan                          | 0.0                          | 0.3496               | 0.0                         | 0.0                          | 0.9258                     | 0.9006                  | 0.9672       | 0.0                  | 0.0                   | 0.2454               | 0.0                   | nan           | 0.7057        | 0.8712            | 0.5006             | 0.6259               | 0.4010                   | nan                | 0.4206        | 0.4426           | 0.0             | 0.7998          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3727              | 0.0                 | 0.0                    | 0.6992                    | 0.0                   | 0.3834                | 0.4140                          | 0.0                     | nan                     | 0.0                     | 0.2712          | 0.0                    | 0.0                     | 0.8454                | 0.7705             | 0.9131  | 0.0             | 0.0              | 0.1953          | 0.0              |
| 0.4472        | 7.5   | 1500 | 0.5824          | 0.3101   | 0.3722        | 0.8445           | nan                | 0.8338             | 0.9448                 | 0.5706                  | 0.8580                    | 0.5130                        | nan                     | 0.5545             | 0.4821                | 0.0                  | 0.9256               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5927                   | 0.0                      | 0.0                         | 0.9045                         | 0.0                        | 0.5369                     | 0.4377                               | 0.0                          | nan                          | 0.0                          | 0.3506               | 0.0                         | 0.0                          | 0.9366                     | 0.8973                  | 0.9610       | 0.0                  | 0.0                   | 0.2392               | 0.0                   | nan           | 0.7096        | 0.8653            | 0.5068             | 0.5979               | 0.4057                   | nan                | 0.4239        | 0.4143           | 0.0             | 0.8112          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3738              | 0.0                 | 0.0                    | 0.7033                    | 0.0                   | 0.4068                | 0.4079                          | 0.0                     | nan                     | 0.0                     | 0.2711          | 0.0                    | 0.0                     | 0.8453                | 0.7657             | 0.9190  | 0.0             | 0.0              | 0.1862          | 0.0              |
| 0.2959        | 7.6   | 1520 | 0.5668          | 0.3165   | 0.3833        | 0.8484           | nan                | 0.8573             | 0.9417                 | 0.6345                  | 0.8128                    | 0.5696                        | nan                     | 0.5761             | 0.5790                | 0.0                  | 0.9427               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6075                   | 0.0                      | 0.0                         | 0.8679                         | 0.0                        | 0.5660                     | 0.4868                               | 0.0                          | nan                          | 0.0                          | 0.3390               | 0.0                         | 0.0                          | 0.9379                     | 0.9009                  | 0.9638       | 0.0                  | 0.0                   | 0.2990               | 0.0                   | nan           | 0.7247        | 0.8693            | 0.5410             | 0.6352               | 0.4291                   | nan                | 0.4455        | 0.4492           | 0.0             | 0.8027          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3639              | 0.0                 | 0.0                    | 0.7058                    | 0.0                   | 0.4061                | 0.4309                          | 0.0                     | nan                     | 0.0                     | 0.2674          | 0.0                    | 0.0                     | 0.8437                | 0.7651             | 0.9195  | 0.0             | 0.0              | 0.2130          | 0.0              |
| 0.6112        | 7.7   | 1540 | 0.5789          | 0.3128   | 0.3782        | 0.8459           | nan                | 0.8626             | 0.9375                 | 0.6726                  | 0.8403                    | 0.5117                        | nan                     | 0.5372             | 0.5917                | 0.0                  | 0.9368               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5974                   | 0.0                      | 0.0                         | 0.9098                         | 0.0                        | 0.5040                     | 0.4817                               | 0.0                          | nan                          | 0.0                          | 0.3231               | 0.0                         | 0.0                          | 0.9241                     | 0.9213                  | 0.9645       | 0.0                  | 0.0                   | 0.2064               | 0.0                   | nan           | 0.7126        | 0.8682            | 0.5547             | 0.6269               | 0.4078                   | nan                | 0.4295        | 0.4562           | 0.0             | 0.8116          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3813              | 0.0                 | 0.0                    | 0.7024                    | 0.0                   | 0.3765                | 0.4300                          | 0.0                     | nan                     | 0.0                     | 0.2614          | 0.0                    | 0.0                     | 0.8421                | 0.7503             | 0.9187  | 0.0             | 0.0              | 0.1678          | 0.0              |
| 0.385         | 7.8   | 1560 | 0.5831          | 0.3131   | 0.3791        | 0.8448           | nan                | 0.8485             | 0.9346                 | 0.6713                  | 0.8758                    | 0.4915                        | nan                     | 0.5322             | 0.6046                | 0.0                  | 0.9425               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5874                   | 0.0                      | 0.0                         | 0.8924                         | 0.0                        | 0.5252                     | 0.4491                               | 0.0                          | nan                          | 0.0                          | 0.3385               | 0.0                         | 0.0                          | 0.9377                     | 0.9091                  | 0.9658       | 0.0                  | 0.0                   | 0.2456               | 0.0                   | nan           | 0.7112        | 0.8643            | 0.5588             | 0.5947               | 0.4014                   | nan                | 0.4258        | 0.4594           | 0.0             | 0.8089          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3855              | 0.0                 | 0.0                    | 0.7088                    | 0.0                   | 0.3989                | 0.4132                          | 0.0                     | nan                     | 0.0                     | 0.2616          | 0.0                    | 0.0                     | 0.8429                | 0.7604             | 0.9170  | 0.0             | 0.0              | 0.1948          | 0.0              |
| 0.3023        | 7.9   | 1580 | 0.5723          | 0.3149   | 0.3819        | 0.8466           | nan                | 0.8500             | 0.9378                 | 0.7040                  | 0.8430                    | 0.5060                        | nan                     | 0.5910             | 0.5657                | 0.0                  | 0.9353               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5876                   | 0.0                      | 0.0                         | 0.9079                         | 0.0                        | 0.5166                     | 0.5220                               | 0.0                          | nan                          | 0.0                          | 0.3322               | 0.0                         | 0.0                          | 0.9274                     | 0.8971                  | 0.9669       | 0.0                  | 0.0                   | 0.2493               | 0.0                   | nan           | 0.7181        | 0.8674            | 0.5304             | 0.6254               | 0.4013                   | nan                | 0.4403        | 0.4496           | 0.0             | 0.8136          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3828              | 0.0                 | 0.0                    | 0.6964                    | 0.0                   | 0.3900                | 0.4504                          | 0.0                     | nan                     | 0.0                     | 0.2613          | 0.0                    | 0.0                     | 0.8497                | 0.7753             | 0.9145  | 0.0             | 0.0              | 0.1965          | 0.0              |
| 0.2996        | 8.0   | 1600 | 0.5833          | 0.3115   | 0.3742        | 0.8446           | nan                | 0.8598             | 0.9405                 | 0.5576                  | 0.8611                    | 0.4879                        | nan                     | 0.5030             | 0.6505                | 0.0                  | 0.9331               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5664                   | 0.0                      | 0.0                         | 0.8904                         | 0.0                        | 0.5266                     | 0.4377                               | 0.0                          | nan                          | 0.0                          | 0.3461               | 0.0                         | 0.0                          | 0.9471                     | 0.8733                  | 0.9674       | 0.0                  | 0.0                   | 0.2518               | 0.0                   | nan           | 0.7107        | 0.8647            | 0.5110             | 0.5997               | 0.3949                   | nan                | 0.4173        | 0.4636           | 0.0             | 0.8112          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3853              | 0.0                 | 0.0                    | 0.7031                    | 0.0                   | 0.4045                | 0.4033                          | 0.0                     | nan                     | 0.0                     | 0.2658          | 0.0                    | 0.0                     | 0.8403                | 0.7659             | 0.9125  | 0.0             | 0.0              | 0.2029          | 0.0              |
| 0.6193        | 8.1   | 1620 | 0.5776          | 0.3150   | 0.3768        | 0.8475           | nan                | 0.8553             | 0.9466                 | 0.5537                  | 0.8181                    | 0.5218                        | nan                     | 0.5600             | 0.6284                | 0.0                  | 0.9381               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5590                   | 0.0                      | 0.0                         | 0.8879                         | 0.0                        | 0.5564                     | 0.4580                               | 0.0                          | nan                          | 0.0                          | 0.3610               | 0.0                         | 0.0                          | 0.9447                     | 0.8941                  | 0.9605       | 0.0                  | 0.0                   | 0.2361               | 0.0                   | nan           | 0.7149        | 0.8665            | 0.5031             | 0.6349               | 0.4079                   | nan                | 0.4338        | 0.4728           | 0.0             | 0.8083          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3884              | 0.0                 | 0.0                    | 0.7066                    | 0.0                   | 0.4185                | 0.4150                          | 0.0                     | nan                     | 0.0                     | 0.2718          | 0.0                    | 0.0                     | 0.8427                | 0.7671             | 0.9200  | 0.0             | 0.0              | 0.1932          | 0.0              |
| 0.3867        | 8.2   | 1640 | 0.5783          | 0.3154   | 0.3788        | 0.8485           | nan                | 0.8492             | 0.9482                 | 0.6227                  | 0.8445                    | 0.5045                        | nan                     | 0.5666             | 0.5861                | 0.0                  | 0.9364               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5957                   | 0.0                      | 0.0                         | 0.8933                         | 0.0                        | 0.5372                     | 0.4904                               | 0.0                          | nan                          | 0.0                          | 0.3774               | 0.0                         | 0.0                          | 0.9419                     | 0.8839                  | 0.9666       | 0.0                  | 0.0                   | 0.1988               | 0.0                   | nan           | 0.7210        | 0.8676            | 0.5481             | 0.6260               | 0.4021                   | nan                | 0.4385        | 0.4505           | 0.0             | 0.8097          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3775              | 0.0                 | 0.0                    | 0.7023                    | 0.0                   | 0.4096                | 0.4369                          | 0.0                     | nan                     | 0.0                     | 0.2813          | 0.0                    | 0.0                     | 0.8467                | 0.7758             | 0.9186  | 0.0             | 0.0              | 0.1659          | 0.0              |
| 0.317         | 8.3   | 1660 | 0.5688          | 0.3161   | 0.3812        | 0.8494           | nan                | 0.8745             | 0.9402                 | 0.6804                  | 0.8045                    | 0.5513                        | nan                     | 0.5835             | 0.5725                | 0.0                  | 0.9466               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5978                   | 0.0                      | 0.0                         | 0.8948                         | 0.0                        | 0.5215                     | 0.4635                               | 0.0                          | nan                          | 0.0                          | 0.3691               | 0.0                         | 0.0                          | 0.9312                     | 0.8965                  | 0.9691       | 0.0                  | 0.0                   | 0.2206               | 0.0                   | nan           | 0.7271        | 0.8711            | 0.5578             | 0.6459               | 0.4147                   | nan                | 0.4456        | 0.4482           | 0.0             | 0.7997          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3772              | 0.0                 | 0.0                    | 0.7015                    | 0.0                   | 0.4000                | 0.4200                          | 0.0                     | nan                     | 0.0                     | 0.2752          | 0.0                    | 0.0                     | 0.8472                | 0.7738             | 0.9171  | 0.0             | 0.0              | 0.1764          | 0.0              |
| 1.3707        | 8.4   | 1680 | 0.5730          | 0.3154   | 0.3780        | 0.8490           | nan                | 0.8738             | 0.9492                 | 0.6781                  | 0.7945                    | 0.4691                        | nan                     | 0.5674             | 0.6020                | 0.0                  | 0.9409               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5897                   | 0.0                      | 0.0                         | 0.8936                         | 0.0                        | 0.5349                     | 0.4505                               | 0.0                          | nan                          | 0.0                          | 0.3486               | 0.0                         | 0.0                          | 0.9357                     | 0.8928                  | 0.9704       | 0.0                  | 0.0                   | 0.2273               | 0.0                   | nan           | 0.7278        | 0.8678            | 0.5609             | 0.6440               | 0.3773                   | nan                | 0.4447        | 0.4656           | 0.0             | 0.8115          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3821              | 0.0                 | 0.0                    | 0.7028                    | 0.0                   | 0.3953                | 0.4097                          | 0.0                     | nan                     | 0.0                     | 0.2698          | 0.0                    | 0.0                     | 0.8456                | 0.7769             | 0.9117  | 0.0             | 0.0              | 0.1825          | 0.0              |
| 0.3326        | 8.5   | 1700 | 0.5753          | 0.3159   | 0.3826        | 0.8462           | nan                | 0.8597             | 0.9398                 | 0.6403                  | 0.8407                    | 0.4915                        | nan                     | 0.5517             | 0.5957                | 0.0                  | 0.9403               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5921                   | 0.0                      | 0.0                         | 0.8785                         | 0.0                        | 0.5797                     | 0.5061                               | 0.0                          | nan                          | 0.0                          | 0.3642               | 0.0                         | 0.0                          | 0.9300                     | 0.9048                  | 0.9683       | 0.0                  | 0.0                   | 0.2772               | 0.0                   | nan           | 0.7204        | 0.8666            | 0.5546             | 0.6021               | 0.3889                   | nan                | 0.4336        | 0.4644           | 0.0             | 0.8123          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3759              | 0.0                 | 0.0                    | 0.7026                    | 0.0                   | 0.4171                | 0.4383                          | 0.0                     | nan                     | 0.0                     | 0.2735          | 0.0                    | 0.0                     | 0.8466                | 0.7702             | 0.9170  | 0.0             | 0.0              | 0.2075          | 0.0              |
| 0.343         | 8.6   | 1720 | 0.5699          | 0.3183   | 0.3813        | 0.8500           | nan                | 0.8720             | 0.9460                 | 0.6340                  | 0.8164                    | 0.5137                        | nan                     | 0.5698             | 0.5619                | 0.0                  | 0.9335               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5860                   | 0.0                      | 0.0                         | 0.8936                         | 0.0                        | 0.5409                     | 0.5306                               | 0.0                          | nan                          | 0.0                          | 0.3632               | 0.0                         | 0.0                          | 0.9313                     | 0.8939                  | 0.9638       | 0.0                  | 0.0                   | 0.2693               | 0.0                   | nan           | 0.7295        | 0.8693            | 0.5551             | 0.6398               | 0.4015                   | nan                | 0.4431        | 0.4498           | 0.0             | 0.8168          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3764              | 0.0                 | 0.0                    | 0.6999                    | 0.0                   | 0.4146                | 0.4559                          | 0.0                     | nan                     | 0.0                     | 0.2766          | 0.0                    | 0.0                     | 0.8478                | 0.7674             | 0.9199  | 0.0             | 0.0              | 0.2053          | 0.0              |
| 0.4636        | 8.7   | 1740 | 0.5700          | 0.3170   | 0.3791        | 0.8494           | nan                | 0.8801             | 0.9435                 | 0.6036                  | 0.8067                    | 0.5080                        | nan                     | 0.5780             | 0.5943                | 0.0                  | 0.9338               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5831                   | 0.0                      | 0.0                         | 0.9054                         | 0.0                        | 0.5190                     | 0.4826                               | 0.0                          | nan                          | 0.0                          | 0.3532               | 0.0                         | 0.0                          | 0.9301                     | 0.9133                  | 0.9593       | 0.0                  | 0.0                   | 0.2595               | 0.0                   | nan           | 0.7261        | 0.8706            | 0.5399             | 0.6449               | 0.4018                   | nan                | 0.4455        | 0.4644           | 0.0             | 0.8180          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3798              | 0.0                 | 0.0                    | 0.7039                    | 0.0                   | 0.4047                | 0.4369                          | 0.0                     | nan                     | 0.0                     | 0.2706          | 0.0                    | 0.0                     | 0.8422                | 0.7544             | 0.9215  | 0.0             | 0.0              | 0.2013          | 0.0              |
| 0.4121        | 8.8   | 1760 | 0.5690          | 0.3166   | 0.3770        | 0.8504           | nan                | 0.8629             | 0.9514                 | 0.6429                  | 0.8294                    | 0.4950                        | nan                     | 0.5736             | 0.6034                | 0.0                  | 0.9316               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5776                   | 0.0                      | 0.0                         | 0.9107                         | 0.0                        | 0.5116                     | 0.4527                               | 0.0                          | nan                          | 0.0                          | 0.3313               | 0.0                         | 0.0                          | 0.9344                     | 0.9031                  | 0.9622       | 0.0                  | 0.0                   | 0.2129               | 0.0                   | nan           | 0.7339        | 0.8671            | 0.5670             | 0.6443               | 0.4004                   | nan                | 0.4438        | 0.4655           | 0.0             | 0.8183          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3821              | 0.0                 | 0.0                    | 0.7003                    | 0.0                   | 0.3945                | 0.4177                          | 0.0                     | nan                     | 0.0                     | 0.2684          | 0.0                    | 0.0                     | 0.8459                | 0.7742             | 0.9209  | 0.0             | 0.0              | 0.1710          | 0.0              |
| 0.3737        | 8.9   | 1780 | 0.5611          | 0.3183   | 0.3813        | 0.8513           | nan                | 0.8763             | 0.9429                 | 0.6298                  | 0.8213                    | 0.5577                        | nan                     | 0.5642             | 0.6243                | 0.0                  | 0.9447               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5873                   | 0.0                      | 0.0                         | 0.9152                         | 0.0                        | 0.5375                     | 0.4555                               | 0.0                          | nan                          | 0.0                          | 0.3414               | 0.0                         | 0.0                          | 0.9293                     | 0.8930                  | 0.9650       | 0.0                  | 0.0                   | 0.2335               | 0.0                   | nan           | 0.7321        | 0.8707            | 0.5613             | 0.6495               | 0.4244                   | nan                | 0.4409        | 0.4685           | 0.0             | 0.8063          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3790              | 0.0                 | 0.0                    | 0.7031                    | 0.0                   | 0.4053                | 0.4191                          | 0.0                     | nan                     | 0.0                     | 0.2713          | 0.0                    | 0.0                     | 0.8502                | 0.7808             | 0.9205  | 0.0             | 0.0              | 0.1839          | 0.0              |
| 0.4408        | 9.0   | 1800 | 0.5686          | 0.3186   | 0.3868        | 0.8498           | nan                | 0.8582             | 0.9370                 | 0.6738                  | 0.8667                    | 0.5464                        | nan                     | 0.5771             | 0.6496                | 0.0                  | 0.9442               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5956                   | 0.0                      | 0.0                         | 0.8915                         | 0.0                        | 0.5419                     | 0.4507                               | 0.0                          | nan                          | 0.0                          | 0.3632               | 0.0                         | 0.0                          | 0.9340                     | 0.9020                  | 0.9687       | 0.0                  | 0.0                   | 0.2900               | 0.0                   | nan           | 0.7299        | 0.8694            | 0.5746             | 0.6252               | 0.4206                   | nan                | 0.4388        | 0.4654           | 0.0             | 0.8066          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3746              | 0.0                 | 0.0                    | 0.7127                    | 0.0                   | 0.4090                | 0.4180                          | 0.0                     | nan                     | 0.0                     | 0.2755          | 0.0                    | 0.0                     | 0.8474                | 0.7750             | 0.9177  | 0.0             | 0.0              | 0.2170          | 0.0              |
| 0.402         | 9.1   | 1820 | 0.5630          | 0.3196   | 0.3841        | 0.8521           | nan                | 0.8595             | 0.9464                 | 0.6812                  | 0.8413                    | 0.5551                        | nan                     | 0.5696             | 0.6260                | 0.0                  | 0.9382               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5894                   | 0.0                      | 0.0                         | 0.8971                         | 0.0                        | 0.5589                     | 0.4594                               | 0.0                          | nan                          | 0.0                          | 0.3541               | 0.0                         | 0.0                          | 0.9363                     | 0.8953                  | 0.9632       | 0.0                  | 0.0                   | 0.2347               | 0.0                   | nan           | 0.7346        | 0.8703            | 0.5700             | 0.6527               | 0.4236                   | nan                | 0.4401        | 0.4699           | 0.0             | 0.8127          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3778              | 0.0                 | 0.0                    | 0.7121                    | 0.0                   | 0.4124                | 0.4193                          | 0.0                     | nan                     | 0.0                     | 0.2748          | 0.0                    | 0.0                     | 0.8471                | 0.7811             | 0.9195  | 0.0             | 0.0              | 0.1880          | 0.0              |
| 0.3377        | 9.2   | 1840 | 0.5694          | 0.3185   | 0.3830        | 0.8509           | nan                | 0.8655             | 0.9424                 | 0.6606                  | 0.8551                    | 0.5115                        | nan                     | 0.5671             | 0.6184                | 0.0                  | 0.9379               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5804                   | 0.0                      | 0.0                         | 0.9100                         | 0.0                        | 0.5601                     | 0.4767                               | 0.0                          | nan                          | 0.0                          | 0.3502               | 0.0                         | 0.0                          | 0.9300                     | 0.9088                  | 0.9670       | 0.0                  | 0.0                   | 0.2307               | 0.0                   | nan           | 0.7342        | 0.8710            | 0.5740             | 0.6386               | 0.4059                   | nan                | 0.4415        | 0.4724           | 0.0             | 0.8146          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3815              | 0.0                 | 0.0                    | 0.7064                    | 0.0                   | 0.4131                | 0.4315                          | 0.0                     | nan                     | 0.0                     | 0.2729          | 0.0                    | 0.0                     | 0.8475                | 0.7661             | 0.9172  | 0.0             | 0.0              | 0.1850          | 0.0              |
| 0.4663        | 9.3   | 1860 | 0.5681          | 0.3192   | 0.3833        | 0.8511           | nan                | 0.8702             | 0.9435                 | 0.6699                  | 0.8311                    | 0.5039                        | nan                     | 0.5762             | 0.5998                | 0.0                  | 0.9349               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5908                   | 0.0                      | 0.0                         | 0.8964                         | 0.0                        | 0.5619                     | 0.5139                               | 0.0                          | nan                          | 0.0                          | 0.3556               | 0.0                         | 0.0                          | 0.9378                     | 0.8993                  | 0.9672       | 0.0                  | 0.0                   | 0.2300               | 0.0                   | nan           | 0.7313        | 0.8702            | 0.5734             | 0.6435               | 0.3982                   | nan                | 0.4442        | 0.4682           | 0.0             | 0.8179          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3761              | 0.0                 | 0.0                    | 0.7091                    | 0.0                   | 0.4147                | 0.4523                          | 0.0                     | nan                     | 0.0                     | 0.2746          | 0.0                    | 0.0                     | 0.8468                | 0.7747             | 0.9172  | 0.0             | 0.0              | 0.1845          | 0.0              |
| 0.419         | 9.4   | 1880 | 0.5703          | 0.3185   | 0.3821        | 0.8510           | nan                | 0.8632             | 0.9463                 | 0.6844                  | 0.8301                    | 0.5153                        | nan                     | 0.5890             | 0.6125                | 0.0                  | 0.9357               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5848                   | 0.0                      | 0.0                         | 0.9128                         | 0.0                        | 0.4967                     | 0.5189                               | 0.0                          | nan                          | 0.0                          | 0.3516               | 0.0                         | 0.0                          | 0.9318                     | 0.8924                  | 0.9689       | 0.0                  | 0.0                   | 0.2100               | 0.0                   | nan           | 0.7324        | 0.8705            | 0.5729             | 0.6473               | 0.4037                   | nan                | 0.4476        | 0.4693           | 0.0             | 0.8170          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3798              | 0.0                 | 0.0                    | 0.6988                    | 0.0                   | 0.3785                | 0.4589                          | 0.0                     | nan                     | 0.0                     | 0.2752          | 0.0                    | 0.0                     | 0.8501                | 0.7819             | 0.9173  | 0.0             | 0.0              | 0.1715          | 0.0              |
| 0.2796        | 9.5   | 1900 | 0.5678          | 0.3168   | 0.3808        | 0.8499           | nan                | 0.8652             | 0.9410                 | 0.6789                  | 0.8372                    | 0.5167                        | nan                     | 0.5874             | 0.5978                | 0.0                  | 0.9425               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5874                   | 0.0                      | 0.0                         | 0.9008                         | 0.0                        | 0.4731                     | 0.5021                               | 0.0                          | nan                          | 0.0                          | 0.3488               | 0.0                         | 0.0                          | 0.9399                     | 0.9032                  | 0.9677       | 0.0                  | 0.0                   | 0.2138               | 0.0                   | nan           | 0.7294        | 0.8708            | 0.5725             | 0.6440               | 0.4041                   | nan                | 0.4481        | 0.4663           | 0.0             | 0.8105          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3794              | 0.0                 | 0.0                    | 0.7025                    | 0.0                   | 0.3640                | 0.4497                          | 0.0                     | nan                     | 0.0                     | 0.2714          | 0.0                    | 0.0                     | 0.8454                | 0.7704             | 0.9170  | 0.0             | 0.0              | 0.1765          | 0.0              |
| 0.3892        | 9.6   | 1920 | 0.5666          | 0.3184   | 0.3817        | 0.8511           | nan                | 0.8720             | 0.9433                 | 0.6665                  | 0.8238                    | 0.5257                        | nan                     | 0.5873             | 0.5904                | 0.0                  | 0.9392               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5954                   | 0.0                      | 0.0                         | 0.9039                         | 0.0                        | 0.5012                     | 0.4987                               | 0.0                          | nan                          | 0.0                          | 0.3520               | 0.0                         | 0.0                          | 0.9354                     | 0.9017                  | 0.9666       | 0.0                  | 0.0                   | 0.2303               | 0.0                   | nan           | 0.7313        | 0.8705            | 0.5718             | 0.6482               | 0.4098                   | nan                | 0.4498        | 0.4632           | 0.0             | 0.8137          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3740              | 0.0                 | 0.0                    | 0.7050                    | 0.0                   | 0.3821                | 0.4487                          | 0.0                     | nan                     | 0.0                     | 0.2734          | 0.0                    | 0.0                     | 0.8476                | 0.7743             | 0.9187  | 0.0             | 0.0              | 0.1872          | 0.0              |
| 0.4762        | 9.7   | 1940 | 0.5650          | 0.3186   | 0.3821        | 0.8515           | nan                | 0.8680             | 0.9457                 | 0.6698                  | 0.8232                    | 0.5305                        | nan                     | 0.5911             | 0.5940                | 0.0                  | 0.9374               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5999                   | 0.0                      | 0.0                         | 0.8884                         | 0.0                        | 0.4855                     | 0.4855                               | 0.0                          | nan                          | 0.0                          | 0.3632               | 0.0                         | 0.0                          | 0.9414                     | 0.9042                  | 0.9673       | 0.0                  | 0.0                   | 0.2512               | 0.0                   | nan           | 0.7347        | 0.8701            | 0.5730             | 0.6501               | 0.4141                   | nan                | 0.4509        | 0.4629           | 0.0             | 0.8150          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3703              | 0.0                 | 0.0                    | 0.7088                    | 0.0                   | 0.3807                | 0.4421                          | 0.0                     | nan                     | 0.0                     | 0.2731          | 0.0                    | 0.0                     | 0.8434                | 0.7698             | 0.9171  | 0.0             | 0.0              | 0.1997          | 0.0              |
| 0.2866        | 9.8   | 1960 | 0.5644          | 0.3189   | 0.3818        | 0.8522           | nan                | 0.8639             | 0.9487                 | 0.6788                  | 0.8166                    | 0.5314                        | nan                     | 0.5863             | 0.5961                | 0.0                  | 0.9381               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6016                   | 0.0                      | 0.0                         | 0.9010                         | 0.0                        | 0.5091                     | 0.4735                               | 0.0                          | nan                          | 0.0                          | 0.3538               | 0.0                         | 0.0                          | 0.9399                     | 0.8958                  | 0.9638       | 0.0                  | 0.0                   | 0.2383               | 0.0                   | nan           | 0.7381        | 0.8699            | 0.5739             | 0.6515               | 0.4167                   | nan                | 0.4503        | 0.4642           | 0.0             | 0.8143          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3707              | 0.0                 | 0.0                    | 0.7074                    | 0.0                   | 0.3888                | 0.4333                          | 0.0                     | nan                     | 0.0                     | 0.2740          | 0.0                    | 0.0                     | 0.8448                | 0.7760             | 0.9199  | 0.0             | 0.0              | 0.1921          | 0.0              |
| 0.1857        | 9.9   | 1980 | 0.5650          | 0.3193   | 0.3828        | 0.8521           | nan                | 0.8701             | 0.9477                 | 0.6701                  | 0.8152                    | 0.5338                        | nan                     | 0.5782             | 0.5986                | 0.0                  | 0.9404               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6036                   | 0.0                      | 0.0                         | 0.9080                         | 0.0                        | 0.5119                     | 0.4885                               | 0.0                          | nan                          | 0.0                          | 0.3618               | 0.0                         | 0.0                          | 0.9304                     | 0.9003                  | 0.9645       | 0.0                  | 0.0                   | 0.2422               | 0.0                   | nan           | 0.7346        | 0.8706            | 0.5727             | 0.6517               | 0.4164                   | nan                | 0.4489        | 0.4635           | 0.0             | 0.8113          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3693              | 0.0                 | 0.0                    | 0.7051                    | 0.0                   | 0.3929                | 0.4436                          | 0.0                     | nan                     | 0.0                     | 0.2765          | 0.0                    | 0.0                     | 0.8485                | 0.7771             | 0.9204  | 0.0             | 0.0              | 0.1940          | 0.0              |
| 0.3021        | 10.0  | 2000 | 0.5644          | 0.3202   | 0.3861        | 0.8525           | nan                | 0.8598             | 0.9440                 | 0.6837                  | 0.8295                    | 0.5586                        | nan                     | 0.6015             | 0.6019                | 0.0                  | 0.9395               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6060                   | 0.0                      | 0.0                         | 0.8961                         | 0.0                        | 0.5249                     | 0.4892                               | 0.0                          | nan                          | 0.0                          | 0.3733               | 0.0                         | 0.0                          | 0.9376                     | 0.9033                  | 0.9668       | 0.0                  | 0.0                   | 0.2540               | 0.0                   | nan           | 0.7395        | 0.8717            | 0.5750             | 0.6481               | 0.4281                   | nan                | 0.4534        | 0.4648           | 0.0             | 0.8127          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3687              | 0.0                 | 0.0                    | 0.7090                    | 0.0                   | 0.3987                | 0.4429                          | 0.0                     | nan                     | 0.0                     | 0.2772          | 0.0                    | 0.0                     | 0.8463                | 0.7719             | 0.9189  | 0.0             | 0.0              | 0.2004          | 0.0              |


### Framework versions

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