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# segformer-b0-finetuned-segments-sidewalk-2

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: 0.6351
- Mean Iou: 0.2834
- Mean Accuracy: 0.3374
- Overall Accuracy: 0.8443
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.9045
- Accuracy Flat-sidewalk: 0.9530
- Accuracy Flat-crosswalk: 0.6075
- Accuracy Flat-cyclinglane: 0.7798
- Accuracy Flat-parkingdriveway: 0.3400
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.5121
- Accuracy Human-person: 0.6170
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9458
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6956
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.9045
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.4037
- Accuracy Construction-fenceguardrail: 0.3503
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: 0.0
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3679
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9274
- Accuracy Nature-terrain: 0.8889
- Accuracy Sky: 0.9722
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0119
- Accuracy Void-static: 0.2879
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7249
- Iou Flat-sidewalk: 0.8500
- Iou Flat-crosswalk: 0.5367
- Iou Flat-cyclinglane: 0.7300
- Iou Flat-parkingdriveway: 0.2828
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.4008
- Iou Human-person: 0.4039
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8291
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.5268
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7142
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3242
- Iou Construction-fenceguardrail: 0.2450
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: 0.0
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.3031
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8429
- Iou Nature-terrain: 0.7587
- Iou Sky: 0.9308
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0117
- Iou Void-static: 0.2194
- 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: 6e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
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| 2.6363        | 0.4   | 20   | 3.0746          | 0.0958   | 0.1387        | 0.6097           | nan                | 0.4923             | 0.9140                 | 0.0023                  | 0.0115                    | 0.0163                        | 0.0                     | 0.0012             | 0.0                   | 0.0                  | 0.7446               | 0.0010                 | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9002                         | 0.0                        | 0.0074                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8330                     | 0.0676                  | 0.7219       | 0.0                  | 0.0                   | 0.0033               | 0.0                   | nan           | 0.3615        | 0.6272            | 0.0023             | 0.0115               | 0.0138                   | 0.0                | 0.0012        | 0.0              | 0.0             | 0.4781          | 0.0004            | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.3994                    | 0.0                   | 0.0072                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6074                | 0.0646             | 0.6789  | 0.0             | 0.0              | 0.0033          | 0.0              |
| 2.1728        | 0.8   | 40   | 2.1331          | 0.1057   | 0.1504        | 0.6493           | nan                | 0.7183             | 0.9087                 | 0.0                     | 0.0011                    | 0.0031                        | 0.0                     | 0.0002             | 0.0                   | 0.0                  | 0.7912               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8617                         | 0.0                        | 0.0025                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9374                     | 0.0054                  | 0.8823       | 0.0                  | 0.0                   | 0.0004               | 0.0                   | nan           | 0.4086        | 0.6905            | 0.0                | 0.0011               | 0.0030                   | 0.0                | 0.0002        | 0.0              | 0.0             | 0.5711          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4771                    | 0.0                   | 0.0025                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6142                | 0.0053             | 0.8190  | 0.0             | 0.0              | 0.0004          | 0.0              |
| 1.8992        | 1.2   | 60   | 1.7800          | 0.1102   | 0.1549        | 0.6621           | nan                | 0.6924             | 0.9401                 | 0.0                     | 0.0144                    | 0.0013                        | 0.0                     | 0.0000             | 0.0                   | 0.0                  | 0.8627               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8730                         | 0.0                        | 0.0008                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9193                     | 0.0615                  | 0.9003       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4255        | 0.6860            | 0.0                | 0.0144               | 0.0013                   | 0.0                | 0.0000        | 0.0              | 0.0             | 0.5819          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4994                    | 0.0                   | 0.0008                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6468                | 0.0608             | 0.8313  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.8919        | 1.6   | 80   | 1.6335          | 0.1201   | 0.1629        | 0.6809           | nan                | 0.7313             | 0.9424                 | 0.0                     | 0.0501                    | 0.0008                        | 0.0                     | 0.0000             | 0.0                   | 0.0                  | 0.8569               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8876                         | 0.0                        | 0.0002                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9397                     | 0.2331                  | 0.8972       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4467        | 0.7033            | 0.0                | 0.0501               | 0.0008                   | 0.0                | 0.0000        | 0.0              | 0.0             | 0.6179          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5237                    | 0.0                   | 0.0002                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6657                | 0.2237             | 0.8501  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.63          | 2.0   | 100  | 1.4813          | 0.1342   | 0.1756        | 0.7089           | nan                | 0.8218             | 0.9389                 | 0.0                     | 0.2047                    | 0.0006                        | 0.0                     | 0.0                | 0.0                   | 0.0                  | 0.8384               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8802                         | 0.0                        | 0.0001                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9479                     | 0.4267                  | 0.9098       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4844        | 0.7364            | 0.0                | 0.2025               | 0.0006                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.6453          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5371                    | 0.0                   | 0.0001                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6948                | 0.4056             | 0.8548  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3523        | 2.4   | 120  | 1.3727          | 0.1467   | 0.1884        | 0.7335           | nan                | 0.8524             | 0.9382                 | 0.0                     | 0.4096                    | 0.0009                        | 0.0                     | 0.0                | 0.0                   | 0.0                  | 0.8653               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8659                         | 0.0                        | 0.0002                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9450                     | 0.5996                  | 0.9273       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5341        | 0.7489            | 0.0                | 0.4011               | 0.0009                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.6377          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5535                    | 0.0                   | 0.0002                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7173                | 0.5393             | 0.8549  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.2951        | 2.8   | 140  | 1.2957          | 0.1511   | 0.1932        | 0.7407           | nan                | 0.8465             | 0.9414                 | 0.0                     | 0.4159                    | 0.0029                        | 0.0                     | 0.0                | 0.0                   | 0.0                  | 0.8951               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8775                         | 0.0                        | 0.0001                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9327                     | 0.7282                  | 0.9275       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5327        | 0.7570            | 0.0                | 0.4072               | 0.0029                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.6595          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5523                    | 0.0                   | 0.0001                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7399                | 0.6208             | 0.8658  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3024        | 3.2   | 160  | 1.2389          | 0.1536   | 0.1941        | 0.7464           | nan                | 0.8844             | 0.9356                 | 0.0                     | 0.5074                    | 0.0044                        | 0.0                     | 0.0                | 0.0                   | 0.0                  | 0.8589               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8984                         | 0.0                        | 0.0000                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9380                     | 0.6688                  | 0.9035       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5543        | 0.7672            | 0.0                | 0.4812               | 0.0043                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.6749          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5517                    | 0.0                   | 0.0000                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7351                | 0.5888             | 0.8655  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3291        | 3.6   | 180  | 1.1719          | 0.1582   | 0.1970        | 0.7516           | nan                | 0.7975             | 0.9658                 | 0.0001                  | 0.5346                    | 0.0113                        | 0.0                     | 0.0                | 0.0                   | 0.0                  | 0.8905               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9044                         | 0.0                        | 0.0003                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9127                     | 0.7531                  | 0.9290       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5791        | 0.7373            | 0.0001             | 0.5120               | 0.0111                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.6910          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5522                    | 0.0                   | 0.0003                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7708                | 0.6519             | 0.8725  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.171         | 4.0   | 200  | 1.1129          | 0.1583   | 0.1982        | 0.7564           | nan                | 0.8861             | 0.9498                 | 0.0                     | 0.5324                    | 0.0266                        | 0.0                     | 0.0                | 0.0                   | 0.0                  | 0.8824               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8648                         | 0.0                        | 0.0001                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9478                     | 0.7150                  | 0.9343       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5772        | 0.7708            | 0.0                | 0.5090               | 0.0259                   | 0.0                | 0.0           | 0.0              | 0.0             | 0.6945          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5713                    | 0.0                   | 0.0001                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7383                | 0.6220             | 0.8744  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.2553        | 4.4   | 220  | 1.0982          | 0.1597   | 0.2022        | 0.7524           | nan                | 0.9524             | 0.8937                 | 0.0                     | 0.5760                    | 0.0539                        | 0.0                     | 0.0000             | 0.0                   | 0.0                  | 0.8626               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9018                         | 0.0                        | 0.0006                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9364                     | 0.7568                  | 0.9400       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5187        | 0.7967            | 0.0                | 0.5249               | 0.0509                   | 0.0                | 0.0000        | 0.0              | 0.0             | 0.6982          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5609                    | 0.0                   | 0.0006                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7580                | 0.6483             | 0.8736  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9428        | 4.8   | 240  | 1.0357          | 0.1662   | 0.2074        | 0.7694           | nan                | 0.9300             | 0.9359                 | 0.0074                  | 0.6225                    | 0.0780                        | 0.0                     | 0.0007             | 0.0                   | 0.0                  | 0.8966               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9012                         | 0.0                        | 0.0023                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9207                     | 0.8155                  | 0.9398       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5795        | 0.7982            | 0.0074             | 0.5725               | 0.0727                   | 0.0                | 0.0007        | 0.0              | 0.0             | 0.7107          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5673                    | 0.0                   | 0.0023                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7794                | 0.6826             | 0.8785  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9843        | 5.2   | 260  | 0.9881          | 0.1689   | 0.2087        | 0.7706           | nan                | 0.8682             | 0.9574                 | 0.0704                  | 0.6251                    | 0.0810                        | 0.0                     | 0.0020             | 0.0                   | 0.0                  | 0.9139               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8783                         | 0.0                        | 0.0051                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9202                     | 0.8331                  | 0.9406       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6115        | 0.7686            | 0.0704             | 0.5919               | 0.0731                   | 0.0                | 0.0020        | 0.0              | 0.0             | 0.7004          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5797                    | 0.0                   | 0.0050                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7766                | 0.6863             | 0.8784  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9274        | 5.6   | 280  | 0.9701          | 0.1738   | 0.2166        | 0.7794           | nan                | 0.9171             | 0.9276                 | 0.1062                  | 0.7376                    | 0.1365                        | 0.0                     | 0.0097             | 0.0                   | 0.0                  | 0.9144               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8870                         | 0.0                        | 0.0102                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9297                     | 0.8383                  | 0.9493       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6165        | 0.8027            | 0.1059             | 0.6193               | 0.1201                   | 0.0                | 0.0096        | 0.0              | 0.0             | 0.6958          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5848                    | 0.0                   | 0.0101                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7777                | 0.6882             | 0.8794  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8762        | 6.0   | 300  | 0.9369          | 0.1850   | 0.2257        | 0.7864           | nan                | 0.9056             | 0.9452                 | 0.4152                  | 0.6530                    | 0.1945                        | 0.0                     | 0.0313             | 0.0                   | 0.0                  | 0.9224               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8770                         | 0.0                        | 0.0269                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9266                     | 0.8372                  | 0.9387       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6408        | 0.8042            | 0.3904             | 0.6126               | 0.1521                   | 0.0                | 0.0310        | 0.0              | 0.0             | 0.6888          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5874                    | 0.0                   | 0.0257                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7821                | 0.6954             | 0.8809  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8044        | 6.4   | 320  | 0.9197          | 0.1903   | 0.2308        | 0.7896           | nan                | 0.9174             | 0.9437                 | 0.5151                  | 0.6212                    | 0.2095                        | 0.0                     | 0.0733             | 0.0                   | 0.0                  | 0.9091               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8953                         | 0.0                        | 0.0558                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9174                     | 0.8372                  | 0.9511       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6400        | 0.8072            | 0.4651             | 0.5881               | 0.1706                   | 0.0                | 0.0714        | 0.0              | 0.0             | 0.7168          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5855                    | 0.0                   | 0.0512                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7905                | 0.7010             | 0.8817  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.7438        | 6.8   | 340  | 0.8776          | 0.1934   | 0.2344        | 0.7940           | nan                | 0.9134             | 0.9414                 | 0.5616                  | 0.6671                    | 0.2014                        | 0.0                     | 0.0966             | 0.0                   | 0.0                  | 0.9162               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9011                         | 0.0                        | 0.0716                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9231                     | 0.8347                  | 0.9422       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6545        | 0.8114            | 0.4818             | 0.6313               | 0.1657                   | 0.0                | 0.0933        | 0.0              | 0.0             | 0.7053          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5874                    | 0.0                   | 0.0639                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7945                | 0.6990             | 0.8886  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9671        | 7.2   | 360  | 0.8704          | 0.1975   | 0.2399        | 0.7955           | nan                | 0.8871             | 0.9408                 | 0.5863                  | 0.6940                    | 0.2363                        | 0.0                     | 0.1439             | 0.0                   | 0.0                  | 0.9029               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8684                         | 0.0                        | 0.1670                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9291                     | 0.8532                  | 0.9471       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6532        | 0.8126            | 0.4632             | 0.6345               | 0.1855                   | 0.0                | 0.1361        | 0.0              | 0.0             | 0.7283          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5977                    | 0.0                   | 0.1406                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7862                | 0.6935             | 0.8840  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8191        | 7.6   | 380  | 0.8422          | 0.2048   | 0.2442        | 0.8033           | nan                | 0.9159             | 0.9441                 | 0.5265                  | 0.7238                    | 0.2684                        | 0.0                     | 0.1784             | 0.0003                | 0.0                  | 0.8799               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8603                         | 0.0                        | 0.2762                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0000               | 0.0                         | 0.0                          | 0.9402                     | 0.8318                  | 0.9551       | 0.0                  | 0.0                   | 0.0005               | 0.0                   | nan           | 0.6939        | 0.8112            | 0.4965             | 0.6614               | 0.2087                   | 0.0                | 0.1667        | 0.0003           | 0.0             | 0.7490          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6063                    | 0.0                   | 0.2037                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0000          | 0.0                    | 0.0                     | 0.7830                | 0.7000             | 0.8823  | 0.0             | 0.0              | 0.0005          | 0.0              |
| 0.8005        | 8.0   | 400  | 0.8414          | 0.1996   | 0.2372        | 0.7972           | nan                | 0.9003             | 0.9492                 | 0.5198                  | 0.6659                    | 0.1888                        | 0.0                     | 0.2424             | 0.0000                | 0.0                  | 0.9048               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9291                         | 0.0                        | 0.1105                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.9216                     | 0.7883                  | 0.9434       | 0.0                  | 0.0                   | 0.0001               | 0.0                   | nan           | 0.6719        | 0.8049            | 0.4991             | 0.6372               | 0.1537                   | 0.0                | 0.2152        | 0.0000           | 0.0             | 0.7254          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5841                    | 0.0                   | 0.0940                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.8047                | 0.7032             | 0.8927  | 0.0             | 0.0              | 0.0001          | 0.0              |
| 0.9294        | 8.4   | 420  | 0.8182          | 0.2036   | 0.2430        | 0.8029           | nan                | 0.9269             | 0.9482                 | 0.5270                  | 0.6550                    | 0.2482                        | 0.0                     | 0.2108             | 0.0002                | 0.0                  | 0.9167               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8894                         | 0.0                        | 0.2316                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0004               | 0.0                         | 0.0                          | 0.9295                     | 0.8273                  | 0.9512       | 0.0                  | 0.0                   | 0.0007               | 0.0                   | nan           | 0.6841        | 0.8133            | 0.4924             | 0.6336               | 0.1979                   | 0.0                | 0.1916        | 0.0002           | 0.0             | 0.7197          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6065                    | 0.0                   | 0.1800                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0004          | 0.0                    | 0.0                     | 0.8014                | 0.7111             | 0.8901  | 0.0             | 0.0              | 0.0007          | 0.0              |
| 0.7301        | 8.8   | 440  | 0.8036          | 0.2086   | 0.2527        | 0.8061           | nan                | 0.9223             | 0.9419                 | 0.5814                  | 0.6931                    | 0.2747                        | 0.0                     | 0.2847             | 0.0053                | 0.0                  | 0.9361               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8273                         | 0.0                        | 0.3837                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.9300                     | 0.8531                  | 0.9561       | 0.0                  | 0.0                   | 0.0008               | 0.0                   | nan           | 0.6964        | 0.8218            | 0.5116             | 0.6603               | 0.2195                   | 0.0                | 0.2440        | 0.0053           | 0.0             | 0.6847          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6037                    | 0.0                   | 0.2526                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.7979                | 0.7074             | 0.8852  | 0.0             | 0.0              | 0.0008          | 0.0              |
| 0.6754        | 9.2   | 460  | 0.7868          | 0.2083   | 0.2482        | 0.8070           | nan                | 0.9098             | 0.9432                 | 0.5608                  | 0.7545                    | 0.2089                        | 0.0                     | 0.2884             | 0.0073                | 0.0                  | 0.9000               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8991                         | 0.0                        | 0.2473                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.9193                     | 0.8499                  | 0.9478       | 0.0                  | 0.0                   | 0.0023               | 0.0                   | nan           | 0.6748        | 0.8194            | 0.5305             | 0.6745               | 0.1787                   | 0.0                | 0.2438        | 0.0073           | 0.0             | 0.7486          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6100                    | 0.0                   | 0.1831                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.8067                | 0.7069             | 0.8942  | 0.0             | 0.0              | 0.0023          | 0.0              |
| 0.7499        | 9.6   | 480  | 0.7756          | 0.2112   | 0.2511        | 0.8109           | nan                | 0.9109             | 0.9429                 | 0.5288                  | 0.7550                    | 0.2927                        | 0.0                     | 0.2838             | 0.0126                | 0.0                  | 0.9117               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9054                         | 0.0                        | 0.2797                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0005               | 0.0                         | 0.0                          | 0.9263                     | 0.8295                  | 0.9522       | 0.0                  | 0.0                   | 0.0039               | 0.0                   | nan           | 0.7098        | 0.8209            | 0.4936             | 0.7004               | 0.2259                   | 0.0                | 0.2461        | 0.0126           | 0.0             | 0.7399          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6058                    | 0.0                   | 0.1980                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0005          | 0.0                    | 0.0                     | 0.8077                | 0.7226             | 0.8942  | 0.0             | 0.0              | 0.0039          | 0.0              |
| 0.5878        | 10.0  | 500  | 0.7564          | 0.2131   | 0.2568        | 0.8123           | nan                | 0.9099             | 0.9388                 | 0.5922                  | 0.7452                    | 0.3135                        | 0.0                     | 0.2995             | 0.0235                | 0.0                  | 0.9165               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8776                         | 0.0                        | 0.3744                     | 0.0000                               | 0.0                          | 0.0                          | 0.0                          | 0.0008               | 0.0                         | 0.0                          | 0.9301                     | 0.8555                  | 0.9495       | 0.0                  | 0.0                   | 0.0047               | 0.0                   | nan           | 0.6945        | 0.8339            | 0.4657             | 0.6925               | 0.2436                   | 0.0                | 0.2602        | 0.0235           | 0.0             | 0.7350          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6171                    | 0.0                   | 0.2630                | 0.0000                          | 0.0                     | 0.0                     | 0.0                     | 0.0008          | 0.0                    | 0.0                     | 0.7991                | 0.7150             | 0.8956  | 0.0             | 0.0              | 0.0046          | 0.0              |
| 0.874         | 10.4  | 520  | 0.7601          | 0.2169   | 0.2584        | 0.8133           | nan                | 0.9144             | 0.9378                 | 0.5474                  | 0.7449                    | 0.3350                        | 0.0                     | 0.3237             | 0.0738                | 0.0                  | 0.9292               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8918                         | 0.0                        | 0.3508                     | 0.0002                               | 0.0                          | 0.0                          | 0.0                          | 0.0019               | 0.0                         | 0.0                          | 0.9232                     | 0.8450                  | 0.9579       | 0.0                  | 0.0                   | 0.0086               | 0.0                   | nan           | 0.7030        | 0.8214            | 0.5211             | 0.6962               | 0.2497                   | 0.0                | 0.2740        | 0.0735           | 0.0             | 0.7398          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6252                    | 0.0                   | 0.2396                | 0.0002                          | 0.0                     | 0.0                     | 0.0                     | 0.0019          | 0.0                    | 0.0                     | 0.8120                | 0.7134             | 0.8942  | 0.0             | 0.0              | 0.0084          | 0.0              |
| 0.5957        | 10.8  | 540  | 0.7557          | 0.2115   | 0.2534        | 0.8114           | nan                | 0.8494             | 0.9518                 | 0.6034                  | 0.7916                    | 0.2467                        | 0.0                     | 0.3290             | 0.0558                | 0.0                  | 0.9140               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9268                         | 0.0                        | 0.2114                     | 0.0                                  | 0.0                          | 0.0                          | 0.0                          | 0.0043               | 0.0                         | 0.0                          | 0.9189                     | 0.8608                  | 0.9472       | 0.0                  | 0.0                   | 0.0041               | 0.0                   | nan           | 0.7069        | 0.8234            | 0.4749             | 0.6717               | 0.2108                   | 0.0                | 0.2916        | 0.0557           | 0.0             | 0.7444          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6064                    | 0.0                   | 0.1714                | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0043          | 0.0                    | 0.0                     | 0.8108                | 0.7131             | 0.9005  | 0.0             | 0.0              | 0.0040          | 0.0              |
| 0.5981        | 11.2  | 560  | 0.7396          | 0.2223   | 0.2641        | 0.8176           | nan                | 0.8798             | 0.9418                 | 0.5376                  | 0.8258                    | 0.2915                        | 0.0                     | 0.3517             | 0.1215                | 0.0                  | 0.9240               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8754                         | 0.0                        | 0.4492                     | 0.0029                               | 0.0                          | 0.0                          | 0.0                          | 0.0095               | 0.0                         | 0.0                          | 0.9420                     | 0.8361                  | 0.9583       | 0.0                  | 0.0                   | 0.0309               | 0.0                   | nan           | 0.7188        | 0.8224            | 0.5170             | 0.7030               | 0.2402                   | 0.0                | 0.2981        | 0.1202           | 0.0             | 0.7507          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6314                    | 0.0                   | 0.3022                | 0.0028                          | 0.0                     | 0.0                     | 0.0                     | 0.0095          | 0.0                    | 0.0                     | 0.8028                | 0.7141             | 0.8963  | 0.0             | 0.0              | 0.0295          | 0.0              |
| 0.5177        | 11.6  | 580  | 0.7403          | 0.2227   | 0.2665        | 0.8144           | nan                | 0.9070             | 0.9314                 | 0.6047                  | 0.7349                    | 0.3815                        | 0.0                     | 0.3395             | 0.1778                | 0.0                  | 0.9082               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8715                         | 0.0                        | 0.4334                     | 0.0040                               | 0.0                          | 0.0                          | 0.0                          | 0.0100               | 0.0                         | 0.0                          | 0.9464                     | 0.8180                  | 0.9571       | 0.0                  | 0.0                   | 0.0353               | 0.0                   | nan           | 0.6983        | 0.8321            | 0.4714             | 0.6965               | 0.2653                   | 0.0                | 0.2899        | 0.1731           | 0.0             | 0.7622          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6327                    | 0.0                   | 0.2963                | 0.0038                          | 0.0                     | 0.0                     | 0.0                     | 0.0100          | 0.0                    | 0.0                     | 0.7972                | 0.7113             | 0.8992  | 0.0             | 0.0              | 0.0334          | 0.0              |
| 0.5689        | 12.0  | 600  | 0.7382          | 0.2237   | 0.2642        | 0.8176           | nan                | 0.9339             | 0.9440                 | 0.5055                  | 0.7365                    | 0.3006                        | 0.0                     | 0.3610             | 0.1763                | 0.0                  | 0.9328               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0000                   | 0.0                      | 0.0                         | 0.8772                         | 0.0                        | 0.4224                     | 0.0153                               | 0.0                          | 0.0                          | 0.0                          | 0.0108               | 0.0                         | 0.0                          | 0.9320                     | 0.8401                  | 0.9553       | 0.0                  | 0.0                   | 0.0391               | 0.0                   | nan           | 0.7077        | 0.8244            | 0.4863             | 0.7017               | 0.2403                   | 0.0                | 0.3038        | 0.1720           | 0.0             | 0.7422          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0000              | 0.0                 | 0.0                    | 0.6333                    | 0.0                   | 0.2928                | 0.0142                          | 0.0                     | 0.0                     | 0.0                     | 0.0108          | 0.0                    | 0.0                     | 0.8130                | 0.7274             | 0.8999  | 0.0             | 0.0              | 0.0366          | 0.0              |
| 0.6379        | 12.4  | 620  | 0.7284          | 0.2260   | 0.2674        | 0.8171           | nan                | 0.8613             | 0.9554                 | 0.5848                  | 0.7909                    | 0.2547                        | 0.0                     | 0.3498             | 0.2235                | 0.0                  | 0.9240               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0011                   | 0.0                      | 0.0                         | 0.8959                         | 0.0                        | 0.4200                     | 0.0197                               | 0.0                          | 0.0                          | 0.0                          | 0.0173               | 0.0                         | 0.0                          | 0.9153                     | 0.8660                  | 0.9535       | 0.0                  | 0.0                   | 0.0598               | 0.0                   | nan           | 0.7209        | 0.8117            | 0.5001             | 0.7144               | 0.2080                   | 0.0                | 0.3020        | 0.2141           | 0.0             | 0.7682          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0011              | 0.0                 | 0.0                    | 0.6390                    | 0.0                   | 0.2812                | 0.0188                          | 0.0                     | 0.0                     | 0.0                     | 0.0172          | 0.0                    | 0.0                     | 0.8154                | 0.7159             | 0.9029  | 0.0             | 0.0              | 0.0546          | 0.0              |
| 0.5772        | 12.8  | 640  | 0.7187          | 0.2317   | 0.2755        | 0.8213           | nan                | 0.9200             | 0.9479                 | 0.5902                  | 0.7480                    | 0.2776                        | 0.0                     | 0.3621             | 0.3136                | 0.0                  | 0.9321               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0023                   | 0.0                      | 0.0                         | 0.8618                         | 0.0                        | 0.4991                     | 0.0422                               | 0.0                          | 0.0                          | 0.0                          | 0.0430               | 0.0                         | 0.0                          | 0.9282                     | 0.8676                  | 0.9574       | 0.0                  | 0.0                   | 0.0742               | 0.0                   | nan           | 0.7049        | 0.8337            | 0.4961             | 0.7056               | 0.2336                   | 0.0                | 0.3085        | 0.2828           | 0.0             | 0.7610          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0023              | 0.0                 | 0.0                    | 0.6438                    | 0.0                   | 0.3241                | 0.0375                          | 0.0                     | 0.0                     | 0.0                     | 0.0427          | 0.0                    | 0.0                     | 0.8137                | 0.7203             | 0.9018  | 0.0             | 0.0              | 0.0667          | 0.0              |
| 0.6958        | 13.2  | 660  | 0.6981          | 0.2346   | 0.2795        | 0.8243           | nan                | 0.9034             | 0.9373                 | 0.6079                  | 0.8121                    | 0.3564                        | 0.0                     | 0.3662             | 0.3246                | 0.0                  | 0.9333               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0022                   | 0.0                      | 0.0                         | 0.8780                         | 0.0                        | 0.4743                     | 0.0491                               | 0.0                          | 0.0                          | 0.0                          | 0.0335               | 0.0                         | 0.0                          | 0.9305                     | 0.8584                  | 0.9573       | 0.0                  | 0.0                   | 0.0779               | 0.0                   | nan           | 0.7277        | 0.8370            | 0.4877             | 0.7263               | 0.2627                   | 0.0                | 0.3095        | 0.2965           | 0.0             | 0.7655          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0022              | 0.0                 | 0.0                    | 0.6538                    | 0.0                   | 0.3213                | 0.0434                          | 0.0                     | 0.0                     | 0.0                     | 0.0333          | 0.0                    | 0.0                     | 0.8126                | 0.7263             | 0.9021  | 0.0             | 0.0              | 0.0692          | 0.0              |
| 0.6015        | 13.6  | 680  | 0.7058          | 0.2382   | 0.2808        | 0.8256           | nan                | 0.9422             | 0.9404                 | 0.5065                  | 0.7814                    | 0.3153                        | 0.0                     | 0.3763             | 0.3868                | 0.0                  | 0.9294               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0052                   | 0.0                      | 0.0                         | 0.9027                         | 0.0                        | 0.4368                     | 0.1332                               | 0.0                          | 0.0                          | 0.0                          | 0.0725               | 0.0                         | 0.0                          | 0.9198                     | 0.8596                  | 0.9627       | 0.0                  | 0.0                   | 0.0749               | 0.0                   | nan           | 0.7195        | 0.8358            | 0.4934             | 0.7243               | 0.2502                   | 0.0                | 0.3068        | 0.3232           | 0.0             | 0.7693          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0052              | 0.0                 | 0.0                    | 0.6496                    | 0.0                   | 0.3222                | 0.1099                          | 0.0                     | 0.0                     | 0.0                     | 0.0713          | 0.0                    | 0.0                     | 0.8216                | 0.7279             | 0.9005  | 0.0             | 0.0              | 0.0679          | 0.0              |
| 0.5698        | 14.0  | 700  | 0.6973          | 0.2374   | 0.2806        | 0.8240           | nan                | 0.9140             | 0.9468                 | 0.5788                  | 0.7557                    | 0.3021                        | 0.0                     | 0.3873             | 0.3988                | 0.0                  | 0.9359               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0113                   | 0.0                      | 0.0                         | 0.9088                         | 0.0                        | 0.3731                     | 0.1032                               | 0.0                          | 0.0                          | 0.0                          | 0.0816               | 0.0                         | 0.0                          | 0.9156                     | 0.8763                  | 0.9563       | 0.0                  | 0.0                   | 0.0937               | 0.0                   | nan           | 0.7136        | 0.8338            | 0.4892             | 0.7176               | 0.2411                   | 0.0                | 0.3250        | 0.3327           | 0.0             | 0.7658          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0113              | 0.0                 | 0.0                    | 0.6525                    | 0.0                   | 0.3009                | 0.0915                          | 0.0                     | 0.0                     | 0.0                     | 0.0804          | 0.0                    | 0.0                     | 0.8157                | 0.7135             | 0.9056  | 0.0             | 0.0              | 0.0825          | 0.0              |
| 0.6438        | 14.4  | 720  | 0.6984          | 0.2417   | 0.2849        | 0.8258           | nan                | 0.9185             | 0.9511                 | 0.5585                  | 0.7586                    | 0.3002                        | 0.0                     | 0.3864             | 0.4324                | 0.0                  | 0.9399               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0168                   | 0.0                      | 0.0                         | 0.8707                         | 0.0                        | 0.4506                     | 0.1372                               | 0.0                          | 0.0                          | 0.0                          | 0.0670               | 0.0                         | 0.0                          | 0.9270                     | 0.8638                  | 0.9586       | 0.0                  | 0.0                   | 0.1479               | 0.0                   | nan           | 0.7374        | 0.8238            | 0.5275             | 0.7116               | 0.2414                   | 0.0                | 0.3184        | 0.3475           | 0.0             | 0.7622          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0167              | 0.0                 | 0.0                    | 0.6636                    | 0.0                   | 0.3196                | 0.1092                          | 0.0                     | 0.0                     | 0.0                     | 0.0661          | 0.0                    | 0.0                     | 0.8193                | 0.7246             | 0.9037  | 0.0             | 0.0              | 0.1249          | 0.0              |
| 0.4882        | 14.8  | 740  | 0.6937          | 0.2419   | 0.2838        | 0.8280           | nan                | 0.9320             | 0.9493                 | 0.5035                  | 0.7776                    | 0.2815                        | 0.0                     | 0.4022             | 0.4547                | 0.0                  | 0.9293               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0157                   | 0.0                      | 0.0                         | 0.9167                         | 0.0                        | 0.3765                     | 0.1535                               | 0.0                          | 0.0                          | 0.0                          | 0.0903               | 0.0                         | 0.0                          | 0.9199                     | 0.8638                  | 0.9618       | 0.0                  | 0.0                   | 0.1214               | 0.0                   | nan           | 0.7364        | 0.8293            | 0.4922             | 0.7276               | 0.2350                   | 0.0                | 0.3321        | 0.3528           | 0.0             | 0.7749          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0157              | 0.0                 | 0.0                    | 0.6534                    | 0.0                   | 0.2906                | 0.1250                          | 0.0                     | 0.0                     | 0.0                     | 0.0889          | 0.0                    | 0.0                     | 0.8270                | 0.7322             | 0.9064  | 0.0             | 0.0              | 0.1054          | 0.0              |
| 0.4693        | 15.2  | 760  | 0.6931          | 0.2437   | 0.2883        | 0.8248           | nan                | 0.9276             | 0.9436                 | 0.5805                  | 0.7401                    | 0.3161                        | 0.0                     | 0.4023             | 0.4731                | 0.0                  | 0.9225               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0212                   | 0.0                      | 0.0                         | 0.8888                         | 0.0                        | 0.4353                     | 0.1921                               | 0.0                          | 0.0                          | 0.0                          | 0.0994               | 0.0                         | 0.0                          | 0.9260                     | 0.8468                  | 0.9584       | 0.0                  | 0.0                   | 0.1281               | 0.0                   | nan           | 0.7061        | 0.8324            | 0.5132             | 0.7048               | 0.2545                   | 0.0                | 0.3326        | 0.3620           | 0.0             | 0.7827          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0212              | 0.0                 | 0.0                    | 0.6548                    | 0.0                   | 0.3164                | 0.1357                          | 0.0                     | 0.0                     | 0.0                     | 0.0970          | 0.0                    | 0.0                     | 0.8211                | 0.7338             | 0.9070  | 0.0             | 0.0              | 0.1113          | 0.0              |
| 0.5884        | 15.6  | 780  | 0.6870          | 0.2460   | 0.2919        | 0.8280           | nan                | 0.8965             | 0.9478                 | 0.5938                  | 0.7779                    | 0.3113                        | 0.0                     | 0.4136             | 0.5281                | 0.0                  | 0.9223               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0379                   | 0.0                      | 0.0                         | 0.9103                         | 0.0                        | 0.3960                     | 0.1587                               | 0.0                          | 0.0                          | 0.0                          | 0.1163               | 0.0                         | 0.0                          | 0.9203                     | 0.8756                  | 0.9641       | 0.0                  | 0.0                   | 0.1551               | 0.0                   | nan           | 0.7291        | 0.8308            | 0.5095             | 0.7130               | 0.2456                   | 0.0                | 0.3393        | 0.3730           | 0.0             | 0.7832          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0378              | 0.0                 | 0.0                    | 0.6676                    | 0.0                   | 0.3097                | 0.1280                          | 0.0                     | 0.0                     | 0.0                     | 0.1127          | 0.0                    | 0.0                     | 0.8267                | 0.7249             | 0.9050  | 0.0             | 0.0              | 0.1296          | 0.0              |
| 0.4822        | 16.0  | 800  | 0.6822          | 0.2490   | 0.2929        | 0.8277           | nan                | 0.8592             | 0.9535                 | 0.5867                  | 0.8150                    | 0.2845                        | 0.0                     | 0.4140             | 0.5151                | 0.0                  | 0.9363               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0563                   | 0.0                      | 0.0                         | 0.8924                         | 0.0                        | 0.3955                     | 0.2003                               | 0.0                          | 0.0                          | 0.0                          | 0.1470               | 0.0                         | 0.0                          | 0.9358                     | 0.8603                  | 0.9569       | 0.0                  | 0.0                   | 0.1481               | 0.0                   | nan           | 0.7180        | 0.8218            | 0.5548             | 0.7288               | 0.2424                   | 0.0                | 0.3294        | 0.3797           | 0.0             | 0.7752          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0562              | 0.0                 | 0.0                    | 0.6685                    | 0.0                   | 0.3157                | 0.1505                          | 0.0                     | 0.0                     | 0.0                     | 0.1400          | 0.0                    | 0.0                     | 0.8201                | 0.7296             | 0.9095  | 0.0             | 0.0              | 0.1267          | 0.0              |
| 0.4741        | 16.4  | 820  | 0.6827          | 0.2488   | 0.2926        | 0.8283           | nan                | 0.8902             | 0.9524                 | 0.5983                  | 0.7742                    | 0.3112                        | 0.0                     | 0.4137             | 0.4934                | 0.0                  | 0.9314               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0730                   | 0.0                      | 0.0                         | 0.8856                         | 0.0                        | 0.4433                     | 0.1811                               | 0.0                          | 0.0                          | 0.0                          | 0.1122               | 0.0                         | 0.0                          | 0.9397                     | 0.8325                  | 0.9600       | 0.0                  | 0.0                   | 0.1564               | 0.0                   | nan           | 0.7279        | 0.8282            | 0.5455             | 0.7332               | 0.2494                   | 0.0                | 0.3343        | 0.3734           | 0.0             | 0.7841          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0729              | 0.0                 | 0.0                    | 0.6686                    | 0.0                   | 0.3175                | 0.1309                          | 0.0                     | 0.0                     | 0.0                     | 0.1090          | 0.0                    | 0.0                     | 0.8181                | 0.7275             | 0.9094  | 0.0             | 0.0              | 0.1289          | 0.0              |
| 0.5164        | 16.8  | 840  | 0.6803          | 0.2488   | 0.2928        | 0.8309           | nan                | 0.9067             | 0.9498                 | 0.5655                  | 0.8037                    | 0.3081                        | 0.0                     | 0.4061             | 0.5493                | 0.0                  | 0.9276               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0686                   | 0.0                      | 0.0                         | 0.9156                         | 0.0                        | 0.3162                     | 0.1933                               | 0.0                          | 0.0                          | 0.0                          | 0.1543               | 0.0                         | 0.0                          | 0.9273                     | 0.8698                  | 0.9604       | 0.0                  | 0.0                   | 0.1324               | 0.0                   | nan           | 0.7404        | 0.8309            | 0.5307             | 0.7191               | 0.2548                   | 0.0                | 0.3371        | 0.3740           | 0.0             | 0.7897          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0685              | 0.0                 | 0.0                    | 0.6642                    | 0.0                   | 0.2698                | 0.1508                          | 0.0                     | 0.0                     | 0.0                     | 0.1469          | 0.0                    | 0.0                     | 0.8258                | 0.7322             | 0.9105  | 0.0             | 0.0              | 0.1132          | 0.0              |
| 0.4384        | 17.2  | 860  | 0.6711          | 0.2512   | 0.2978        | 0.8313           | nan                | 0.9294             | 0.9412                 | 0.5986                  | 0.7805                    | 0.3288                        | 0.0                     | 0.4120             | 0.5585                | 0.0                  | 0.9350               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0621                   | 0.0                      | 0.0                         | 0.8890                         | 0.0                        | 0.4228                     | 0.1557                               | 0.0                          | 0.0                          | 0.0                          | 0.1642               | 0.0                         | 0.0                          | 0.9272                     | 0.8743                  | 0.9600       | 0.0                  | 0.0                   | 0.1852               | 0.0                   | nan           | 0.7282        | 0.8363            | 0.5214             | 0.7324               | 0.2651                   | 0.0                | 0.3417        | 0.3806           | 0.0             | 0.7894          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0620              | 0.0                 | 0.0                    | 0.6730                    | 0.0                   | 0.3112                | 0.1257                          | 0.0                     | 0.0                     | 0.0                     | 0.1559          | 0.0                    | 0.0                     | 0.8215                | 0.7310             | 0.9109  | 0.0             | 0.0              | 0.1533          | 0.0              |
| 0.4316        | 17.6  | 880  | 0.6659          | 0.2556   | 0.3047        | 0.8338           | nan                | 0.9368             | 0.9390                 | 0.5718                  | 0.8247                    | 0.3282                        | 0.0                     | 0.4395             | 0.5804                | 0.0                  | 0.9423               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0993                   | 0.0                      | 0.0                         | 0.8502                         | 0.0                        | 0.4347                     | 0.2537                               | 0.0                          | 0.0                          | 0.0                          | 0.2004               | 0.0                         | 0.0                          | 0.9375                     | 0.8574                  | 0.9656       | 0.0                  | 0.0                   | 0.1969               | 0.0                   | nan           | 0.7368        | 0.8437            | 0.5323             | 0.7437               | 0.2656                   | 0.0                | 0.3588        | 0.3788           | 0.0             | 0.7690          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0989              | 0.0                 | 0.0                    | 0.6726                    | 0.0                   | 0.3185                | 0.1661                          | 0.0                     | 0.0                     | 0.0                     | 0.1845          | 0.0                    | 0.0                     | 0.8227                | 0.7293             | 0.9084  | 0.0             | 0.0              | 0.1607          | 0.0              |
| 0.4505        | 18.0  | 900  | 0.6758          | 0.2542   | 0.2989        | 0.8298           | nan                | 0.9136             | 0.9505                 | 0.5574                  | 0.7432                    | 0.2982                        | 0.0                     | 0.4386             | 0.5360                | 0.0                  | 0.9437               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.1767                   | 0.0                      | 0.0                         | 0.9093                         | 0.0                        | 0.4136                     | 0.2006                               | 0.0                          | 0.0                          | 0.0                          | 0.1824               | 0.0                         | 0.0                          | 0.9305                     | 0.8321                  | 0.9575       | 0.0                  | 0.0                   | 0.1794               | 0.0                   | nan           | 0.7194        | 0.8331            | 0.5212             | 0.7112               | 0.2453                   | 0.0                | 0.3458        | 0.3758           | 0.0             | 0.7782          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.1753              | 0.0                 | 0.0                    | 0.6756                    | 0.0                   | 0.3193                | 0.1549                          | 0.0                     | 0.0                     | 0.0                     | 0.1715          | 0.0                    | 0.0                     | 0.8259                | 0.7307             | 0.9115  | 0.0             | 0.0              | 0.1480          | 0.0              |
| 0.4388        | 18.4  | 920  | 0.6661          | 0.2565   | 0.3072        | 0.8297           | nan                | 0.8822             | 0.9428                 | 0.6160                  | 0.8143                    | 0.3081                        | 0.0                     | 0.4454             | 0.5414                | 0.0                  | 0.9279               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2064                   | 0.0                      | 0.0                         | 0.8709                         | 0.0                        | 0.4429                     | 0.2824                               | 0.0                          | 0.0                          | 0.0                          | 0.1963               | 0.0                         | 0.0                          | 0.9268                     | 0.8822                  | 0.9626       | 0.0                  | 0.0                   | 0.1975               | 0.0                   | nan           | 0.7157        | 0.8393            | 0.4520             | 0.7274               | 0.2555                   | 0.0                | 0.3630        | 0.3766           | 0.0             | 0.8002          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2041              | 0.0                 | 0.0                    | 0.6728                    | 0.0                   | 0.3199                | 0.1873                          | 0.0                     | 0.0                     | 0.0                     | 0.1827          | 0.0                    | 0.0                     | 0.8220                | 0.7298             | 0.9113  | 0.0             | 0.0              | 0.1622          | 0.0              |
| 0.361         | 18.8  | 940  | 0.6628          | 0.2605   | 0.3096        | 0.8323           | nan                | 0.8951             | 0.9452                 | 0.5626                  | 0.8170                    | 0.3278                        | 0.0                     | 0.4493             | 0.5721                | 0.0                  | 0.9407               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2403                   | 0.0                      | 0.0                         | 0.8579                         | 0.0                        | 0.4486                     | 0.2506                               | 0.0                          | 0.0                          | 0.0                          | 0.1961               | 0.0                         | 0.0                          | 0.9287                     | 0.8857                  | 0.9658       | 0.0                  | 0.0                   | 0.2412               | 0.0                   | nan           | 0.7357        | 0.8323            | 0.5378             | 0.7362               | 0.2625                   | 0.0                | 0.3491        | 0.3683           | 0.0             | 0.7867          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2364              | 0.0                 | 0.0                    | 0.6806                    | 0.0                   | 0.3224                | 0.1758                          | 0.0                     | 0.0                     | 0.0                     | 0.1821          | 0.0                    | 0.0                     | 0.8223                | 0.7321             | 0.9113  | 0.0             | 0.0              | 0.1866          | 0.0              |
| 0.3828        | 19.2  | 960  | 0.6739          | 0.2605   | 0.3097        | 0.8287           | nan                | 0.8388             | 0.9556                 | 0.5834                  | 0.8373                    | 0.2736                        | 0.0                     | 0.4234             | 0.6044                | 0.0                  | 0.9343               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2668                   | 0.0                      | 0.0                         | 0.8799                         | 0.0                        | 0.4288                     | 0.2738                               | 0.0                          | 0.0                          | 0.0                          | 0.2310               | 0.0                         | 0.0                          | 0.9154                     | 0.8914                  | 0.9607       | 0.0                  | 0.0                   | 0.2327               | 0.0                   | nan           | 0.7156        | 0.8243            | 0.5543             | 0.6957               | 0.2336                   | 0.0                | 0.3482        | 0.3805           | 0.0             | 0.7961          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2613              | 0.0                 | 0.0                    | 0.6838                    | 0.0                   | 0.3288                | 0.1820                          | 0.0                     | 0.0                     | 0.0                     | 0.2107          | 0.0                    | 0.0                     | 0.8227                | 0.7190             | 0.9134  | 0.0             | 0.0              | 0.1857          | 0.0              |
| 0.6092        | 19.6  | 980  | 0.6651          | 0.2619   | 0.3102        | 0.8331           | nan                | 0.9454             | 0.9455                 | 0.5339                  | 0.7741                    | 0.3170                        | 0.0                     | 0.4542             | 0.6123                | 0.0                  | 0.9329               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.2972                   | 0.0                      | 0.0                         | 0.9051                         | 0.0                        | 0.3950                     | 0.2431                               | 0.0                          | 0.0                          | 0.0                          | 0.2317               | 0.0                         | 0.0                          | 0.9022                     | 0.8711                  | 0.9631       | 0.0                  | 0.0                   | 0.2214               | 0.0                   | nan           | 0.7209        | 0.8382            | 0.5155             | 0.7300               | 0.2616                   | 0.0                | 0.3551        | 0.3647           | 0.0             | 0.7986          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2900              | 0.0                 | 0.0                    | 0.6842                    | 0.0                   | 0.3113                | 0.1817                          | 0.0                     | 0.0                     | 0.0                     | 0.2123          | 0.0                    | 0.0                     | 0.8260                | 0.7207             | 0.9135  | 0.0             | 0.0              | 0.1808          | 0.0              |
| 0.4141        | 20.0  | 1000 | 0.6641          | 0.2647   | 0.3139        | 0.8316           | nan                | 0.9264             | 0.9481                 | 0.5341                  | 0.7649                    | 0.3226                        | 0.0                     | 0.4334             | 0.5668                | 0.0                  | 0.9405               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3605                   | 0.0                      | 0.0                         | 0.8534                         | 0.0                        | 0.4698                     | 0.2992                               | 0.0                          | 0.0                          | 0.0                          | 0.2259               | 0.0                         | 0.0                          | 0.9166                     | 0.8909                  | 0.9625       | 0.0                  | 0.0                   | 0.2556               | 0.0                   | nan           | 0.7208        | 0.8365            | 0.5058             | 0.7259               | 0.2609                   | 0.0                | 0.3563        | 0.3898           | 0.0             | 0.7969          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3435              | 0.0                 | 0.0                    | 0.6834                    | 0.0                   | 0.3347                | 0.1917                          | 0.0                     | 0.0                     | 0.0                     | 0.2066          | 0.0                    | 0.0                     | 0.8200                | 0.7153             | 0.9160  | 0.0             | 0.0              | 0.1970          | 0.0              |
| 0.4172        | 20.4  | 1020 | 0.6580          | 0.2638   | 0.3124        | 0.8320           | nan                | 0.8716             | 0.9580                 | 0.6106                  | 0.7824                    | 0.2688                        | 0.0                     | 0.4657             | 0.5675                | 0.0                  | 0.9364               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3450                   | 0.0                      | 0.0                         | 0.8929                         | 0.0                        | 0.4323                     | 0.3108                               | 0.0                          | 0.0                          | 0.0                          | 0.2097               | 0.0                         | 0.0                          | 0.9226                     | 0.8574                  | 0.9667       | 0.0                  | 0.0                   | 0.2240               | 0.0                   | nan           | 0.7318        | 0.8241            | 0.5236             | 0.7430               | 0.2310                   | 0.0                | 0.3535        | 0.3745           | 0.0             | 0.8019          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3327              | 0.0                 | 0.0                    | 0.6804                    | 0.0                   | 0.3154                | 0.2001                          | 0.0                     | 0.0                     | 0.0                     | 0.1933          | 0.0                    | 0.0                     | 0.8345                | 0.7404             | 0.9137  | 0.0             | 0.0              | 0.1768          | 0.0              |
| 0.4116        | 20.8  | 1040 | 0.6727          | 0.2634   | 0.3088        | 0.8344           | nan                | 0.8931             | 0.9598                 | 0.6058                  | 0.7902                    | 0.2737                        | 0.0                     | 0.4378             | 0.5670                | 0.0                  | 0.9385               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3090                   | 0.0                      | 0.0                         | 0.8957                         | 0.0                        | 0.3829                     | 0.2471                               | 0.0                          | 0.0                          | 0.0                          | 0.2405               | 0.0                         | 0.0                          | 0.9260                     | 0.8616                  | 0.9612       | 0.0                  | 0.0                   | 0.2085               | 0.0                   | nan           | 0.7426        | 0.8232            | 0.5412             | 0.7417               | 0.2388                   | 0.0                | 0.3514        | 0.3729           | 0.0             | 0.7984          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.2989              | 0.0                 | 0.0                    | 0.6842                    | 0.0                   | 0.3072                | 0.1826                          | 0.0                     | 0.0                     | 0.0                     | 0.2174          | 0.0                    | 0.0                     | 0.8303                | 0.7357             | 0.9163  | 0.0             | 0.0              | 0.1736          | 0.0              |
| 0.422         | 21.2  | 1060 | 0.6688          | 0.2681   | 0.3141        | 0.8333           | nan                | 0.8560             | 0.9509                 | 0.5973                  | 0.8216                    | 0.3325                        | 0.0                     | 0.4396             | 0.5635                | 0.0                  | 0.9370               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4310                   | 0.0                      | 0.0                         | 0.9214                         | 0.0                        | 0.3744                     | 0.2274                               | 0.0                          | 0.0                          | 0.0                          | 0.2551               | 0.0                         | 0.0                          | 0.9186                     | 0.8724                  | 0.9636       | 0.0                  | 0.0                   | 0.2176               | 0.0                   | nan           | 0.7133        | 0.8257            | 0.5657             | 0.7377               | 0.2744                   | 0.0                | 0.3530        | 0.3860           | 0.0             | 0.8069          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4029              | 0.0                 | 0.0                    | 0.6819                    | 0.0                   | 0.2941                | 0.1799                          | 0.0                     | 0.0                     | 0.0                     | 0.2286          | 0.0                    | 0.0                     | 0.8336                | 0.7400             | 0.9167  | 0.0             | 0.0              | 0.1740          | 0.0              |
| 0.3686        | 21.6  | 1080 | 0.6515          | 0.2695   | 0.3171        | 0.8381           | nan                | 0.9222             | 0.9530                 | 0.6073                  | 0.7765                    | 0.3097                        | 0.0                     | 0.4667             | 0.6143                | 0.0                  | 0.9413               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4369                   | 0.0                      | 0.0                         | 0.9051                         | 0.0                        | 0.3810                     | 0.2432                               | 0.0                          | 0.0                          | 0.0                          | 0.2461               | 0.0                         | 0.0                          | 0.9233                     | 0.8697                  | 0.9598       | 0.0                  | 0.0                   | 0.2258               | 0.0                   | nan           | 0.7351        | 0.8391            | 0.5477             | 0.7423               | 0.2621                   | 0.0                | 0.3677        | 0.3792           | 0.0             | 0.7985          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4059              | 0.0                 | 0.0                    | 0.6838                    | 0.0                   | 0.3067                | 0.1912                          | 0.0                     | 0.0                     | 0.0                     | 0.2229          | 0.0                    | 0.0                     | 0.8352                | 0.7458             | 0.9177  | 0.0             | 0.0              | 0.1822          | 0.0              |
| 0.3979        | 22.0  | 1100 | 0.6568          | 0.2693   | 0.3208        | 0.8330           | nan                | 0.8615             | 0.9551                 | 0.6160                  | 0.7842                    | 0.3245                        | 0.0                     | 0.4468             | 0.5568                | 0.0                  | 0.9365               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4700                   | 0.0                      | 0.0                         | 0.8862                         | 0.0                        | 0.4119                     | 0.3784                               | 0.0                          | 0.0                          | 0.0                          | 0.2737               | 0.0                         | 0.0                          | 0.9224                     | 0.8753                  | 0.9673       | 0.0                  | 0.0                   | 0.2389               | 0.0                   | nan           | 0.7164        | 0.8363            | 0.4831             | 0.7147               | 0.2654                   | 0.0                | 0.3574        | 0.3850           | 0.0             | 0.8012          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4289              | 0.0                 | 0.0                    | 0.6866                    | 0.0                   | 0.3288                | 0.2315                          | 0.0                     | 0.0                     | 0.0                     | 0.2423          | 0.0                    | 0.0                     | 0.8331                | 0.7420             | 0.9164  | 0.0             | 0.0              | 0.1857          | 0.0              |
| 0.4441        | 22.4  | 1120 | 0.6608          | 0.2695   | 0.3167        | 0.8365           | nan                | 0.9346             | 0.9529                 | 0.5573                  | 0.7570                    | 0.2894                        | 0.0                     | 0.4630             | 0.5627                | 0.0                  | 0.9363               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4252                   | 0.0                      | 0.0                         | 0.8931                         | 0.0                        | 0.4402                     | 0.3039                               | 0.0                          | 0.0                          | 0.0                          | 0.2724               | 0.0                         | 0.0                          | 0.9202                     | 0.8783                  | 0.9636       | 0.0                  | 0.0                   | 0.2175               | 0.0                   | nan           | 0.7278        | 0.8391            | 0.5251             | 0.7202               | 0.2519                   | 0.0                | 0.3607        | 0.3867           | 0.0             | 0.8006          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3984              | 0.0                 | 0.0                    | 0.6891                    | 0.0                   | 0.3342                | 0.2181                          | 0.0                     | 0.0                     | 0.0                     | 0.2424          | 0.0                    | 0.0                     | 0.8331                | 0.7397             | 0.9175  | 0.0             | 0.0              | 0.1767          | 0.0              |
| 0.4551        | 22.8  | 1140 | 0.6578          | 0.2728   | 0.3240        | 0.8349           | nan                | 0.9032             | 0.9512                 | 0.5769                  | 0.7527                    | 0.3419                        | 0.0                     | 0.4811             | 0.6010                | 0.0                  | 0.9427               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5591                   | 0.0                      | 0.0                         | 0.9050                         | 0.0                        | 0.4264                     | 0.3202                               | 0.0                          | 0.0                          | 0.0                          | 0.2784               | 0.0                         | 0.0                          | 0.9086                     | 0.8781                  | 0.9624       | 0.0                  | 0.0                   | 0.2286               | 0.0                   | nan           | 0.7093        | 0.8423            | 0.5256             | 0.7125               | 0.2784                   | 0.0                | 0.3686        | 0.3908           | 0.0             | 0.8046          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4909              | 0.0                 | 0.0                    | 0.6934                    | 0.0                   | 0.3288                | 0.2186                          | 0.0                     | 0.0                     | 0.0                     | 0.2458          | 0.0                    | 0.0                     | 0.8315                | 0.7326             | 0.9183  | 0.0             | 0.0              | 0.1832          | 0.0              |
| 0.4407        | 23.2  | 1160 | 0.6450          | 0.2690   | 0.3193        | 0.8365           | nan                | 0.9042             | 0.9432                 | 0.6099                  | 0.7794                    | 0.3788                        | 0.0                     | 0.4657             | 0.6034                | 0.0                  | 0.9444               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4627                   | 0.0                      | 0.0                         | 0.9219                         | 0.0                        | 0.3212                     | 0.2968                               | 0.0                          | 0.0                          | 0.0                          | 0.2736               | 0.0                         | 0.0                          | 0.9216                     | 0.8775                  | 0.9650       | 0.0                  | 0.0                   | 0.1872               | 0.0                   | nan           | 0.7256        | 0.8449            | 0.5092             | 0.7254               | 0.2939                   | 0.0                | 0.3773        | 0.3916           | 0.0             | 0.7977          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4162              | 0.0                 | 0.0                    | 0.6820                    | 0.0                   | 0.2634                | 0.2125                          | 0.0                     | 0.0                     | 0.0                     | 0.2438          | 0.0                    | 0.0                     | 0.8376                | 0.7448             | 0.9180  | 0.0             | 0.0              | 0.1607          | 0.0              |
| 0.4254        | 23.6  | 1180 | 0.6625          | 0.2688   | 0.3188        | 0.8334           | nan                | 0.9195             | 0.9530                 | 0.6182                  | 0.6861                    | 0.3235                        | 0.0                     | 0.4638             | 0.5651                | 0.0                  | 0.9376               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5024                   | 0.0                      | 0.0                         | 0.8938                         | 0.0                        | 0.3684                     | 0.3308                               | 0.0                          | 0.0                          | 0.0                          | 0.2762               | 0.0                         | 0.0                          | 0.9336                     | 0.8559                  | 0.9677       | 0.0                  | 0.0                   | 0.2428               | 0.0                   | nan           | 0.6894        | 0.8508            | 0.4903             | 0.6638               | 0.2781                   | 0.0                | 0.3752        | 0.3880           | 0.0             | 0.8096          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4447              | 0.0                 | 0.0                    | 0.6880                    | 0.0                   | 0.3020                | 0.2205                          | 0.0                     | 0.0                     | 0.0                     | 0.2448          | 0.0                    | 0.0                     | 0.8333                | 0.7482             | 0.9180  | 0.0             | 0.0              | 0.1936          | 0.0              |
| 0.3237        | 24.0  | 1200 | 0.6369          | 0.2716   | 0.3205        | 0.8382           | nan                | 0.9325             | 0.9453                 | 0.5367                  | 0.7718                    | 0.3618                        | 0.0                     | 0.4612             | 0.6096                | 0.0                  | 0.9404               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4799                   | 0.0                      | 0.0                         | 0.8972                         | 0.0                        | 0.4341                     | 0.2409                               | 0.0                          | 0.0                          | 0.0                          | 0.2640               | 0.0                         | 0.0                          | 0.9304                     | 0.8631                  | 0.9614       | 0.0                  | 0.0                   | 0.2649               | 0.0                   | nan           | 0.7146        | 0.8491            | 0.5225             | 0.7157               | 0.2907                   | 0.0                | 0.3681        | 0.3802           | 0.0             | 0.8074          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4313              | 0.0                 | 0.0                    | 0.6964                    | 0.0                   | 0.3215                | 0.1884                          | 0.0                     | 0.0                     | 0.0                     | 0.2369          | 0.0                    | 0.0                     | 0.8355                | 0.7482             | 0.9192  | 0.0             | 0.0              | 0.2078          | 0.0              |
| 0.365         | 24.4  | 1220 | 0.6506          | 0.2730   | 0.3214        | 0.8385           | nan                | 0.9277             | 0.9542                 | 0.5852                  | 0.7626                    | 0.2932                        | 0.0                     | 0.4719             | 0.5930                | 0.0                  | 0.9376               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5711                   | 0.0                      | 0.0                         | 0.9051                         | 0.0                        | 0.4031                     | 0.2609                               | 0.0                          | 0.0                          | 0.0                          | 0.2769               | 0.0                         | 0.0                          | 0.9232                     | 0.8704                  | 0.9705       | 0.0                  | 0.0                   | 0.2199               | 0.0                   | nan           | 0.7176        | 0.8458            | 0.5448             | 0.7225               | 0.2537                   | 0.0                | 0.3714        | 0.3947           | 0.0             | 0.8089          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4881              | 0.0                 | 0.0                    | 0.6931                    | 0.0                   | 0.3242                | 0.1968                          | 0.0                     | 0.0                     | 0.0                     | 0.2446          | 0.0                    | 0.0                     | 0.8333                | 0.7446             | 0.9172  | 0.0             | 0.0              | 0.1814          | 0.0              |
| 0.4789        | 24.8  | 1240 | 0.6483          | 0.2759   | 0.3270        | 0.8389           | nan                | 0.9107             | 0.9543                 | 0.6023                  | 0.7839                    | 0.2900                        | 0.0                     | 0.4549             | 0.5867                | 0.0                  | 0.9412               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6129                   | 0.0                      | 0.0                         | 0.8747                         | 0.0                        | 0.4464                     | 0.3362                               | 0.0                          | 0.0                          | 0.0                          | 0.2824               | 0.0                         | 0.0                          | 0.9350                     | 0.8723                  | 0.9630       | 0.0                  | 0.0                   | 0.2702               | 0.0                   | nan           | 0.7231        | 0.8439            | 0.5571             | 0.7132               | 0.2529                   | 0.0                | 0.3650        | 0.3984           | 0.0             | 0.8099          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5013              | 0.0                 | 0.0                    | 0.7005                    | 0.0                   | 0.3384                | 0.2177                          | 0.0                     | 0.0                     | 0.0                     | 0.2474          | 0.0                    | 0.0                     | 0.8330                | 0.7510             | 0.9199  | 0.0             | 0.0              | 0.2094          | 0.0              |
| 0.5162        | 25.2  | 1260 | 0.6464          | 0.2760   | 0.3278        | 0.8383           | nan                | 0.9063             | 0.9529                 | 0.6199                  | 0.7501                    | 0.3129                        | 0.0                     | 0.4830             | 0.6013                | 0.0                  | 0.9348               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6178                   | 0.0                      | 0.0                         | 0.8908                         | 0.0                        | 0.4529                     | 0.2548                               | 0.0                          | 0.0                          | 0.0                          | 0.3034               | 0.0                         | 0.0                          | 0.9285                     | 0.8805                  | 0.9658       | 0.0                  | 0.0                   | 0.2889               | 0.0                   | nan           | 0.7113        | 0.8456            | 0.5127             | 0.7169               | 0.2679                   | 0.0                | 0.3825        | 0.3913           | 0.0             | 0.8162          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5243              | 0.0                 | 0.0                    | 0.7037                    | 0.0                   | 0.3354                | 0.1923                          | 0.0                     | 0.0                     | 0.0                     | 0.2616          | 0.0                    | 0.0                     | 0.8367                | 0.7464             | 0.9201  | 0.0             | 0.0              | 0.2177          | 0.0              |
| 0.3914        | 25.6  | 1280 | 0.6455          | 0.2748   | 0.3256        | 0.8379           | nan                | 0.9405             | 0.9451                 | 0.5647                  | 0.7560                    | 0.3129                        | 0.0                     | 0.4521             | 0.5869                | 0.0                  | 0.9434               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6490                   | 0.0                      | 0.0                         | 0.8990                         | 0.0                        | 0.3980                     | 0.3299                               | 0.0                          | 0.0                          | 0.0                          | 0.3075               | 0.0                         | 0.0                          | 0.9318                     | 0.8666                  | 0.9697       | 0.0                  | 0.0                   | 0.2156               | 0.0                   | nan           | 0.7086        | 0.8472            | 0.5238             | 0.7070               | 0.2627                   | 0.0                | 0.3769        | 0.4007           | 0.0             | 0.8069          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5155              | 0.0                 | 0.0                    | 0.6933                    | 0.0                   | 0.3223                | 0.2192                          | 0.0                     | 0.0                     | 0.0                     | 0.2646          | 0.0                    | 0.0                     | 0.8382                | 0.7529             | 0.9194  | 0.0             | 0.0              | 0.1835          | 0.0              |
| 0.3738        | 26.0  | 1300 | 0.6373          | 0.2726   | 0.3267        | 0.8361           | nan                | 0.8998             | 0.9382                 | 0.5957                  | 0.7798                    | 0.3951                        | 0.0                     | 0.5195             | 0.5915                | 0.0                  | 0.9516               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5415                   | 0.0                      | 0.0                         | 0.8902                         | 0.0                        | 0.4308                     | 0.2702                               | 0.0                          | 0.0                          | 0.0                          | 0.2883               | 0.0                         | 0.0                          | 0.9131                     | 0.9061                  | 0.9652       | 0.0                  | 0.0                   | 0.2309               | 0.0                   | nan           | 0.7155        | 0.8478            | 0.5211             | 0.7238               | 0.2994                   | 0.0                | 0.3901        | 0.3975           | 0.0             | 0.7894          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4424              | 0.0                 | 0.0                    | 0.6989                    | 0.0                   | 0.3224                | 0.2038                          | 0.0                     | 0.0                     | 0.0                     | 0.2529          | 0.0                    | 0.0                     | 0.8274                | 0.7245             | 0.9210  | 0.0             | 0.0              | 0.1919          | 0.0              |
| 0.3512        | 26.4  | 1320 | 0.6418          | 0.2763   | 0.3321        | 0.8362           | nan                | 0.9184             | 0.9437                 | 0.6087                  | 0.7657                    | 0.3338                        | 0.0                     | 0.4730             | 0.5723                | 0.0                  | 0.9370               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6904                   | 0.0                      | 0.0                         | 0.8705                         | 0.0                        | 0.4566                     | 0.3468                               | 0.0                          | 0.0                          | 0.0                          | 0.3086               | 0.0                         | 0.0                          | 0.9188                     | 0.8848                  | 0.9680       | 0.0                  | 0.0                   | 0.2939               | 0.0                   | nan           | 0.7141        | 0.8468            | 0.5263             | 0.6994               | 0.2719                   | 0.0                | 0.3787        | 0.4026           | 0.0             | 0.8163          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5194              | 0.0                 | 0.0                    | 0.6977                    | 0.0                   | 0.3261                | 0.2179                          | 0.0                     | 0.0                     | 0.0                     | 0.2645          | 0.0                    | 0.0                     | 0.8347                | 0.7424             | 0.9208  | 0.0             | 0.0              | 0.2151          | 0.0              |
| 0.4588        | 26.8  | 1340 | 0.6435          | 0.2748   | 0.3252        | 0.8395           | nan                | 0.8778             | 0.9551                 | 0.6037                  | 0.8296                    | 0.2888                        | 0.0                     | 0.4736             | 0.6074                | 0.0                  | 0.9403               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5804                   | 0.0                      | 0.0                         | 0.8944                         | 0.0                        | 0.4158                     | 0.2494                               | 0.0                          | 0.0                          | 0.0                          | 0.2931               | 0.0                         | 0.0                          | 0.9314                     | 0.8776                  | 0.9691       | 0.0                  | 0.0                   | 0.2711               | 0.0                   | nan           | 0.7259        | 0.8395            | 0.5360             | 0.7373               | 0.2532                   | 0.0                | 0.3753        | 0.3901           | 0.0             | 0.8111          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4937              | 0.0                 | 0.0                    | 0.7002                    | 0.0                   | 0.3175                | 0.1880                          | 0.0                     | 0.0                     | 0.0                     | 0.2560          | 0.0                    | 0.0                     | 0.8377                | 0.7488             | 0.9216  | 0.0             | 0.0              | 0.2116          | 0.0              |
| 0.3339        | 27.2  | 1360 | 0.6434          | 0.2732   | 0.3252        | 0.8375           | nan                | 0.9120             | 0.9427                 | 0.6126                  | 0.7717                    | 0.3484                        | 0.0                     | 0.4983             | 0.5931                | 0.0                  | 0.9441               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6112                   | 0.0                      | 0.0                         | 0.9134                         | 0.0                        | 0.3259                     | 0.2733                               | 0.0                          | 0.0                          | 0.0                          | 0.2995               | 0.0                         | 0.0                          | 0.9217                     | 0.8908                  | 0.9681       | 0.0                  | 0.0                   | 0.2298               | 0.0                   | nan           | 0.7060        | 0.8513            | 0.5062             | 0.7258               | 0.2805                   | 0.0                | 0.3963        | 0.3985           | 0.0             | 0.8093          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4980              | 0.0                 | 0.0                    | 0.6925                    | 0.0                   | 0.2695                | 0.2074                          | 0.0                     | 0.0                     | 0.0                     | 0.2605          | 0.0                    | 0.0                     | 0.8341                | 0.7418             | 0.9222  | 0.0             | 0.0              | 0.1907          | 0.0              |
| 0.3599        | 27.6  | 1380 | 0.6405          | 0.2755   | 0.3266        | 0.8384           | nan                | 0.9207             | 0.9422                 | 0.6103                  | 0.7769                    | 0.3508                        | 0.0                     | 0.4741             | 0.5936                | 0.0                  | 0.9373               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6317                   | 0.0                      | 0.0                         | 0.9056                         | 0.0                        | 0.3968                     | 0.2528                               | 0.0                          | 0.0                          | 0.0                          | 0.3090               | 0.0                         | 0.0                          | 0.9369                     | 0.8342                  | 0.9656       | 0.0                  | 0.0                   | 0.2645               | 0.0                   | nan           | 0.7140        | 0.8470            | 0.5370             | 0.7255               | 0.2798                   | 0.0                | 0.3807        | 0.3961           | 0.0             | 0.8127          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4994              | 0.0                 | 0.0                    | 0.6990                    | 0.0                   | 0.3122                | 0.1956                          | 0.0                     | 0.0                     | 0.0                     | 0.2654          | 0.0                    | 0.0                     | 0.8335                | 0.7405             | 0.9227  | 0.0             | 0.0              | 0.2059          | 0.0              |
| 0.4722        | 28.0  | 1400 | 0.6423          | 0.2776   | 0.3307        | 0.8391           | nan                | 0.8828             | 0.9548                 | 0.6152                  | 0.7934                    | 0.3135                        | 0.0                     | 0.4904             | 0.5925                | 0.0                  | 0.9444               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6486                   | 0.0                      | 0.0                         | 0.8909                         | 0.0                        | 0.4174                     | 0.3296                               | 0.0                          | 0.0                          | 0.0                          | 0.3117               | 0.0                         | 0.0                          | 0.9236                     | 0.8846                  | 0.9647       | 0.0                  | 0.0                   | 0.2867               | 0.0                   | nan           | 0.7319        | 0.8373            | 0.5339             | 0.7168               | 0.2670                   | 0.0                | 0.3887        | 0.3930           | 0.0             | 0.8085          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5058              | 0.0                 | 0.0                    | 0.7043                    | 0.0                   | 0.3277                | 0.2334                          | 0.0                     | 0.0                     | 0.0                     | 0.2652          | 0.0                    | 0.0                     | 0.8358                | 0.7486             | 0.9243  | 0.0             | 0.0              | 0.2164          | 0.0              |
| 0.3999        | 28.4  | 1420 | 0.6573          | 0.2758   | 0.3279        | 0.8344           | nan                | 0.9074             | 0.9564                 | 0.6044                  | 0.6972                    | 0.3170                        | 0.0                     | 0.4638             | 0.5768                | 0.0                  | 0.9393               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6698                   | 0.0                      | 0.0                         | 0.8872                         | 0.0                        | 0.4259                     | 0.3229                               | 0.0                          | 0.0                          | 0.0                          | 0.3066               | 0.0                         | 0.0                          | 0.9183                     | 0.8809                  | 0.9685       | 0.0                  | 0.0                   | 0.3048               | 0.0                   | nan           | 0.7038        | 0.8367            | 0.5552             | 0.6687               | 0.2655                   | 0.0                | 0.3707        | 0.3920           | 0.0             | 0.8207          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5299              | 0.0                 | 0.0                    | 0.7058                    | 0.0                   | 0.3154                | 0.2230                          | 0.0                     | 0.0                     | 0.0                     | 0.2644          | 0.0                    | 0.0                     | 0.8368                | 0.7440             | 0.9234  | 0.0             | 0.0              | 0.2197          | 0.0              |
| 0.3251        | 28.8  | 1440 | 0.6375          | 0.2770   | 0.3291        | 0.8408           | nan                | 0.9199             | 0.9489                 | 0.6086                  | 0.7769                    | 0.3191                        | 0.0                     | 0.4958             | 0.5862                | 0.0                  | 0.9461               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6409                   | 0.0                      | 0.0                         | 0.8994                         | 0.0                        | 0.4118                     | 0.2941                               | 0.0                          | 0.0                          | 0.0                          | 0.3050               | 0.0                         | 0.0                          | 0.9265                     | 0.8786                  | 0.9683       | 0.0                  | 0.0                   | 0.2619               | 0.0                   | nan           | 0.7236        | 0.8482            | 0.5358             | 0.7290               | 0.2666                   | 0.0                | 0.3854        | 0.3929           | 0.0             | 0.8090          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5036              | 0.0                 | 0.0                    | 0.7042                    | 0.0                   | 0.3149                | 0.2207                          | 0.0                     | 0.0                     | 0.0                     | 0.2649          | 0.0                    | 0.0                     | 0.8387                | 0.7519             | 0.9235  | 0.0             | 0.0              | 0.2062          | 0.0              |
| 0.3289        | 29.2  | 1460 | 0.6556          | 0.2768   | 0.3296        | 0.8362           | nan                | 0.9273             | 0.9485                 | 0.5861                  | 0.6879                    | 0.3439                        | 0.0                     | 0.4798             | 0.6059                | 0.0                  | 0.9416               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6749                   | 0.0                      | 0.0                         | 0.8971                         | 0.0                        | 0.4096                     | 0.3502                               | 0.0                          | 0.0                          | 0.0                          | 0.3222               | 0.0                         | 0.0                          | 0.9308                     | 0.8716                  | 0.9684       | 0.0                  | 0.0                   | 0.2596               | 0.0                   | nan           | 0.6921        | 0.8489            | 0.5571             | 0.6606               | 0.2774                   | 0.0                | 0.3801        | 0.3953           | 0.0             | 0.8177          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5192              | 0.0                 | 0.0                    | 0.7043                    | 0.0                   | 0.3281                | 0.2382                          | 0.0                     | 0.0                     | 0.0                     | 0.2725          | 0.0                    | 0.0                     | 0.8351                | 0.7541             | 0.9241  | 0.0             | 0.0              | 0.2073          | 0.0              |
| 0.3227        | 29.6  | 1480 | 0.6274          | 0.2803   | 0.3334        | 0.8430           | nan                | 0.9079             | 0.9456                 | 0.6035                  | 0.8309                    | 0.3371                        | 0.0                     | 0.4808             | 0.5824                | 0.0                  | 0.9394               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6828                   | 0.0                      | 0.0                         | 0.8969                         | 0.0                        | 0.4624                     | 0.3205                               | 0.0                          | 0.0                          | 0.0                          | 0.3089               | 0.0                         | 0.0                          | 0.9276                     | 0.8832                  | 0.9688       | 0.0                  | 0.0                   | 0.2577               | 0.0                   | nan           | 0.7452        | 0.8459            | 0.5544             | 0.7339               | 0.2753                   | 0.0                | 0.3877        | 0.3953           | 0.0             | 0.8192          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5186              | 0.0                 | 0.0                    | 0.7039                    | 0.0                   | 0.3355                | 0.2291                          | 0.0                     | 0.0                     | 0.0                     | 0.2654          | 0.0                    | 0.0                     | 0.8382                | 0.7490             | 0.9239  | 0.0             | 0.0              | 0.2088          | 0.0              |
| 0.4271        | 30.0  | 1500 | 0.6412          | 0.2769   | 0.3306        | 0.8382           | nan                | 0.9016             | 0.9544                 | 0.6153                  | 0.7497                    | 0.3307                        | 0.0                     | 0.4845             | 0.5851                | 0.0                  | 0.9434               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6663                   | 0.0                      | 0.0                         | 0.9019                         | 0.0                        | 0.4165                     | 0.3538                               | 0.0                          | 0.0                          | 0.0                          | 0.3151               | 0.0                         | 0.0                          | 0.9151                     | 0.8806                  | 0.9701       | 0.0                  | 0.0                   | 0.2557               | 0.0                   | nan           | 0.7166        | 0.8431            | 0.5148             | 0.7143               | 0.2745                   | 0.0                | 0.3858        | 0.3937           | 0.0             | 0.8110          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5152              | 0.0                 | 0.0                    | 0.7040                    | 0.0                   | 0.3288                | 0.2387                          | 0.0                     | 0.0                     | 0.0                     | 0.2693          | 0.0                    | 0.0                     | 0.8363                | 0.7431             | 0.9235  | 0.0             | 0.0              | 0.2023          | 0.0              |
| 0.2996        | 30.4  | 1520 | 0.6320          | 0.2803   | 0.3323        | 0.8430           | nan                | 0.9176             | 0.9528                 | 0.5870                  | 0.8010                    | 0.3246                        | 0.0                     | 0.4829             | 0.5975                | 0.0                  | 0.9428               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6519                   | 0.0                      | 0.0                         | 0.8888                         | 0.0                        | 0.4324                     | 0.3396                               | 0.0                          | 0.0                          | 0.0                          | 0.3139               | 0.0                         | 0.0                          | 0.9282                     | 0.8780                  | 0.9651       | 0.0                  | 0.0                   | 0.2940               | 0.0                   | nan           | 0.7387        | 0.8443            | 0.5328             | 0.7418               | 0.2720                   | 0.0                | 0.3946        | 0.3908           | 0.0             | 0.8167          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5156              | 0.0                 | 0.0                    | 0.7091                    | 0.0                   | 0.3351                | 0.2379                          | 0.0                     | 0.0                     | 0.0                     | 0.2681          | 0.0                    | 0.0                     | 0.8362                | 0.7528             | 0.9250  | 0.0             | 0.0              | 0.2202          | 0.0              |
| 0.3392        | 30.8  | 1540 | 0.6255          | 0.2797   | 0.3345        | 0.8414           | nan                | 0.8964             | 0.9477                 | 0.6256                  | 0.7851                    | 0.3788                        | 0.0                     | 0.4961             | 0.5916                | 0.0                  | 0.9394               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6616                   | 0.0                      | 0.0                         | 0.8897                         | 0.0                        | 0.4526                     | 0.3530                               | 0.0                          | 0.0                          | 0.0                          | 0.3145               | 0.0                         | 0.0                          | 0.9310                     | 0.8777                  | 0.9663       | 0.0                  | 0.0                   | 0.2673               | 0.0                   | nan           | 0.7268        | 0.8503            | 0.4849             | 0.7355               | 0.3015                   | 0.0                | 0.3984        | 0.3966           | 0.0             | 0.8222          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5235              | 0.0                 | 0.0                    | 0.7054                    | 0.0                   | 0.3339                | 0.2396                          | 0.0                     | 0.0                     | 0.0                     | 0.2685          | 0.0                    | 0.0                     | 0.8372                | 0.7534             | 0.9251  | 0.0             | 0.0              | 0.2059          | 0.0              |
| 0.2965        | 31.2  | 1560 | 0.6367          | 0.2789   | 0.3312        | 0.8415           | nan                | 0.9269             | 0.9523                 | 0.5961                  | 0.7622                    | 0.3118                        | 0.0                     | 0.4969             | 0.6140                | 0.0                  | 0.9472               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6352                   | 0.0                      | 0.0                         | 0.8980                         | 0.0                        | 0.4180                     | 0.3364                               | 0.0                          | 0.0                          | 0.0                          | 0.3069               | 0.0                         | 0.0                          | 0.9211                     | 0.8850                  | 0.9695       | 0.0                  | 0.0                   | 0.2831               | 0.0                   | nan           | 0.7329        | 0.8441            | 0.5433             | 0.7287               | 0.2676                   | 0.0                | 0.3809        | 0.3910           | 0.0             | 0.8149          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5191              | 0.0                 | 0.0                    | 0.7090                    | 0.0                   | 0.3280                | 0.2362                          | 0.0                     | 0.0                     | 0.0                     | 0.2642          | 0.0                    | 0.0                     | 0.8376                | 0.7476             | 0.9244  | 0.0             | 0.0              | 0.2140          | 0.0              |
| 0.3831        | 31.6  | 1580 | 0.6300          | 0.2812   | 0.3332        | 0.8429           | nan                | 0.9094             | 0.9529                 | 0.5967                  | 0.7851                    | 0.3383                        | 0.0                     | 0.4985             | 0.5956                | 0.0                  | 0.9411               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6727                   | 0.0                      | 0.0                         | 0.9011                         | 0.0                        | 0.4275                     | 0.3208                               | 0.0                          | 0.0                          | 0.0                          | 0.3346               | 0.0                         | 0.0                          | 0.9285                     | 0.8705                  | 0.9694       | 0.0                  | 0.0                   | 0.2851               | 0.0                   | nan           | 0.7337        | 0.8445            | 0.5445             | 0.7378               | 0.2787                   | 0.0                | 0.3846        | 0.3957           | 0.0             | 0.8222          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5248              | 0.0                 | 0.0                    | 0.7076                    | 0.0                   | 0.3366                | 0.2305                          | 0.0                     | 0.0                     | 0.0                     | 0.2797          | 0.0                    | 0.0                     | 0.8416                | 0.7545             | 0.9260  | 0.0             | 0.0              | 0.2181          | 0.0              |
| 0.3493        | 32.0  | 1600 | 0.6407          | 0.2785   | 0.3356        | 0.8400           | nan                | 0.9012             | 0.9423                 | 0.6217                  | 0.7873                    | 0.3749                        | 0.0                     | 0.4880             | 0.5983                | 0.0                  | 0.9465               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6982                   | 0.0                      | 0.0                         | 0.8913                         | 0.0                        | 0.4313                     | 0.3725                               | 0.0                          | 0.0                          | 0.0                          | 0.3320               | 0.0                         | 0.0                          | 0.9243                     | 0.8959                  | 0.9695       | 0.0                  | 0.0                   | 0.2344               | 0.0                   | nan           | 0.7114        | 0.8536            | 0.5136             | 0.7126               | 0.2994                   | 0.0                | 0.3924        | 0.3971           | 0.0             | 0.8130          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5163              | 0.0                 | 0.0                    | 0.7068                    | 0.0                   | 0.3303                | 0.2404                          | 0.0                     | 0.0                     | 0.0                     | 0.2795          | 0.0                    | 0.0                     | 0.8369                | 0.7481             | 0.9259  | 0.0             | 0.0              | 0.1920          | 0.0              |
| 0.3436        | 32.4  | 1620 | 0.6411          | 0.2797   | 0.3326        | 0.8412           | nan                | 0.9267             | 0.9499                 | 0.5514                  | 0.7637                    | 0.3525                        | 0.0                     | 0.5014             | 0.6383                | 0.0                  | 0.9393               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6488                   | 0.0                      | 0.0                         | 0.8973                         | 0.0                        | 0.4156                     | 0.3836                               | 0.0                          | 0.0                          | 0.0                          | 0.3289               | 0.0                         | 0.0                          | 0.9348                     | 0.8434                  | 0.9690       | 0.0                  | 0.0                   | 0.2623               | 0.0                   | nan           | 0.7220        | 0.8468            | 0.5165             | 0.7270               | 0.2840                   | 0.0                | 0.3934        | 0.3914           | 0.0             | 0.8211          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5100              | 0.0                 | 0.0                    | 0.7055                    | 0.0                   | 0.3275                | 0.2602                          | 0.0                     | 0.0                     | 0.0                     | 0.2775          | 0.0                    | 0.0                     | 0.8389                | 0.7518             | 0.9259  | 0.0             | 0.0              | 0.2099          | 0.0              |
| 0.3519        | 32.8  | 1640 | 0.6279          | 0.2803   | 0.3326        | 0.8424           | nan                | 0.9006             | 0.9528                 | 0.5944                  | 0.8234                    | 0.3076                        | 0.0                     | 0.4970             | 0.5845                | 0.0                  | 0.9431               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6655                   | 0.0                      | 0.0                         | 0.8913                         | 0.0                        | 0.4559                     | 0.3274                               | 0.0                          | 0.0                          | 0.0                          | 0.3196               | 0.0                         | 0.0                          | 0.9211                     | 0.8900                  | 0.9693       | 0.0                  | 0.0                   | 0.2651               | 0.0                   | nan           | 0.7445        | 0.8418            | 0.5386             | 0.7479               | 0.2611                   | 0.0                | 0.3900        | 0.4008           | 0.0             | 0.8198          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5284              | 0.0                 | 0.0                    | 0.7091                    | 0.0                   | 0.3360                | 0.2321                          | 0.0                     | 0.0                     | 0.0                     | 0.2734          | 0.0                    | 0.0                     | 0.8349                | 0.7426             | 0.9262  | 0.0             | 0.0              | 0.2026          | 0.0              |
| 0.4359        | 33.2  | 1660 | 0.6426          | 0.2794   | 0.3331        | 0.8414           | nan                | 0.9304             | 0.9499                 | 0.6014                  | 0.7611                    | 0.3188                        | 0.0                     | 0.4850             | 0.6366                | 0.0                  | 0.9443               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6564                   | 0.0                      | 0.0                         | 0.8743                         | 0.0                        | 0.4532                     | 0.3225                               | 0.0                          | 0.0                          | 0.0                          | 0.3332               | 0.0                         | 0.0                          | 0.9382                     | 0.8668                  | 0.9680       | 0.0                  | 0.0                   | 0.2871               | 0.0                   | nan           | 0.7254        | 0.8473            | 0.5447             | 0.7218               | 0.2699                   | 0.0                | 0.3871        | 0.3876           | 0.0             | 0.8191          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5169              | 0.0                 | 0.0                    | 0.7093                    | 0.0                   | 0.3314                | 0.2280                          | 0.0                     | 0.0                     | 0.0                     | 0.2796          | 0.0                    | 0.0                     | 0.8370                | 0.7538             | 0.9272  | 0.0             | 0.0              | 0.2141          | 0.0              |
| 0.2864        | 33.6  | 1680 | 0.6615          | 0.2758   | 0.3289        | 0.8372           | nan                | 0.9209             | 0.9509                 | 0.6063                  | 0.6941                    | 0.3526                        | 0.0                     | 0.5022             | 0.6105                | 0.0                  | 0.9401               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6613                   | 0.0                      | 0.0                         | 0.9223                         | 0.0                        | 0.3529                     | 0.3426                               | 0.0                          | 0.0                          | 0.0                          | 0.3352               | 0.0                         | 0.0                          | 0.9148                     | 0.8885                  | 0.9698       | 0.0                  | 0.0                   | 0.2183               | 0.0                   | nan           | 0.7027        | 0.8478            | 0.5329             | 0.6720               | 0.2889                   | 0.0                | 0.3945        | 0.3956           | 0.0             | 0.8200          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5033              | 0.0                 | 0.0                    | 0.6960                    | 0.0                   | 0.2995                | 0.2472                          | 0.0                     | 0.0                     | 0.0                     | 0.2831          | 0.0                    | 0.0                     | 0.8392                | 0.7452             | 0.9262  | 0.0             | 0.0              | 0.1834          | 0.0              |
| 0.2795        | 34.0  | 1700 | 0.6369          | 0.2810   | 0.3350        | 0.8426           | nan                | 0.9120             | 0.9520                 | 0.6168                  | 0.7708                    | 0.3537                        | 0.0                     | 0.4978             | 0.5937                | 0.0                  | 0.9442               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6760                   | 0.0                      | 0.0                         | 0.8977                         | 0.0                        | 0.4292                     | 0.3539                               | 0.0                          | 0.0                          | 0.0                          | 0.3445               | 0.0                         | 0.0                          | 0.9238                     | 0.8757                  | 0.9703       | 0.0                  | 0.0                   | 0.2783               | 0.0                   | nan           | 0.7260        | 0.8481            | 0.5226             | 0.7362               | 0.2894                   | 0.0                | 0.3964        | 0.3960           | 0.0             | 0.8202          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5116              | 0.0                 | 0.0                    | 0.7095                    | 0.0                   | 0.3331                | 0.2424                          | 0.0                     | 0.0                     | 0.0                     | 0.2883          | 0.0                    | 0.0                     | 0.8397                | 0.7539             | 0.9264  | 0.0             | 0.0              | 0.2139          | 0.0              |
| 0.2809        | 34.4  | 1720 | 0.6342          | 0.2803   | 0.3341        | 0.8432           | nan                | 0.9144             | 0.9513                 | 0.5907                  | 0.7914                    | 0.3386                        | 0.0                     | 0.5002             | 0.6073                | 0.0                  | 0.9444               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6870                   | 0.0                      | 0.0                         | 0.8900                         | 0.0                        | 0.4229                     | 0.3337                               | 0.0                          | 0.0                          | 0.0                          | 0.3399               | 0.0                         | 0.0                          | 0.9301                     | 0.8865                  | 0.9689       | 0.0                  | 0.0                   | 0.2613               | 0.0                   | nan           | 0.7315        | 0.8487            | 0.5274             | 0.7364               | 0.2840                   | 0.0                | 0.3930        | 0.3953           | 0.0             | 0.8166          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5111              | 0.0                 | 0.0                    | 0.7087                    | 0.0                   | 0.3336                | 0.2379                          | 0.0                     | 0.0                     | 0.0                     | 0.2834          | 0.0                    | 0.0                     | 0.8369                | 0.7519             | 0.9277  | 0.0             | 0.0              | 0.2047          | 0.0              |
| 0.2926        | 34.8  | 1740 | 0.6361          | 0.2805   | 0.3333        | 0.8417           | nan                | 0.9156             | 0.9475                 | 0.6039                  | 0.7719                    | 0.3567                        | 0.0                     | 0.5087             | 0.5719                | 0.0                  | 0.9427               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6924                   | 0.0                      | 0.0                         | 0.9058                         | 0.0                        | 0.3941                     | 0.3460                               | 0.0                          | 0.0                          | 0.0                          | 0.3368               | 0.0                         | 0.0                          | 0.9269                     | 0.8690                  | 0.9715       | 0.0                  | 0.0                   | 0.2698               | 0.0                   | nan           | 0.7200        | 0.8492            | 0.5450             | 0.7109               | 0.2920                   | 0.0                | 0.3954        | 0.4026           | 0.0             | 0.8197          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5170              | 0.0                 | 0.0                    | 0.7056                    | 0.0                   | 0.3175                | 0.2451                          | 0.0                     | 0.0                     | 0.0                     | 0.2846          | 0.0                    | 0.0                     | 0.8415                | 0.7558             | 0.9275  | 0.0             | 0.0              | 0.2081          | 0.0              |
| 0.3475        | 35.2  | 1760 | 0.6425          | 0.2810   | 0.3359        | 0.8420           | nan                | 0.9072             | 0.9492                 | 0.6142                  | 0.7957                    | 0.3298                        | 0.0                     | 0.4928             | 0.5961                | 0.0                  | 0.9413               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7089                   | 0.0                      | 0.0                         | 0.8849                         | 0.0                        | 0.4386                     | 0.3497                               | 0.0                          | 0.0                          | 0.0                          | 0.3410               | 0.0                         | 0.0                          | 0.9280                     | 0.8849                  | 0.9715       | 0.0                  | 0.0                   | 0.2870               | 0.0                   | nan           | 0.7278        | 0.8464            | 0.5424             | 0.7240               | 0.2750                   | 0.0                | 0.3918        | 0.3997           | 0.0             | 0.8241          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5166              | 0.0                 | 0.0                    | 0.7098                    | 0.0                   | 0.3390                | 0.2400                          | 0.0                     | 0.0                     | 0.0                     | 0.2865          | 0.0                    | 0.0                     | 0.8361                | 0.7514             | 0.9274  | 0.0             | 0.0              | 0.2172          | 0.0              |
| 0.3079        | 35.6  | 1780 | 0.6318          | 0.2815   | 0.3353        | 0.8421           | nan                | 0.8986             | 0.9491                 | 0.6034                  | 0.7912                    | 0.3674                        | 0.0                     | 0.5018             | 0.5996                | 0.0                  | 0.9460               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6846                   | 0.0                      | 0.0                         | 0.8921                         | 0.0                        | 0.4470                     | 0.3286                               | 0.0                          | 0.0                          | 0.0                          | 0.3315               | 0.0                         | 0.0                          | 0.9285                     | 0.8754                  | 0.9703       | 0.0                  | 0.0                   | 0.2843               | 0.0                   | nan           | 0.7219        | 0.8490            | 0.5500             | 0.7212               | 0.2938                   | 0.0                | 0.3942        | 0.3987           | 0.0             | 0.8225          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5247              | 0.0                 | 0.0                    | 0.7107                    | 0.0                   | 0.3360                | 0.2305                          | 0.0                     | 0.0                     | 0.0                     | 0.2817          | 0.0                    | 0.0                     | 0.8399                | 0.7553             | 0.9282  | 0.0             | 0.0              | 0.2137          | 0.0              |
| 0.3387        | 36.0  | 1800 | 0.6398          | 0.2806   | 0.3351        | 0.8414           | nan                | 0.9147             | 0.9487                 | 0.6065                  | 0.7587                    | 0.3486                        | 0.0                     | 0.5085             | 0.6111                | 0.0                  | 0.9467               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6779                   | 0.0                      | 0.0                         | 0.8984                         | 0.0                        | 0.3925                     | 0.3676                               | 0.0                          | 0.0                          | 0.0                          | 0.3387               | 0.0                         | 0.0                          | 0.9234                     | 0.8892                  | 0.9718       | 0.0                  | 0.0                   | 0.2900               | 0.0                   | nan           | 0.7073        | 0.8535            | 0.5247             | 0.7137               | 0.2883                   | 0.0                | 0.4003        | 0.4007           | 0.0             | 0.8207          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5182              | 0.0                 | 0.0                    | 0.7085                    | 0.0                   | 0.3295                | 0.2525                          | 0.0                     | 0.0                     | 0.0                     | 0.2841          | 0.0                    | 0.0                     | 0.8374                | 0.7504             | 0.9273  | 0.0             | 0.0              | 0.2232          | 0.0              |
| 0.353         | 36.4  | 1820 | 0.6366          | 0.2812   | 0.3340        | 0.8429           | nan                | 0.8990             | 0.9528                 | 0.5851                  | 0.7833                    | 0.3531                        | 0.0                     | 0.5036             | 0.6333                | 0.0                  | 0.9468               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6623                   | 0.0                      | 0.0                         | 0.9047                         | 0.0                        | 0.3893                     | 0.3411                               | 0.0                          | 0.0                          | 0.0                          | 0.3444               | 0.0                         | 0.0                          | 0.9330                     | 0.8748                  | 0.9680       | 0.0                  | 0.0                   | 0.2812               | 0.0                   | nan           | 0.7231        | 0.8457            | 0.5366             | 0.7293               | 0.2918                   | 0.0                | 0.3941        | 0.3964           | 0.0             | 0.8177          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5151              | 0.0                 | 0.0                    | 0.7096                    | 0.0                   | 0.3197                | 0.2451                          | 0.0                     | 0.0                     | 0.0                     | 0.2880          | 0.0                    | 0.0                     | 0.8415                | 0.7584             | 0.9291  | 0.0             | 0.0              | 0.2203          | 0.0              |
| 0.3651        | 36.8  | 1840 | 0.6441          | 0.2809   | 0.3325        | 0.8417           | nan                | 0.9112             | 0.9519                 | 0.6114                  | 0.7513                    | 0.3439                        | 0.0                     | 0.5112             | 0.5639                | 0.0                  | 0.9406               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6871                   | 0.0                      | 0.0                         | 0.9136                         | 0.0                        | 0.4066                     | 0.3437                               | 0.0                          | 0.0                          | 0.0                          | 0.3372               | 0.0                         | 0.0                          | 0.9259                     | 0.8716                  | 0.9707       | 0.0                  | 0.0                   | 0.2644               | 0.0                   | nan           | 0.7087        | 0.8503            | 0.5294             | 0.7131               | 0.2885                   | 0.0                | 0.4001        | 0.4039           | 0.0             | 0.8261          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5293              | 0.0                 | 0.0                    | 0.7053                    | 0.0                   | 0.3313                | 0.2438                          | 0.0                     | 0.0                     | 0.0                     | 0.2856          | 0.0                    | 0.0                     | 0.8430                | 0.7564             | 0.9282  | 0.0             | 0.0              | 0.2072          | 0.0              |
| 0.3073        | 37.2  | 1860 | 0.6468          | 0.2810   | 0.3346        | 0.8406           | nan                | 0.9223             | 0.9433                 | 0.6039                  | 0.7368                    | 0.3718                        | 0.0                     | 0.5138             | 0.6017                | 0.0                  | 0.9489               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6509                   | 0.0                      | 0.0                         | 0.8915                         | 0.0                        | 0.4196                     | 0.3052                               | 0.0                          | 0.0                          | 0.0                          | 0.3519               | 0.0                         | 0.0                          | 0.9278                     | 0.8895                  | 0.9719       | 0.0                  | 0.0                   | 0.3263               | 0.0                   | nan           | 0.7052        | 0.8516            | 0.5366             | 0.7012               | 0.2969                   | 0.0                | 0.4010        | 0.4007           | 0.0             | 0.8187          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5200              | 0.0                 | 0.0                    | 0.7125                    | 0.0                   | 0.3332                | 0.2251                          | 0.0                     | 0.0                     | 0.0                     | 0.2916          | 0.0                    | 0.0                     | 0.8387                | 0.7544             | 0.9276  | 0.0             | 0.0              | 0.2398          | 0.0              |
| 0.4331        | 37.6  | 1880 | 0.6398          | 0.2816   | 0.3362        | 0.8424           | nan                | 0.9012             | 0.9534                 | 0.6108                  | 0.7906                    | 0.3207                        | 0.0                     | 0.5132             | 0.5980                | 0.0                  | 0.9424               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7046                   | 0.0                      | 0.0                         | 0.8988                         | 0.0                        | 0.4445                     | 0.3527                               | 0.0                          | 0.0                          | 0.0                          | 0.3542               | 0.0                         | 0.0                          | 0.9206                     | 0.8769                  | 0.9700       | 0.0                  | 0.0                   | 0.2780               | 0.0                   | nan           | 0.7220        | 0.8473            | 0.5391             | 0.7306               | 0.2707                   | 0.0                | 0.3963        | 0.4018           | 0.0             | 0.8242          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5264              | 0.0                 | 0.0                    | 0.7122                    | 0.0                   | 0.3363                | 0.2354                          | 0.0                     | 0.0                     | 0.0                     | 0.2949          | 0.0                    | 0.0                     | 0.8415                | 0.7557             | 0.9286  | 0.0             | 0.0              | 0.2124          | 0.0              |
| 0.3336        | 38.0  | 1900 | 0.6402          | 0.2813   | 0.3366        | 0.8419           | nan                | 0.9057             | 0.9474                 | 0.6130                  | 0.7764                    | 0.3629                        | 0.0                     | 0.4953             | 0.6091                | 0.0                  | 0.9453               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7066                   | 0.0                      | 0.0                         | 0.8942                         | 0.0                        | 0.4472                     | 0.3294                               | 0.0                          | 0.0                          | 0.0                          | 0.3447               | 0.0                         | 0.0                          | 0.9256                     | 0.8864                  | 0.9735       | 0.0                  | 0.0                   | 0.2811               | 0.0                   | nan           | 0.7148        | 0.8503            | 0.5302             | 0.7213               | 0.2942                   | 0.0                | 0.3992        | 0.4010           | 0.0             | 0.8215          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5246              | 0.0                 | 0.0                    | 0.7111                    | 0.0                   | 0.3400                | 0.2281                          | 0.0                     | 0.0                     | 0.0                     | 0.2888          | 0.0                    | 0.0                     | 0.8405                | 0.7575             | 0.9275  | 0.0             | 0.0              | 0.2128          | 0.0              |
| 0.3628        | 38.4  | 1920 | 0.6451          | 0.2803   | 0.3339        | 0.8419           | nan                | 0.9157             | 0.9506                 | 0.6013                  | 0.7584                    | 0.3272                        | 0.0                     | 0.5187             | 0.6031                | 0.0                  | 0.9455               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6922                   | 0.0                      | 0.0                         | 0.9004                         | 0.0                        | 0.4047                     | 0.3112                               | 0.0                          | 0.0                          | 0.0                          | 0.3390               | 0.0                         | 0.0                          | 0.9255                     | 0.8911                  | 0.9729       | 0.0                  | 0.0000                | 0.2961               | 0.0                   | nan           | 0.7134        | 0.8508            | 0.5294             | 0.7156               | 0.2770                   | 0.0                | 0.4017        | 0.4011           | 0.0             | 0.8237          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5241              | 0.0                 | 0.0                    | 0.7121                    | 0.0                   | 0.3262                | 0.2266                          | 0.0                     | 0.0                     | 0.0                     | 0.2849          | 0.0                    | 0.0                     | 0.8403                | 0.7520             | 0.9276  | 0.0             | 0.0000           | 0.2235          | 0.0              |
| 0.3378        | 38.8  | 1940 | 0.6329          | 0.2818   | 0.3348        | 0.8434           | nan                | 0.9127             | 0.9465                 | 0.5858                  | 0.7964                    | 0.3750                        | 0.0                     | 0.5024             | 0.6098                | 0.0                  | 0.9438               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6808                   | 0.0                      | 0.0                         | 0.8976                         | 0.0                        | 0.4174                     | 0.3276                               | 0.0                          | 0.0                          | 0.0                          | 0.3451               | 0.0                         | 0.0                          | 0.9327                     | 0.8730                  | 0.9706       | 0.0                  | 0.0005                | 0.2661               | 0.0                   | nan           | 0.7267        | 0.8480            | 0.5227             | 0.7435               | 0.2949                   | 0.0                | 0.4038        | 0.4030           | 0.0             | 0.8264          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5204              | 0.0                 | 0.0                    | 0.7092                    | 0.0                   | 0.3240                | 0.2280                          | 0.0                     | 0.0                     | 0.0                     | 0.2899          | 0.0                    | 0.0                     | 0.8409                | 0.7582             | 0.9292  | 0.0             | 0.0005           | 0.2104          | 0.0              |
| 0.3523        | 39.2  | 1960 | 0.6349          | 0.2824   | 0.3353        | 0.8436           | nan                | 0.9112             | 0.9520                 | 0.5920                  | 0.7852                    | 0.3394                        | 0.0                     | 0.5104             | 0.6062                | 0.0                  | 0.9452               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6808                   | 0.0                      | 0.0                         | 0.8983                         | 0.0                        | 0.4215                     | 0.3371                               | 0.0                          | 0.0                          | 0.0                          | 0.3531               | 0.0                         | 0.0                          | 0.9274                     | 0.8815                  | 0.9701       | 0.0                  | 0.0000                | 0.2872               | 0.0                   | nan           | 0.7310        | 0.8457            | 0.5393             | 0.7385               | 0.2799                   | 0.0                | 0.3992        | 0.4024           | 0.0             | 0.8248          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5245              | 0.0                 | 0.0                    | 0.7115                    | 0.0                   | 0.3345                | 0.2331                          | 0.0                     | 0.0                     | 0.0                     | 0.2944          | 0.0                    | 0.0                     | 0.8416                | 0.7565             | 0.9298  | 0.0             | 0.0000           | 0.2159          | 0.0              |
| 0.3157        | 39.6  | 1980 | 0.6250          | 0.2842   | 0.3374        | 0.8460           | nan                | 0.9196             | 0.9467                 | 0.5922                  | 0.8099                    | 0.3500                        | 0.0                     | 0.5136             | 0.6095                | 0.0                  | 0.9401               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6812                   | 0.0                      | 0.0                         | 0.8994                         | 0.0                        | 0.4322                     | 0.3447                               | 0.0                          | 0.0                          | 0.0                          | 0.3562               | 0.0                         | 0.0                          | 0.9348                     | 0.8775                  | 0.9712       | 0.0                  | 0.0002                | 0.2918               | 0.0                   | nan           | 0.7379        | 0.8502            | 0.5435             | 0.7448               | 0.2894                   | 0.0                | 0.4010        | 0.4024           | 0.0             | 0.8284          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5241              | 0.0                 | 0.0                    | 0.7128                    | 0.0                   | 0.3439                | 0.2390                          | 0.0                     | 0.0                     | 0.0                     | 0.2957          | 0.0                    | 0.0                     | 0.8413                | 0.7601             | 0.9295  | 0.0             | 0.0001           | 0.2202          | 0.0              |
| 0.3091        | 40.0  | 2000 | 0.6428          | 0.2819   | 0.3352        | 0.8439           | nan                | 0.9164             | 0.9545                 | 0.5811                  | 0.7845                    | 0.3218                        | 0.0                     | 0.5088             | 0.6127                | 0.0                  | 0.9482               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6690                   | 0.0                      | 0.0                         | 0.9004                         | 0.0                        | 0.4326                     | 0.3583                               | 0.0                          | 0.0                          | 0.0                          | 0.3424               | 0.0                         | 0.0                          | 0.9202                     | 0.8846                  | 0.9727       | 0.0                  | 0.0004                | 0.2870               | 0.0                   | nan           | 0.7315        | 0.8476            | 0.5387             | 0.7317               | 0.2720                   | 0.0                | 0.3982        | 0.3976           | 0.0             | 0.8193          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5167              | 0.0                 | 0.0                    | 0.7140                    | 0.0                   | 0.3426                | 0.2420                          | 0.0                     | 0.0                     | 0.0                     | 0.2883          | 0.0                    | 0.0                     | 0.8415                | 0.7529             | 0.9287  | 0.0             | 0.0004           | 0.2197          | 0.0              |
| 0.3324        | 40.4  | 2020 | 0.6305          | 0.2832   | 0.3382        | 0.8453           | nan                | 0.9081             | 0.9501                 | 0.6112                  | 0.8081                    | 0.3387                        | 0.0                     | 0.5193             | 0.6078                | 0.0                  | 0.9427               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6990                   | 0.0                      | 0.0                         | 0.9021                         | 0.0                        | 0.4415                     | 0.3691                               | 0.0                          | 0.0                          | 0.0                          | 0.3462               | 0.0                         | 0.0                          | 0.9252                     | 0.8865                  | 0.9728       | 0.0                  | 0.0017                | 0.2685               | 0.0                   | nan           | 0.7342        | 0.8523            | 0.5291             | 0.7446               | 0.2823                   | 0.0                | 0.4023        | 0.4058           | 0.0             | 0.8258          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5201              | 0.0                 | 0.0                    | 0.7108                    | 0.0                   | 0.3504                | 0.2445                          | 0.0                     | 0.0                     | 0.0                     | 0.2902          | 0.0                    | 0.0                     | 0.8413                | 0.7568             | 0.9290  | 0.0             | 0.0017           | 0.2092          | 0.0              |
| 0.446         | 40.8  | 2040 | 0.6335          | 0.2823   | 0.3354        | 0.8436           | nan                | 0.9158             | 0.9466                 | 0.6004                  | 0.7753                    | 0.3634                        | 0.0                     | 0.5087             | 0.6236                | 0.0                  | 0.9416               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6766                   | 0.0                      | 0.0                         | 0.9036                         | 0.0                        | 0.3974                     | 0.3363                               | 0.0                          | 0.0                          | 0.0                          | 0.3486               | 0.0                         | 0.0                          | 0.9336                     | 0.8864                  | 0.9729       | 0.0                  | 0.0003                | 0.2717               | 0.0                   | nan           | 0.7228        | 0.8505            | 0.5378             | 0.7275               | 0.2928                   | 0.0                | 0.3973        | 0.4040           | 0.0             | 0.8271          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5219              | 0.0                 | 0.0                    | 0.7113                    | 0.0                   | 0.3299                | 0.2440                          | 0.0                     | 0.0                     | 0.0                     | 0.2917          | 0.0                    | 0.0                     | 0.8392                | 0.7599             | 0.9290  | 0.0             | 0.0003           | 0.2106          | 0.0              |
| 0.2991        | 41.2  | 2060 | 0.6400          | 0.2819   | 0.3346        | 0.8430           | nan                | 0.9021             | 0.9569                 | 0.6020                  | 0.7808                    | 0.3141                        | 0.0                     | 0.5107             | 0.6066                | 0.0                  | 0.9434               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6738                   | 0.0                      | 0.0                         | 0.8978                         | 0.0                        | 0.4379                     | 0.3122                               | 0.0                          | 0.0                          | 0.0                          | 0.3561               | 0.0                         | 0.0                          | 0.9229                     | 0.8815                  | 0.9712       | 0.0                  | 0.0002                | 0.3062               | 0.0                   | nan           | 0.7281        | 0.8460            | 0.5370             | 0.7257               | 0.2681                   | 0.0                | 0.3941        | 0.4008           | 0.0             | 0.8270          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5334              | 0.0                 | 0.0                    | 0.7140                    | 0.0                   | 0.3370                | 0.2272                          | 0.0                     | 0.0                     | 0.0                     | 0.2963          | 0.0                    | 0.0                     | 0.8422                | 0.7558             | 0.9299  | 0.0             | 0.0002           | 0.2222          | 0.0              |
| 0.2577        | 41.6  | 2080 | 0.6273          | 0.2827   | 0.3367        | 0.8433           | nan                | 0.9083             | 0.9458                 | 0.6065                  | 0.7727                    | 0.3782                        | 0.0                     | 0.5244             | 0.5984                | 0.0                  | 0.9455               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6865                   | 0.0                      | 0.0                         | 0.9076                         | 0.0                        | 0.4176                     | 0.3493                               | 0.0                          | 0.0                          | 0.0                          | 0.3545               | 0.0                         | 0.0                          | 0.9272                     | 0.8876                  | 0.9708       | 0.0                  | 0.0003                | 0.2670               | 0.0                   | nan           | 0.7190        | 0.8537            | 0.5356             | 0.7125               | 0.3026                   | 0.0                | 0.4038        | 0.4057           | 0.0             | 0.8259          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5295              | 0.0                 | 0.0                    | 0.7117                    | 0.0                   | 0.3325                | 0.2436                          | 0.0                     | 0.0                     | 0.0                     | 0.2964          | 0.0                    | 0.0                     | 0.8426                | 0.7589             | 0.9302  | 0.0             | 0.0003           | 0.2075          | 0.0              |
| 0.2437        | 42.0  | 2100 | 0.6321          | 0.2827   | 0.3357        | 0.8439           | nan                | 0.9057             | 0.9521                 | 0.6023                  | 0.7836                    | 0.3366                        | 0.0                     | 0.5205             | 0.6125                | 0.0                  | 0.9438               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6864                   | 0.0                      | 0.0                         | 0.9087                         | 0.0                        | 0.4109                     | 0.3239                               | 0.0                          | 0.0                          | 0.0                          | 0.3558               | 0.0                         | 0.0                          | 0.9261                     | 0.8823                  | 0.9705       | 0.0                  | 0.0011                | 0.2920               | 0.0                   | nan           | 0.7288        | 0.8478            | 0.5416             | 0.7320               | 0.2805                   | 0.0                | 0.3960        | 0.4063           | 0.0             | 0.8286          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5299              | 0.0                 | 0.0                    | 0.7129                    | 0.0                   | 0.3234                | 0.2309                          | 0.0                     | 0.0                     | 0.0                     | 0.2972          | 0.0                    | 0.0                     | 0.8438                | 0.7595             | 0.9304  | 0.0             | 0.0011           | 0.2199          | 0.0              |
| 0.3548        | 42.4  | 2120 | 0.6317          | 0.2831   | 0.3370        | 0.8445           | nan                | 0.9133             | 0.9517                 | 0.6028                  | 0.7868                    | 0.3391                        | 0.0                     | 0.5153             | 0.5879                | 0.0                  | 0.9435               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7178                   | 0.0                      | 0.0                         | 0.9042                         | 0.0                        | 0.3861                     | 0.3665                               | 0.0                          | 0.0                          | 0.0                          | 0.3643               | 0.0                         | 0.0                          | 0.9244                     | 0.8901                  | 0.9723       | 0.0                  | 0.0010                | 0.2925               | 0.0                   | nan           | 0.7290        | 0.8519            | 0.5360             | 0.7372               | 0.2841                   | 0.0                | 0.3997        | 0.4093           | 0.0             | 0.8285          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5271              | 0.0                 | 0.0                    | 0.7117                    | 0.0                   | 0.3179                | 0.2480                          | 0.0                     | 0.0                     | 0.0                     | 0.3012          | 0.0                    | 0.0                     | 0.8393                | 0.7536             | 0.9296  | 0.0             | 0.0010           | 0.2212          | 0.0              |
| 0.2519        | 42.8  | 2140 | 0.6322          | 0.2827   | 0.3354        | 0.8445           | nan                | 0.9146             | 0.9501                 | 0.6036                  | 0.7848                    | 0.3492                        | 0.0                     | 0.5133             | 0.6009                | 0.0                  | 0.9451               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6921                   | 0.0                      | 0.0                         | 0.9111                         | 0.0                        | 0.3731                     | 0.3440                               | 0.0                          | 0.0                          | 0.0                          | 0.3634               | 0.0                         | 0.0                          | 0.9296                     | 0.8763                  | 0.9724       | 0.0                  | 0.0010                | 0.2798               | 0.0                   | nan           | 0.7241        | 0.8515            | 0.5364             | 0.7345               | 0.2894                   | 0.0                | 0.4034        | 0.4073           | 0.0             | 0.8253          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5263              | 0.0                 | 0.0                    | 0.7099                    | 0.0                   | 0.3078                | 0.2443                          | 0.0                     | 0.0                     | 0.0                     | 0.3013          | 0.0                    | 0.0                     | 0.8437                | 0.7608             | 0.9298  | 0.0             | 0.0010           | 0.2159          | 0.0              |
| 0.275         | 43.2  | 2160 | 0.6368          | 0.2833   | 0.3374        | 0.8434           | nan                | 0.9058             | 0.9532                 | 0.6054                  | 0.7740                    | 0.3447                        | 0.0                     | 0.5067             | 0.5989                | 0.0                  | 0.9488               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7074                   | 0.0                      | 0.0                         | 0.9007                         | 0.0                        | 0.4272                     | 0.3609                               | 0.0                          | 0.0                          | 0.0                          | 0.3579               | 0.0                         | 0.0                          | 0.9222                     | 0.8823                  | 0.9725       | 0.0                  | 0.0051                | 0.2991               | 0.0                   | nan           | 0.7228        | 0.8475            | 0.5442             | 0.7262               | 0.2855                   | 0.0                | 0.3968        | 0.4046           | 0.0             | 0.8230          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5262              | 0.0                 | 0.0                    | 0.7152                    | 0.0                   | 0.3375                | 0.2463                          | 0.0                     | 0.0                     | 0.0                     | 0.2984          | 0.0                    | 0.0                     | 0.8432                | 0.7559             | 0.9298  | 0.0             | 0.0051           | 0.2229          | 0.0              |
| 0.357         | 43.6  | 2180 | 0.6373          | 0.2837   | 0.3380        | 0.8440           | nan                | 0.9100             | 0.9519                 | 0.5992                  | 0.7804                    | 0.3476                        | 0.0                     | 0.5014             | 0.6046                | 0.0                  | 0.9414               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7171                   | 0.0                      | 0.0                         | 0.8995                         | 0.0                        | 0.4276                     | 0.3742                               | 0.0                          | 0.0                          | 0.0                          | 0.3613               | 0.0                         | 0.0                          | 0.9259                     | 0.8901                  | 0.9719       | 0.0                  | 0.0077                | 0.2811               | 0.0                   | nan           | 0.7280        | 0.8485            | 0.5382             | 0.7278               | 0.2877                   | 0.0                | 0.3975        | 0.4056           | 0.0             | 0.8300          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5271              | 0.0                 | 0.0                    | 0.7146                    | 0.0                   | 0.3410                | 0.2515                          | 0.0                     | 0.0                     | 0.0                     | 0.2997          | 0.0                    | 0.0                     | 0.8392                | 0.7543             | 0.9303  | 0.0             | 0.0076           | 0.2168          | 0.0              |
| 0.2715        | 44.0  | 2200 | 0.6300          | 0.2841   | 0.3390        | 0.8446           | nan                | 0.9019             | 0.9507                 | 0.6033                  | 0.7953                    | 0.3516                        | 0.0                     | 0.5189             | 0.6222                | 0.0                  | 0.9445               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7024                   | 0.0                      | 0.0                         | 0.8993                         | 0.0                        | 0.4278                     | 0.3749                               | 0.0                          | 0.0                          | 0.0                          | 0.3613               | 0.0                         | 0.0                          | 0.9300                     | 0.8815                  | 0.9718       | 0.0                  | 0.0074                | 0.2824               | 0.0                   | nan           | 0.7301        | 0.8489            | 0.5301             | 0.7339               | 0.2892                   | 0.0                | 0.4044        | 0.4043           | 0.0             | 0.8268          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5254              | 0.0                 | 0.0                    | 0.7149                    | 0.0                   | 0.3419                | 0.2532                          | 0.0                     | 0.0                     | 0.0                     | 0.2997          | 0.0                    | 0.0                     | 0.8414                | 0.7608             | 0.9304  | 0.0             | 0.0073           | 0.2169          | 0.0              |
| 0.296         | 44.4  | 2220 | 0.6370          | 0.2836   | 0.3366        | 0.8448           | nan                | 0.9177             | 0.9524                 | 0.5981                  | 0.7768                    | 0.3251                        | 0.0                     | 0.5173             | 0.6082                | 0.0                  | 0.9434               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7014                   | 0.0                      | 0.0                         | 0.9090                         | 0.0                        | 0.3956                     | 0.3633                               | 0.0                          | 0.0                          | 0.0                          | 0.3607               | 0.0                         | 0.0                          | 0.9299                     | 0.8809                  | 0.9714       | 0.0                  | 0.0099                | 0.2825               | 0.0                   | nan           | 0.7277        | 0.8500            | 0.5310             | 0.7310               | 0.2768                   | 0.0                | 0.4025        | 0.4067           | 0.0             | 0.8290          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5305              | 0.0                 | 0.0                    | 0.7134                    | 0.0                   | 0.3306                | 0.2546                          | 0.0                     | 0.0                     | 0.0                     | 0.2995          | 0.0                    | 0.0                     | 0.8416                | 0.7599             | 0.9306  | 0.0             | 0.0098           | 0.2172          | 0.0              |
| 0.2938        | 44.8  | 2240 | 0.6356          | 0.2838   | 0.3381        | 0.8450           | nan                | 0.9084             | 0.9523                 | 0.5857                  | 0.7985                    | 0.3389                        | 0.0                     | 0.5128             | 0.6084                | 0.0                  | 0.9490               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7049                   | 0.0                      | 0.0                         | 0.8964                         | 0.0                        | 0.4398                     | 0.3642                               | 0.0                          | 0.0                          | 0.0                          | 0.3571               | 0.0                         | 0.0                          | 0.9269                     | 0.8862                  | 0.9726       | 0.0                  | 0.0085                | 0.2834               | 0.0                   | nan           | 0.7298        | 0.8499            | 0.5354             | 0.7345               | 0.2844                   | 0.0                | 0.4013        | 0.4050           | 0.0             | 0.8243          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5253              | 0.0                 | 0.0                    | 0.7163                    | 0.0                   | 0.3436                | 0.2459                          | 0.0                     | 0.0                     | 0.0                     | 0.2973          | 0.0                    | 0.0                     | 0.8423                | 0.7578             | 0.9302  | 0.0             | 0.0084           | 0.2171          | 0.0              |
| 0.3444        | 45.2  | 2260 | 0.6378          | 0.2838   | 0.3366        | 0.8450           | nan                | 0.9139             | 0.9506                 | 0.5811                  | 0.7960                    | 0.3489                        | 0.0                     | 0.5043             | 0.6117                | 0.0                  | 0.9429               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6932                   | 0.0                      | 0.0                         | 0.9158                         | 0.0                        | 0.3896                     | 0.3592                               | 0.0                          | 0.0                          | 0.0                          | 0.3710               | 0.0                         | 0.0                          | 0.9246                     | 0.8836                  | 0.9719       | 0.0                  | 0.0115                | 0.2739               | 0.0                   | nan           | 0.7284        | 0.8503            | 0.5353             | 0.7357               | 0.2867                   | 0.0                | 0.3994        | 0.4063           | 0.0             | 0.8309          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5304              | 0.0                 | 0.0                    | 0.7117                    | 0.0                   | 0.3196                | 0.2487                          | 0.0                     | 0.0                     | 0.0                     | 0.3047          | 0.0                    | 0.0                     | 0.8438                | 0.7605             | 0.9305  | 0.0             | 0.0114           | 0.2156          | 0.0              |
| 0.3901        | 45.6  | 2280 | 0.6350          | 0.2841   | 0.3381        | 0.8447           | nan                | 0.9130             | 0.9486                 | 0.5974                  | 0.7909                    | 0.3553                        | 0.0                     | 0.5118             | 0.6193                | 0.0                  | 0.9459               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6916                   | 0.0                      | 0.0                         | 0.8993                         | 0.0                        | 0.3965                     | 0.3624                               | 0.0                          | 0.0                          | 0.0                          | 0.3728               | 0.0                         | 0.0                          | 0.9318                     | 0.8800                  | 0.9722       | 0.0                  | 0.0117                | 0.2949               | 0.0                   | nan           | 0.7220        | 0.8523            | 0.5333             | 0.7371               | 0.2906                   | 0.0                | 0.4042        | 0.4047           | 0.0             | 0.8284          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5288              | 0.0                 | 0.0                    | 0.7136                    | 0.0                   | 0.3227                | 0.2481                          | 0.0                     | 0.0                     | 0.0                     | 0.3042          | 0.0                    | 0.0                     | 0.8416                | 0.7623             | 0.9306  | 0.0             | 0.0115           | 0.2240          | 0.0              |
| 0.2613        | 46.0  | 2300 | 0.6456          | 0.2825   | 0.3352        | 0.8438           | nan                | 0.9255             | 0.9513                 | 0.5876                  | 0.7639                    | 0.3329                        | 0.0                     | 0.5091             | 0.6051                | 0.0                  | 0.9460               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6952                   | 0.0                      | 0.0                         | 0.9115                         | 0.0                        | 0.3870                     | 0.3567                               | 0.0                          | 0.0                          | 0.0                          | 0.3589               | 0.0                         | 0.0                          | 0.9250                     | 0.8831                  | 0.9721       | 0.0                  | 0.0129                | 0.2745               | 0.0                   | nan           | 0.7192        | 0.8508            | 0.5345             | 0.7288               | 0.2799                   | 0.0                | 0.3986        | 0.4038           | 0.0             | 0.8275          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5291              | 0.0                 | 0.0                    | 0.7122                    | 0.0                   | 0.3142                | 0.2470                          | 0.0                     | 0.0                     | 0.0                     | 0.2997          | 0.0                    | 0.0                     | 0.8435                | 0.7592             | 0.9305  | 0.0             | 0.0127           | 0.2152          | 0.0              |
| 0.2849        | 46.4  | 2320 | 0.6370          | 0.2838   | 0.3371        | 0.8447           | nan                | 0.9062             | 0.9524                 | 0.6058                  | 0.7879                    | 0.3519                        | 0.0                     | 0.5141             | 0.6140                | 0.0                  | 0.9449               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6878                   | 0.0                      | 0.0                         | 0.9100                         | 0.0                        | 0.3961                     | 0.3550                               | 0.0                          | 0.0                          | 0.0                          | 0.3628               | 0.0                         | 0.0                          | 0.9247                     | 0.8827                  | 0.9722       | 0.0                  | 0.0138                | 0.2791               | 0.0                   | nan           | 0.7274        | 0.8498            | 0.5370             | 0.7366               | 0.2880                   | 0.0                | 0.4025        | 0.4042           | 0.0             | 0.8285          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5304              | 0.0                 | 0.0                    | 0.7132                    | 0.0                   | 0.3211                | 0.2469                          | 0.0                     | 0.0                     | 0.0                     | 0.3011          | 0.0                    | 0.0                     | 0.8429                | 0.7607             | 0.9306  | 0.0             | 0.0136           | 0.2164          | 0.0              |
| 0.2599        | 46.8  | 2340 | 0.6385          | 0.2839   | 0.3383        | 0.8446           | nan                | 0.9125             | 0.9515                 | 0.5988                  | 0.7867                    | 0.3383                        | 0.0                     | 0.5109             | 0.6167                | 0.0                  | 0.9444               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6999                   | 0.0                      | 0.0                         | 0.8998                         | 0.0                        | 0.4217                     | 0.3582                               | 0.0                          | 0.0                          | 0.0                          | 0.3618               | 0.0                         | 0.0                          | 0.9241                     | 0.8944                  | 0.9728       | 0.0                  | 0.0140                | 0.2960               | 0.0                   | nan           | 0.7253        | 0.8508            | 0.5379             | 0.7364               | 0.2833                   | 0.0                | 0.4010        | 0.4031           | 0.0             | 0.8290          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5276              | 0.0                 | 0.0                    | 0.7151                    | 0.0                   | 0.3357                | 0.2444                          | 0.0                     | 0.0                     | 0.0                     | 0.2996          | 0.0                    | 0.0                     | 0.8416                | 0.7563             | 0.9304  | 0.0             | 0.0138           | 0.2217          | 0.0              |
| 0.3051        | 47.2  | 2360 | 0.6322          | 0.2843   | 0.3384        | 0.8449           | nan                | 0.9056             | 0.9501                 | 0.6024                  | 0.7992                    | 0.3467                        | 0.0                     | 0.5156             | 0.6115                | 0.0                  | 0.9455               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7007                   | 0.0                      | 0.0                         | 0.9005                         | 0.0                        | 0.4145                     | 0.3529                               | 0.0                          | 0.0                          | 0.0                          | 0.3639               | 0.0                         | 0.0                          | 0.9305                     | 0.8834                  | 0.9705       | 0.0                  | 0.0145                | 0.2967               | 0.0                   | nan           | 0.7256        | 0.8512            | 0.5395             | 0.7363               | 0.2865                   | 0.0                | 0.4030        | 0.4059           | 0.0             | 0.8285          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5279              | 0.0                 | 0.0                    | 0.7145                    | 0.0                   | 0.3315                | 0.2443                          | 0.0                     | 0.0                     | 0.0                     | 0.3009          | 0.0                    | 0.0                     | 0.8422                | 0.7621             | 0.9314  | 0.0             | 0.0143           | 0.2224          | 0.0              |
| 0.3295        | 47.6  | 2380 | 0.6335          | 0.2843   | 0.3385        | 0.8448           | nan                | 0.9076             | 0.9511                 | 0.5946                  | 0.7985                    | 0.3416                        | 0.0                     | 0.5124             | 0.6087                | 0.0                  | 0.9466               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7039                   | 0.0                      | 0.0                         | 0.8969                         | 0.0                        | 0.4223                     | 0.3597                               | 0.0                          | 0.0                          | 0.0                          | 0.3662               | 0.0                         | 0.0                          | 0.9273                     | 0.8890                  | 0.9726       | 0.0                  | 0.0139                | 0.2955               | 0.0                   | nan           | 0.7261        | 0.8504            | 0.5418             | 0.7353               | 0.2840                   | 0.0                | 0.3997        | 0.4052           | 0.0             | 0.8276          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5280              | 0.0                 | 0.0                    | 0.7159                    | 0.0                   | 0.3352                | 0.2454                          | 0.0                     | 0.0                     | 0.0                     | 0.3018          | 0.0                    | 0.0                     | 0.8429                | 0.7597             | 0.9307  | 0.0             | 0.0137           | 0.2220          | 0.0              |
| 0.3076        | 48.0  | 2400 | 0.6354          | 0.2839   | 0.3371        | 0.8449           | nan                | 0.9013             | 0.9540                 | 0.5975                  | 0.8009                    | 0.3376                        | 0.0                     | 0.5096             | 0.6170                | 0.0                  | 0.9443               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6890                   | 0.0                      | 0.0                         | 0.9068                         | 0.0                        | 0.4008                     | 0.3547                               | 0.0                          | 0.0                          | 0.0                          | 0.3703               | 0.0                         | 0.0                          | 0.9272                     | 0.8803                  | 0.9721       | 0.0                  | 0.0159                | 0.2833               | 0.0                   | nan           | 0.7289        | 0.8493            | 0.5403             | 0.7362               | 0.2811                   | 0.0                | 0.3987        | 0.4042           | 0.0             | 0.8300          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5282              | 0.0                 | 0.0                    | 0.7131                    | 0.0                   | 0.3234                | 0.2461                          | 0.0                     | 0.0                     | 0.0                     | 0.3041          | 0.0                    | 0.0                     | 0.8440                | 0.7614             | 0.9308  | 0.0             | 0.0155           | 0.2175          | 0.0              |
| 0.306         | 48.4  | 2420 | 0.6358          | 0.2836   | 0.3364        | 0.8446           | nan                | 0.9125             | 0.9514                 | 0.6005                  | 0.7840                    | 0.3395                        | 0.0                     | 0.5120             | 0.6077                | 0.0                  | 0.9452               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6902                   | 0.0                      | 0.0                         | 0.9049                         | 0.0                        | 0.4001                     | 0.3406                               | 0.0                          | 0.0                          | 0.0                          | 0.3646               | 0.0                         | 0.0                          | 0.9304                     | 0.8802                  | 0.9712       | 0.0                  | 0.0157                | 0.2882               | 0.0                   | nan           | 0.7236        | 0.8512            | 0.5370             | 0.7335               | 0.2827                   | 0.0                | 0.4008        | 0.4065           | 0.0             | 0.8291          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5290              | 0.0                 | 0.0                    | 0.7132                    | 0.0                   | 0.3206                | 0.2414                          | 0.0                     | 0.0                     | 0.0                     | 0.3014          | 0.0                    | 0.0                     | 0.8427                | 0.7619             | 0.9312  | 0.0             | 0.0154           | 0.2195          | 0.0              |
| 0.2623        | 48.8  | 2440 | 0.6342          | 0.2839   | 0.3381        | 0.8444           | nan                | 0.9127             | 0.9487                 | 0.6027                  | 0.7876                    | 0.3482                        | 0.0                     | 0.5157             | 0.6140                | 0.0                  | 0.9431               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6961                   | 0.0                      | 0.0                         | 0.9053                         | 0.0                        | 0.4075                     | 0.3583                               | 0.0                          | 0.0                          | 0.0                          | 0.3654               | 0.0                         | 0.0                          | 0.9251                     | 0.8914                  | 0.9738       | 0.0                  | 0.0143                | 0.2854               | 0.0                   | nan           | 0.7237        | 0.8518            | 0.5387             | 0.7316               | 0.2869                   | 0.0                | 0.4022        | 0.4066           | 0.0             | 0.8309          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5283              | 0.0                 | 0.0                    | 0.7137                    | 0.0                   | 0.3254                | 0.2469                          | 0.0                     | 0.0                     | 0.0                     | 0.3021          | 0.0                    | 0.0                     | 0.8428                | 0.7587             | 0.9298  | 0.0             | 0.0140           | 0.2182          | 0.0              |
| 0.2494        | 49.2  | 2460 | 0.6372          | 0.2839   | 0.3377        | 0.8441           | nan                | 0.9121             | 0.9506                 | 0.6043                  | 0.7734                    | 0.3497                        | 0.0                     | 0.5153             | 0.6076                | 0.0                  | 0.9462               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6948                   | 0.0                      | 0.0                         | 0.9019                         | 0.0                        | 0.4125                     | 0.3576                               | 0.0                          | 0.0                          | 0.0                          | 0.3646               | 0.0                         | 0.0                          | 0.9270                     | 0.8869                  | 0.9730       | 0.0                  | 0.0143                | 0.2903               | 0.0                   | nan           | 0.7210        | 0.8511            | 0.5373             | 0.7297               | 0.2867                   | 0.0                | 0.4017        | 0.4059           | 0.0             | 0.8284          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5309              | 0.0                 | 0.0                    | 0.7149                    | 0.0                   | 0.3281                | 0.2462                          | 0.0                     | 0.0                     | 0.0                     | 0.3017          | 0.0                    | 0.0                     | 0.8432                | 0.7605             | 0.9304  | 0.0             | 0.0141           | 0.2201          | 0.0              |
| 0.2411        | 49.6  | 2480 | 0.6353          | 0.2838   | 0.3373        | 0.8443           | nan                | 0.9128             | 0.9496                 | 0.6019                  | 0.7793                    | 0.3468                        | 0.0                     | 0.5182             | 0.6107                | 0.0                  | 0.9421               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6947                   | 0.0                      | 0.0                         | 0.9064                         | 0.0                        | 0.4011                     | 0.3651                               | 0.0                          | 0.0                          | 0.0                          | 0.3610               | 0.0                         | 0.0                          | 0.9318                     | 0.8792                  | 0.9705       | 0.0                  | 0.0149                | 0.2827               | 0.0                   | nan           | 0.7221        | 0.8517            | 0.5390             | 0.7298               | 0.2859                   | 0.0                | 0.4017        | 0.4064           | 0.0             | 0.8315          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5277              | 0.0                 | 0.0                    | 0.7128                    | 0.0                   | 0.3236                | 0.2505                          | 0.0                     | 0.0                     | 0.0                     | 0.3001          | 0.0                    | 0.0                     | 0.8418                | 0.7627             | 0.9313  | 0.0             | 0.0147           | 0.2176          | 0.0              |
| 0.2768        | 50.0  | 2500 | 0.6351          | 0.2834   | 0.3374        | 0.8443           | nan                | 0.9045             | 0.9530                 | 0.6075                  | 0.7798                    | 0.3400                        | 0.0                     | 0.5121             | 0.6170                | 0.0                  | 0.9458               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6956                   | 0.0                      | 0.0                         | 0.9045                         | 0.0                        | 0.4037                     | 0.3503                               | 0.0                          | 0.0                          | 0.0                          | 0.3679               | 0.0                         | 0.0                          | 0.9274                     | 0.8889                  | 0.9722       | 0.0                  | 0.0119                | 0.2879               | 0.0                   | nan           | 0.7249        | 0.8500            | 0.5367             | 0.7300               | 0.2828                   | 0.0                | 0.4008        | 0.4039           | 0.0             | 0.8291          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.5268              | 0.0                 | 0.0                    | 0.7142                    | 0.0                   | 0.3242                | 0.2450                          | 0.0                     | 0.0                     | 0.0                     | 0.3031          | 0.0                    | 0.0                     | 0.8429                | 0.7587             | 0.9308  | 0.0             | 0.0117           | 0.2194          | 0.0              |


### Framework versions

- Transformers 4.34.1
- Pytorch 1.11.0+cu113
- Datasets 2.15.0
- Tokenizers 0.14.1

{"license": "other", "tags": ["vision", "image-segmentation", "generated_from_trainer"], "base_model": "nvidia/mit-b0", "model-index": [{"name": "segformer-b0-finetuned-segments-sidewalk-2", "results": []}]}
transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/mit-b0 license:other endpoints_compatible region:us