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# segformer-finetuned-sidewalk-50-epochs

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: 0.6350
- Mean Iou: 0.3022
- Mean Accuracy: 0.3724
- Overall Accuracy: 0.8117
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8240
- Accuracy Flat-sidewalk: 0.8308
- Accuracy Flat-crosswalk: 0.7789
- Accuracy Flat-cyclinglane: 0.9052
- Accuracy Flat-parkingdriveway: 0.3152
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.4703
- Accuracy Human-person: 0.6444
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9424
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.7116
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8716
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.4736
- Accuracy Construction-fenceguardrail: 0.5408
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0048
- Accuracy Object-pole: 0.4202
- Accuracy Object-trafficsign: 0.0754
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9437
- Accuracy Nature-terrain: 0.8196
- Accuracy Sky: 0.9525
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.1041
- Accuracy Void-static: 0.2872
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7413
- Iou Flat-sidewalk: 0.7520
- Iou Flat-crosswalk: 0.7629
- Iou Flat-cyclinglane: 0.4453
- Iou Flat-parkingdriveway: 0.2976
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.3701
- Iou Human-person: 0.4953
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7962
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.4152
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6712
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3749
- Iou Construction-fenceguardrail: 0.4613
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0048
- Iou Object-pole: 0.2337
- Iou Object-trafficsign: 0.0753
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8324
- Iou Nature-terrain: 0.7277
- Iou Sky: 0.9234
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0913
- Iou Void-static: 0.1997
- 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: polynomial
- training_steps: 10000

### 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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| 2.4745        | 1.85   | 100   | 1.7861          | 0.1056   | 0.1555        | 0.6397           | nan                | 0.2287             | 0.9278                 | 0.0                     | 0.1406                    | 0.0032                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.7757               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8764                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8387                     | 0.8794                  | 0.3057       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.1931        | 0.6432            | 0.0                | 0.1380               | 0.0031                   | nan                | 0.0           | 0.0              | 0.0             | 0.5312          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4482                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6323                | 0.4860             | 0.3053  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.7294        | 3.7    | 200   | 1.3129          | 0.1517   | 0.1996        | 0.7410           | nan                | 0.7928             | 0.8830                 | 0.0                     | 0.6053                    | 0.0089                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.7837               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8530                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9138                     | 0.7742                  | 0.7740       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5519        | 0.7788            | 0.0                | 0.5131               | 0.0088                   | nan                | 0.0           | 0.0              | 0.0             | 0.5804          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5005                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6747                | 0.5247             | 0.7209  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.4479        | 5.56   | 300   | 1.1309          | 0.1608   | 0.2113        | 0.7588           | nan                | 0.7973             | 0.9008                 | 0.0                     | 0.7721                    | 0.0269                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8744               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8581                         | 0.0                        | 0.0007                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8622                     | 0.8707                  | 0.7985       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5861        | 0.7816            | 0.0                | 0.5877               | 0.0261                   | nan                | 0.0           | 0.0              | 0.0             | 0.6119          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5582                    | 0.0                   | 0.0007                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7024                | 0.5206             | 0.7706  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.2348        | 7.41   | 400   | 0.9644          | 0.1707   | 0.2170        | 0.7736           | nan                | 0.8125             | 0.9218                 | 0.0                     | 0.7596                    | 0.1081                        | nan                     | 0.0000             | 0.0                   | 0.0                  | 0.9080               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8280                         | 0.0                        | 0.0334                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8856                     | 0.8260                  | 0.8612       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6003        | 0.7937            | 0.0                | 0.6538               | 0.0997                   | nan                | 0.0000        | 0.0              | 0.0             | 0.6189          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5731                    | 0.0                   | 0.0330                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7147                | 0.5601             | 0.8139  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.0762        | 9.26   | 500   | 0.8819          | 0.1722   | 0.2159        | 0.7748           | nan                | 0.7512             | 0.9353                 | 0.0                     | 0.7565                    | 0.1204                        | nan                     | 0.0016             | 0.0                   | 0.0                  | 0.9115               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8689                         | 0.0                        | 0.0565                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9098                     | 0.7664                  | 0.8303       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5993        | 0.7850            | 0.0                | 0.6536               | 0.1052                   | nan                | 0.0016        | 0.0              | 0.0             | 0.6377          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5767                    | 0.0                   | 0.0547                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7285                | 0.5709             | 0.7984  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9933        | 11.11  | 600   | 0.8347          | 0.1814   | 0.2263        | 0.7822           | nan                | 0.8064             | 0.9111                 | 0.0                     | 0.7880                    | 0.1443                        | nan                     | 0.0436             | 0.0                   | 0.0                  | 0.8944               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8970                         | 0.0                        | 0.1914                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9053                     | 0.8080                  | 0.8526       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.6088        | 0.8045            | 0.0                | 0.6845               | 0.1255                   | nan                | 0.0419        | 0.0              | 0.0             | 0.6594          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5548                    | 0.0                   | 0.1585                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7440                | 0.6068             | 0.8176  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9424        | 12.96  | 700   | 0.8428          | 0.1824   | 0.2271        | 0.7704           | nan                | 0.6767             | 0.9270                 | 0.0475                  | 0.7655                    | 0.1322                        | nan                     | 0.2020             | 0.0189                | 0.0                  | 0.8410               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9205                         | 0.0                        | 0.2568                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0023               | 0.0                         | 0.0                          | 0.8994                     | 0.7347                  | 0.8413       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5838        | 0.7914            | 0.0475             | 0.6091               | 0.1095                   | nan                | 0.1597        | 0.0185           | 0.0             | 0.6706          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5131                    | 0.0                   | 0.1872                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0023          | 0.0                    | 0.0                     | 0.7525                | 0.5837             | 0.8077  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8673        | 14.81  | 800   | 0.7934          | 0.2089   | 0.2509        | 0.7818           | nan                | 0.6854             | 0.9394                 | 0.7072                  | 0.7240                    | 0.1504                        | nan                     | 0.2013             | 0.0186                | 0.0                  | 0.9071               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9037                         | 0.0                        | 0.3110                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0108               | 0.0                         | 0.0                          | 0.8990                     | 0.7171                  | 0.8513       | 0.0                  | 0.0                   | 0.0013               | 0.0                   | nan           | 0.5914        | 0.7755            | 0.6900             | 0.6673               | 0.1340                   | nan                | 0.1542        | 0.0183           | 0.0             | 0.6792          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5639                    | 0.0                   | 0.2172                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0100          | 0.0                    | 0.0                     | 0.7615                | 0.6014             | 0.8192  | 0.0             | 0.0              | 0.0013          | 0.0              |
| 0.8126        | 16.67  | 900   | 0.7484          | 0.2268   | 0.2784        | 0.7940           | nan                | 0.6791             | 0.9397                 | 0.7812                  | 0.8009                    | 0.1532                        | nan                     | 0.3244             | 0.2962                | 0.0                  | 0.9018               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8567                         | 0.0                        | 0.4772                     | 0.0002                               | 0.0                          | nan                          | 0.0                          | 0.0834               | 0.0                         | 0.0                          | 0.8992                     | 0.8280                  | 0.8837       | 0.0                  | 0.0                   | 0.0032               | 0.0                   | nan           | 0.6303        | 0.7968            | 0.7079             | 0.6095               | 0.1396                   | nan                | 0.2196        | 0.2638           | 0.0             | 0.7100          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6016                    | 0.0                   | 0.2860                | 0.0002                          | 0.0                     | nan                     | 0.0                     | 0.0570          | 0.0                    | 0.0                     | 0.7678                | 0.6211             | 0.8416  | 0.0             | 0.0              | 0.0032          | 0.0              |
| 0.7989        | 18.52  | 1000  | 0.7241          | 0.2279   | 0.2803        | 0.8018           | nan                | 0.7224             | 0.9402                 | 0.7875                  | 0.8234                    | 0.1793                        | nan                     | 0.3763             | 0.1974                | 0.0                  | 0.9259               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8911                         | 0.0                        | 0.3994                     | 0.0029                               | 0.0                          | nan                          | 0.0                          | 0.0758               | 0.0                         | 0.0                          | 0.8619                     | 0.8774                  | 0.8854       | 0.0                  | 0.0                   | 0.0225               | 0.0                   | nan           | 0.6579        | 0.8292            | 0.7198             | 0.6924               | 0.1660                   | nan                | 0.2392        | 0.1794           | 0.0             | 0.6748          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5766                    | 0.0                   | 0.2654                | 0.0029                          | 0.0                     | nan                     | 0.0                     | 0.0636          | 0.0                    | 0.0                     | 0.7582                | 0.5994             | 0.8455  | 0.0             | 0.0              | 0.0220          | 0.0              |
| 0.7429        | 20.37  | 1100  | 0.7321          | 0.2276   | 0.2862        | 0.7876           | nan                | 0.8321             | 0.8491                 | 0.7958                  | 0.8572                    | 0.2216                        | nan                     | 0.3030             | 0.2864                | 0.0                  | 0.9456               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8668                         | 0.0                        | 0.3757                     | 0.0040                               | 0.0                          | nan                          | 0.0                          | 0.1140               | 0.0                         | 0.0                          | 0.8839                     | 0.8499                  | 0.9228       | 0.0                  | 0.0                   | 0.0505               | 0.0                   | nan           | 0.6678        | 0.7848            | 0.7342             | 0.5048               | 0.1995                   | nan                | 0.2316        | 0.2463           | 0.0             | 0.6379          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5916                    | 0.0                   | 0.2668                | 0.0040                          | 0.0                     | nan                     | 0.0                     | 0.0820          | 0.0                    | 0.0                     | 0.7827                | 0.6428             | 0.8583  | 0.0             | 0.0              | 0.0465          | 0.0              |
| 0.7131        | 22.22  | 1200  | 0.7231          | 0.2377   | 0.2995        | 0.7870           | nan                | 0.8306             | 0.8458                 | 0.7952                  | 0.8505                    | 0.2218                        | nan                     | 0.3614             | 0.5001                | 0.0                  | 0.9504               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.7598                         | 0.0                        | 0.5317                     | 0.0405                               | 0.0                          | nan                          | 0.0                          | 0.1381               | 0.0                         | 0.0                          | 0.9284                     | 0.7938                  | 0.9110       | 0.0                  | 0.0                   | 0.1262               | 0.0                   | nan           | 0.7038        | 0.7740            | 0.7537             | 0.4538               | 0.1996                   | nan                | 0.2521        | 0.3853           | 0.0             | 0.6576          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6157                    | 0.0                   | 0.3046                | 0.0404                          | 0.0                     | nan                     | 0.0                     | 0.0921          | 0.0                    | 0.0                     | 0.7846                | 0.6383             | 0.8588  | 0.0             | 0.0              | 0.0911          | 0.0              |
| 0.6919        | 24.07  | 1300  | 0.6775          | 0.2361   | 0.2885        | 0.8013           | nan                | 0.7728             | 0.9073                 | 0.8010                  | 0.8366                    | 0.1547                        | nan                     | 0.3070             | 0.3428                | 0.0                  | 0.9272               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8568                         | 0.0                        | 0.5009                     | 0.0736                               | 0.0                          | nan                          | 0.0                          | 0.0975               | 0.0                         | 0.0                          | 0.9297                     | 0.7567                  | 0.8978       | 0.0                  | 0.0                   | 0.0682               | 0.0                   | nan           | 0.6564        | 0.7929            | 0.6932             | 0.6396               | 0.1438                   | nan                | 0.2385        | 0.2888           | 0.0             | 0.6807          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6085                    | 0.0                   | 0.3114                | 0.0729                          | 0.0                     | nan                     | 0.0                     | 0.0803          | 0.0                    | 0.0                     | 0.7857                | 0.6403             | 0.8601  | 0.0             | 0.0              | 0.0610          | 0.0              |
| 0.68          | 25.93  | 1400  | 0.6321          | 0.2575   | 0.3109        | 0.8181           | nan                | 0.7851             | 0.9362                 | 0.8041                  | 0.8438                    | 0.1694                        | nan                     | 0.3956             | 0.5626                | 0.0                  | 0.9306               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8313                         | 0.0                        | 0.5073                     | 0.2728                               | 0.0                          | nan                          | 0.0                          | 0.1741               | 0.0                         | 0.0                          | 0.9221                     | 0.7899                  | 0.9071       | 0.0                  | 0.0                   | 0.1157               | 0.0                   | nan           | 0.6781        | 0.8336            | 0.7386             | 0.7047               | 0.1564                   | nan                | 0.2789        | 0.4291           | 0.0             | 0.6934          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6062                    | 0.0                   | 0.3305                | 0.2579                          | 0.0                     | nan                     | 0.0                     | 0.1228          | 0.0                    | 0.0                     | 0.7952                | 0.6651             | 0.8631  | 0.0             | 0.0              | 0.0865          | 0.0              |
| 0.6644        | 27.78  | 1500  | 0.6568          | 0.2555   | 0.3132        | 0.8074           | nan                | 0.7687             | 0.9014                 | 0.7631                  | 0.8302                    | 0.1869                        | nan                     | 0.4841             | 0.4880                | 0.0                  | 0.9294               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0002                   | 0.0                      | 0.0                         | 0.8139                         | 0.0                        | 0.5482                     | 0.3042                               | 0.0                          | nan                          | 0.0                          | 0.1974               | 0.0                         | 0.0                          | 0.9225                     | 0.8543                  | 0.9042       | 0.0                  | 0.0                   | 0.1259               | 0.0                   | nan           | 0.6723        | 0.8030            | 0.7443             | 0.5873               | 0.1742                   | nan                | 0.3013        | 0.3813           | 0.0             | 0.7117          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0002              | 0.0                 | 0.0                    | 0.6159                    | 0.0                   | 0.3289                | 0.2810                          | 0.0                     | nan                     | 0.0                     | 0.1295          | 0.0                    | 0.0                     | 0.8015                | 0.6848             | 0.8665  | 0.0             | 0.0              | 0.0931          | 0.0              |
| 0.6153        | 29.63  | 1600  | 0.6157          | 0.2586   | 0.3131        | 0.8188           | nan                | 0.8000             | 0.9242                 | 0.7980                  | 0.8445                    | 0.1758                        | nan                     | 0.4143             | 0.6256                | 0.0                  | 0.9155               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0007                   | 0.0                      | 0.0                         | 0.8792                         | 0.0                        | 0.4465                     | 0.2182                               | 0.0                          | nan                          | 0.0                          | 0.1970               | 0.0                         | 0.0                          | 0.9111                     | 0.8171                  | 0.9368       | 0.0                  | 0.0                   | 0.1136               | 0.0                   | nan           | 0.6844        | 0.8212            | 0.7565             | 0.6537               | 0.1636                   | nan                | 0.2857        | 0.4354           | 0.0             | 0.7222          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0007              | 0.0                 | 0.0                    | 0.6274                    | 0.0                   | 0.3217                | 0.2147                          | 0.0                     | nan                     | 0.0                     | 0.1313          | 0.0                    | 0.0                     | 0.8082                | 0.6809             | 0.8737  | 0.0             | 0.0              | 0.0926          | 0.0              |
| 0.6154        | 31.48  | 1700  | 0.6397          | 0.2621   | 0.3204        | 0.8117           | nan                | 0.8357             | 0.8840                 | 0.7908                  | 0.8465                    | 0.2590                        | nan                     | 0.4050             | 0.5401                | 0.0                  | 0.9393               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0105                   | 0.0                      | 0.0                         | 0.8169                         | 0.0                        | 0.4733                     | 0.3188                               | 0.0                          | nan                          | 0.0                          | 0.2505               | 0.0                         | 0.0                          | 0.9181                     | 0.8473                  | 0.9287       | 0.0                  | 0.0                   | 0.1890               | 0.0                   | nan           | 0.6774        | 0.8042            | 0.7524             | 0.5662               | 0.2300                   | nan                | 0.2971        | 0.4050           | 0.0             | 0.6970          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0105              | 0.0                 | 0.0                    | 0.6489                    | 0.0                   | 0.3454                | 0.3058                          | 0.0                     | nan                     | 0.0                     | 0.1441          | 0.0                    | 0.0                     | 0.8074                | 0.6913             | 0.8820  | 0.0             | 0.0              | 0.1224          | 0.0              |
| 0.6305        | 33.33  | 1800  | 0.6131          | 0.2641   | 0.3212        | 0.8194           | nan                | 0.8171             | 0.8984                 | 0.8212                  | 0.8462                    | 0.2582                        | nan                     | 0.5051             | 0.5504                | 0.0                  | 0.9421               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0221                   | 0.0                      | 0.0                         | 0.8777                         | 0.0                        | 0.3528                     | 0.3169                               | 0.0                          | nan                          | 0.0                          | 0.2249               | 0.0                         | 0.0                          | 0.9203                     | 0.8499                  | 0.9175       | 0.0                  | 0.0                   | 0.1587               | 0.0                   | nan           | 0.7209        | 0.8195            | 0.7546             | 0.6166               | 0.2267                   | nan                | 0.3408        | 0.4000           | 0.0             | 0.6906          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0221              | 0.0                 | 0.0                    | 0.6055                    | 0.0                   | 0.2823                | 0.3044                          | 0.0                     | nan                     | 0.0                     | 0.1545          | 0.0                    | 0.0                     | 0.8124                | 0.6994             | 0.8799  | 0.0             | 0.0              | 0.1204          | 0.0              |
| 0.6083        | 35.19  | 1900  | 0.6224          | 0.2646   | 0.3182        | 0.8171           | nan                | 0.7473             | 0.9297                 | 0.7826                  | 0.8269                    | 0.2162                        | nan                     | 0.4556             | 0.4982                | 0.0                  | 0.9169               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0865                   | 0.0                      | 0.0                         | 0.9031                         | 0.0                        | 0.3618                     | 0.3583                               | 0.0                          | nan                          | 0.0                          | 0.2603               | 0.0                         | 0.0                          | 0.8966                     | 0.8828                  | 0.9016       | 0.0                  | 0.0                   | 0.1587               | 0.0                   | nan           | 0.6824        | 0.8210            | 0.7645             | 0.5950               | 0.2019                   | nan                | 0.3166        | 0.3895           | 0.0             | 0.7307          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0853              | 0.0                 | 0.0                    | 0.6063                    | 0.0                   | 0.2860                | 0.3200                          | 0.0                     | nan                     | 0.0                     | 0.1659          | 0.0                    | 0.0                     | 0.8188                | 0.7017             | 0.8695  | 0.0             | 0.0              | 0.1113          | 0.0              |
| 0.5847        | 37.04  | 2000  | 0.5906          | 0.2713   | 0.3209        | 0.8281           | nan                | 0.7374             | 0.9612                 | 0.7764                  | 0.8195                    | 0.2033                        | nan                     | 0.4219             | 0.4950                | 0.0                  | 0.9339               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.0960                   | 0.0                      | 0.0                         | 0.8434                         | 0.0                        | 0.4552                     | 0.4437                               | 0.0                          | nan                          | 0.0                          | 0.2250               | 0.0                         | 0.0                          | 0.9315                     | 0.8612                  | 0.9071       | 0.0                  | 0.0                   | 0.1567               | 0.0                   | nan           | 0.6883        | 0.8311            | 0.7525             | 0.6838               | 0.1851                   | nan                | 0.3228        | 0.3780           | 0.0             | 0.7236          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0944              | 0.0                 | 0.0                    | 0.6338                    | 0.0                   | 0.3408                | 0.3853                          | 0.0                     | nan                     | 0.0                     | 0.1586          | 0.0                    | 0.0                     | 0.8104                | 0.6978             | 0.8800  | 0.0             | 0.0              | 0.1162          | 0.0              |
| 0.5764        | 38.89  | 2100  | 0.6088          | 0.2752   | 0.3225        | 0.8255           | nan                | 0.7525             | 0.9472                 | 0.7709                  | 0.8441                    | 0.2134                        | nan                     | 0.3932             | 0.5383                | 0.0                  | 0.9030               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3470                   | 0.0                      | 0.0                         | 0.9195                         | 0.0                        | 0.3310                     | 0.3215                               | 0.0                          | nan                          | 0.0                          | 0.2234               | 0.0                         | 0.0                          | 0.9289                     | 0.7964                  | 0.9280       | 0.0                  | 0.0                   | 0.1604               | 0.0                   | nan           | 0.6993        | 0.8276            | 0.7546             | 0.7234               | 0.1997                   | nan                | 0.3005        | 0.4222           | 0.0             | 0.7348          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3123              | 0.0                 | 0.0                    | 0.5918                    | 0.0                   | 0.2787                | 0.3037                          | 0.0                     | nan                     | 0.0                     | 0.1585          | 0.0                    | 0.0                     | 0.8124                | 0.6781             | 0.8844  | 0.0             | 0.0              | 0.1247          | 0.0              |
| 0.5787        | 40.74  | 2200  | 0.5706          | 0.2824   | 0.3351        | 0.8347           | nan                | 0.8178             | 0.9369                 | 0.8003                  | 0.8511                    | 0.2352                        | nan                     | 0.4838             | 0.5417                | 0.0                  | 0.9025               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.3689                   | 0.0                      | 0.0                         | 0.8739                         | 0.0                        | 0.4493                     | 0.4040                               | 0.0                          | nan                          | 0.0                          | 0.2524               | 0.0                         | 0.0                          | 0.9422                     | 0.8182                  | 0.9183       | 0.0                  | 0.0                   | 0.1276               | 0.0                   | nan           | 0.7292        | 0.8432            | 0.7669             | 0.6897               | 0.2161                   | nan                | 0.3484        | 0.4230           | 0.0             | 0.7519          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3045              | 0.0                 | 0.0                    | 0.6407                    | 0.0                   | 0.3373                | 0.3491                          | 0.0                     | nan                     | 0.0                     | 0.1557          | 0.0                    | 0.0                     | 0.8080                | 0.6803             | 0.8850  | 0.0             | 0.0              | 0.1068          | 0.0              |
| 0.5724        | 42.59  | 2300  | 0.7562          | 0.2740   | 0.3479        | 0.7662           | nan                | 0.8734             | 0.7169                 | 0.7809                  | 0.8847                    | 0.2838                        | nan                     | 0.3742             | 0.6758                | 0.0                  | 0.9339               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6048                   | 0.0                      | 0.0                         | 0.8535                         | 0.0                        | 0.4435                     | 0.4729                               | 0.0                          | nan                          | 0.0                          | 0.2817               | 0.0                         | 0.0                          | 0.9149                     | 0.8765                  | 0.9329       | 0.0                  | 0.0                   | 0.2292               | 0.0                   | nan           | 0.7041        | 0.6683            | 0.7628             | 0.3371               | 0.2575                   | nan                | 0.2878        | 0.4639           | 0.0             | 0.7454          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4190              | 0.0                 | 0.0                    | 0.6387                    | 0.0                   | 0.3357                | 0.3997                          | 0.0                     | nan                     | 0.0                     | 0.1776          | 0.0                    | 0.0                     | 0.8183                | 0.7106             | 0.8911  | 0.0             | 0.0              | 0.1516          | 0.0              |
| 0.556         | 44.44  | 2400  | 0.7350          | 0.2665   | 0.3366        | 0.7813           | nan                | 0.7897             | 0.7888                 | 0.8022                  | 0.8878                    | 0.2389                        | nan                     | 0.4270             | 0.4859                | 0.0                  | 0.9401               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.4618                   | 0.0                      | 0.0                         | 0.8866                         | 0.0                        | 0.3979                     | 0.5050                               | 0.0                          | nan                          | 0.0                          | 0.2580               | 0.0                         | 0.0                          | 0.9097                     | 0.8627                  | 0.9337       | 0.0                  | 0.0                   | 0.1948               | 0.0                   | nan           | 0.6902        | 0.7286            | 0.7779             | 0.3964               | 0.2231                   | nan                | 0.3011        | 0.3626           | 0.0             | 0.7078          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3485              | 0.0                 | 0.0                    | 0.6171                    | 0.0                   | 0.3044                | 0.3372                          | 0.0                     | nan                     | 0.0                     | 0.1812          | 0.0                    | 0.0                     | 0.8195                | 0.7011             | 0.8947  | 0.0             | 0.0              | 0.1378          | 0.0              |
| 0.5599        | 46.3   | 2500  | 0.5949          | 0.2846   | 0.3464        | 0.8215           | nan                | 0.7919             | 0.9145                 | 0.7935                  | 0.8679                    | 0.2189                        | nan                     | 0.3795             | 0.5589                | 0.0                  | 0.9334               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5627                   | 0.0                      | 0.0                         | 0.8536                         | 0.0                        | 0.4394                     | 0.4730                               | 0.0                          | nan                          | 0.0                          | 0.3260               | 0.0                         | 0.0                          | 0.9098                     | 0.8344                  | 0.9487       | 0.0                  | 0.0                   | 0.2801               | 0.0                   | nan           | 0.6901        | 0.8199            | 0.7749             | 0.5729               | 0.2084                   | nan                | 0.3034        | 0.4321           | 0.0             | 0.7422          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4230              | 0.0                 | 0.0                    | 0.6491                    | 0.0                   | 0.3237                | 0.3989                          | 0.0                     | nan                     | 0.0                     | 0.1963          | 0.0                    | 0.0                     | 0.8232                | 0.7048             | 0.8949  | 0.0             | 0.0              | 0.1489          | 0.0              |
| 0.5368        | 48.15  | 2600  | 0.6125          | 0.2829   | 0.3502        | 0.8211           | nan                | 0.7798             | 0.9034                 | 0.7913                  | 0.9079                    | 0.2587                        | nan                     | 0.3407             | 0.6423                | 0.0                  | 0.9351               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6794                   | 0.0                      | 0.0                         | 0.8554                         | 0.0                        | 0.3996                     | 0.4884                               | 0.0                          | nan                          | 0.0                          | 0.2870               | 0.0                         | 0.0                          | 0.9271                     | 0.8698                  | 0.9424       | 0.0                  | 0.0                   | 0.1992               | 0.0                   | nan           | 0.6878        | 0.8122            | 0.7578             | 0.5597               | 0.2427                   | nan                | 0.2680        | 0.4737           | 0.0             | 0.7517          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3649              | 0.0                 | 0.0                    | 0.6557                    | 0.0                   | 0.3130                | 0.4117                          | 0.0                     | nan                     | 0.0                     | 0.1847          | 0.0                    | 0.0                     | 0.8236                | 0.7137             | 0.8969  | 0.0             | 0.0              | 0.1361          | 0.0              |
| 0.5391        | 50.0   | 2700  | 0.5993          | 0.2877   | 0.3507        | 0.8242           | nan                | 0.8174             | 0.8948                 | 0.8094                  | 0.8896                    | 0.2730                        | nan                     | 0.4105             | 0.5570                | 0.0                  | 0.9164               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5439                   | 0.0                      | 0.0                         | 0.8772                         | 0.0                        | 0.5070                     | 0.5443                               | 0.0                          | nan                          | 0.0                          | 0.2691               | 0.0                         | 0.0                          | 0.9205                     | 0.8660                  | 0.8975       | 0.0                  | 0.0                   | 0.2294               | 0.0                   | nan           | 0.7059        | 0.8214            | 0.7578             | 0.5803               | 0.2537                   | nan                | 0.2892        | 0.4308           | 0.0             | 0.7548          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4363              | 0.0                 | 0.0                    | 0.6490                    | 0.0                   | 0.3579                | 0.4224                          | 0.0                     | nan                     | 0.0                     | 0.1927          | 0.0                    | 0.0                     | 0.8239                | 0.7040             | 0.8748  | 0.0             | 0.0              | 0.1516          | 0.0              |
| 0.5041        | 51.85  | 2800  | 0.5912          | 0.2859   | 0.3493        | 0.8264           | nan                | 0.7593             | 0.9248                 | 0.8029                  | 0.8780                    | 0.2945                        | nan                     | 0.3718             | 0.6308                | 0.0                  | 0.9078               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6667                   | 0.0                      | 0.0                         | 0.8945                         | 0.0                        | 0.3362                     | 0.4834                               | 0.0                          | nan                          | 0.0                          | 0.3167               | 0.0                         | 0.0                          | 0.9255                     | 0.8641                  | 0.9382       | 0.0                  | 0.0                   | 0.1836               | 0.0                   | nan           | 0.6993        | 0.8205            | 0.7232             | 0.5789               | 0.2712                   | nan                | 0.2852        | 0.4872           | 0.0             | 0.7747          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3825              | 0.0                 | 0.0                    | 0.6382                    | 0.0                   | 0.2862                | 0.4138                          | 0.0                     | nan                     | 0.0                     | 0.2019          | 0.0                    | 0.0                     | 0.8284                | 0.7271             | 0.8984  | 0.0             | 0.0              | 0.1316          | 0.0              |
| 0.5007        | 53.7   | 2900  | 0.6220          | 0.2839   | 0.3577        | 0.8134           | nan                | 0.7302             | 0.8903                 | 0.8180                  | 0.9098                    | 0.3134                        | nan                     | 0.3521             | 0.6870                | 0.0                  | 0.9429               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7288                   | 0.0                      | 0.0                         | 0.8340                         | 0.0                        | 0.5169                     | 0.4700                               | 0.0                          | nan                          | 0.0                          | 0.3105               | 0.0                         | 0.0                          | 0.9356                     | 0.8318                  | 0.9437       | 0.0                  | 0.0003                | 0.2298               | 0.0                   | nan           | 0.6722        | 0.8034            | 0.7257             | 0.4922               | 0.2900                   | nan                | 0.2639        | 0.4741           | 0.0             | 0.7434          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4082              | 0.0                 | 0.0                    | 0.6635                    | 0.0                   | 0.3690                | 0.4172                          | 0.0                     | nan                     | 0.0                     | 0.1981          | 0.0                    | 0.0                     | 0.8205                | 0.6936             | 0.9015  | 0.0             | 0.0003           | 0.1483          | 0.0              |
| 0.4992        | 55.56  | 3000  | 0.5669          | 0.2928   | 0.3647        | 0.8317           | nan                | 0.7826             | 0.9171                 | 0.8018                  | 0.9165                    | 0.2758                        | nan                     | 0.5273             | 0.6986                | 0.0                  | 0.9410               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6836                   | 0.0                      | 0.0                         | 0.8296                         | 0.0                        | 0.4717                     | 0.4595                               | 0.0                          | nan                          | 0.0                          | 0.3613               | 0.0                         | 0.0                          | 0.9272                     | 0.8671                  | 0.9424       | 0.0                  | 0.0017                | 0.2669               | 0.0                   | nan           | 0.7196        | 0.8377            | 0.7464             | 0.6016               | 0.2573                   | nan                | 0.3367        | 0.4767           | 0.0             | 0.7565          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4237              | 0.0                 | 0.0                    | 0.6653                    | 0.0                   | 0.3438                | 0.4034                          | 0.0                     | nan                     | 0.0                     | 0.1974          | 0.0                    | 0.0                     | 0.8287                | 0.7120             | 0.9031  | 0.0             | 0.0017           | 0.1565          | 0.0              |
| 0.5151        | 57.41  | 3100  | 0.6131          | 0.2864   | 0.3598        | 0.8169           | nan                | 0.7793             | 0.9005                 | 0.7894                  | 0.8762                    | 0.2508                        | nan                     | 0.3852             | 0.6197                | 0.0                  | 0.9316               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6506                   | 0.0                      | 0.0                         | 0.7819                         | 0.0                        | 0.5348                     | 0.5782                               | 0.0                          | nan                          | 0.0                          | 0.3853               | 0.0                         | 0.0                          | 0.9211                     | 0.8624                  | 0.9390       | 0.0                  | 0.0                   | 0.3278               | 0.0                   | nan           | 0.6967        | 0.8145            | 0.7436             | 0.5453               | 0.2362                   | nan                | 0.2992        | 0.4656           | 0.0             | 0.7549          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4221              | 0.0                 | 0.0                    | 0.6246                    | 0.0                   | 0.3873                | 0.3923                          | 0.0                     | nan                     | 0.0                     | 0.1937          | 0.0                    | 0.0                     | 0.8257                | 0.7204             | 0.8994  | 0.0             | 0.0              | 0.1417          | 0.0              |
| 0.4688        | 59.26  | 3200  | 0.7342          | 0.2674   | 0.3425        | 0.7758           | nan                | 0.6724             | 0.8138                 | 0.8211                  | 0.8881                    | 0.2106                        | nan                     | 0.3435             | 0.4240                | 0.0                  | 0.9345               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6881                   | 0.0                      | 0.0                         | 0.8684                         | 0.0                        | 0.4808                     | 0.5494                               | 0.0                          | nan                          | 0.0                          | 0.2968               | 0.0                         | 0.0                          | 0.9269                     | 0.8322                  | 0.9291       | 0.0                  | 0.0                   | 0.2817               | 0.0                   | nan           | 0.6227        | 0.7395            | 0.7654             | 0.4008               | 0.1990                   | nan                | 0.2434        | 0.3473           | 0.0             | 0.7526          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3733              | 0.0                 | 0.0                    | 0.5567                    | 0.0                   | 0.3425                | 0.4056                          | 0.0                     | nan                     | 0.0                     | 0.2033          | 0.0                    | 0.0                     | 0.8238                | 0.7088             | 0.8978  | 0.0             | 0.0              | 0.1748          | 0.0              |
| 0.4657        | 61.11  | 3300  | 0.7162          | 0.2737   | 0.3487        | 0.7884           | nan                | 0.6859             | 0.8395                 | 0.7919                  | 0.8974                    | 0.2306                        | nan                     | 0.4086             | 0.6012                | 0.0                  | 0.9212               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7186                   | 0.0                      | 0.0                         | 0.8738                         | 0.0                        | 0.4323                     | 0.5271                               | 0.0                          | nan                          | 0.0                          | 0.3163               | 0.0                         | 0.0                          | 0.9373                     | 0.8107                  | 0.9381       | 0.0                  | 0.0                   | 0.2280               | 0.0                   | nan           | 0.6253        | 0.7668            | 0.7584             | 0.4350               | 0.2180                   | nan                | 0.2835        | 0.4646           | 0.0             | 0.7649          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3505              | 0.0                 | 0.0                    | 0.5817                    | 0.0                   | 0.3184                | 0.4275                          | 0.0                     | nan                     | 0.0                     | 0.1989          | 0.0                    | 0.0                     | 0.8181                | 0.6916             | 0.9021  | 0.0             | 0.0              | 0.1529          | 0.0              |
| 0.4789        | 62.96  | 3400  | 0.6510          | 0.2824   | 0.3535        | 0.8065           | nan                | 0.7245             | 0.8835                 | 0.7760                  | 0.8886                    | 0.2720                        | nan                     | 0.3709             | 0.6675                | 0.0                  | 0.9351               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6668                   | 0.0                      | 0.0                         | 0.8450                         | 0.0                        | 0.4917                     | 0.5508                               | 0.0                          | nan                          | 0.0                          | 0.3585               | 0.0                         | 0.0                          | 0.9367                     | 0.7684                  | 0.9321       | 0.0                  | 0.0022                | 0.2404               | 0.0                   | nan           | 0.6754        | 0.7938            | 0.7682             | 0.4856               | 0.2514                   | nan                | 0.2841        | 0.4779           | 0.0             | 0.7566          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3801              | 0.0                 | 0.0                    | 0.6118                    | 0.0                   | 0.3623                | 0.4464                          | 0.0                     | nan                     | 0.0                     | 0.1990          | 0.0                    | 0.0                     | 0.8150                | 0.6727             | 0.9029  | 0.0             | 0.0022           | 0.1516          | 0.0              |
| 0.4718        | 64.81  | 3500  | 0.7369          | 0.2741   | 0.3491        | 0.7687           | nan                | 0.7886             | 0.7455                 | 0.8159                  | 0.8865                    | 0.2585                        | nan                     | 0.3583             | 0.6014                | 0.0                  | 0.9362               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6741                   | 0.0                      | 0.0                         | 0.8728                         | 0.0                        | 0.4488                     | 0.5138                               | 0.0                          | nan                          | 0.0                          | 0.3533               | 0.0                         | 0.0                          | 0.9343                     | 0.8363                  | 0.9345       | 0.0                  | 0.0002                | 0.2111               | 0.0                   | nan           | 0.6800        | 0.6730            | 0.7173             | 0.3412               | 0.2406                   | nan                | 0.2736        | 0.4651           | 0.0             | 0.7688          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3688              | 0.0                 | 0.0                    | 0.6494                    | 0.0                   | 0.3507                | 0.4403                          | 0.0                     | nan                     | 0.0                     | 0.1950          | 0.0                    | 0.0                     | 0.8287                | 0.7216             | 0.9039  | 0.0             | 0.0002           | 0.1536          | 0.0              |
| 0.4586        | 66.67  | 3600  | 0.7463          | 0.2799   | 0.3515        | 0.7620           | nan                | 0.8497             | 0.6965                 | 0.7931                  | 0.9041                    | 0.2737                        | nan                     | 0.3983             | 0.5616                | 0.0                  | 0.9365               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.5892                   | 0.0                      | 0.0                         | 0.8439                         | 0.0                        | 0.5213                     | 0.4720                               | 0.0                          | nan                          | 0.0                          | 0.3429               | 0.0                         | 0.0                          | 0.9332                     | 0.8690                  | 0.9431       | 0.0                  | 0.0                   | 0.3213               | 0.0                   | nan           | 0.7435        | 0.6450            | 0.7808             | 0.3120               | 0.2517                   | nan                | 0.3134        | 0.4378           | 0.0             | 0.7305          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4349              | 0.0                 | 0.0                    | 0.6399                    | 0.0                   | 0.3813                | 0.4243                          | 0.0                     | nan                     | 0.0                     | 0.2097          | 0.0                    | 0.0                     | 0.8287                | 0.7225             | 0.9085  | 0.0             | 0.0              | 0.1926          | 0.0              |
| 0.4506        | 68.52  | 3700  | 0.6409          | 0.2859   | 0.3587        | 0.8030           | nan                | 0.7887             | 0.8394                 | 0.8054                  | 0.8912                    | 0.2518                        | nan                     | 0.3799             | 0.6292                | 0.0                  | 0.9273               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7090                   | 0.0                      | 0.0                         | 0.8655                         | 0.0                        | 0.4989                     | 0.5447                               | 0.0                          | nan                          | 0.0                          | 0.3519               | 0.0                         | 0.0                          | 0.9335                     | 0.8362                  | 0.9278       | 0.0                  | 0.0                   | 0.2975               | 0.0                   | nan           | 0.7248        | 0.7574            | 0.7649             | 0.4118               | 0.2326                   | nan                | 0.2996        | 0.4840           | 0.0             | 0.7856          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3424              | 0.0                 | 0.0                    | 0.6639                    | 0.0                   | 0.3766                | 0.4576                          | 0.0                     | nan                     | 0.0                     | 0.2055          | 0.0                    | 0.0                     | 0.8284                | 0.7274             | 0.9032  | 0.0             | 0.0              | 0.1823          | 0.0              |
| 0.4659        | 70.37  | 3800  | 0.6466          | 0.2884   | 0.3577        | 0.8081           | nan                | 0.8256             | 0.8420                 | 0.7982                  | 0.8692                    | 0.3484                        | nan                     | 0.4035             | 0.4964                | 0.0                  | 0.9489               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6461                   | 0.0                      | 0.0                         | 0.8281                         | 0.0                        | 0.5593                     | 0.5404                               | 0.0                          | nan                          | 0.0                          | 0.3533               | 0.0                         | 0.0                          | 0.9345                     | 0.7861                  | 0.9426       | 0.0                  | 0.0                   | 0.3225               | 0.0                   | nan           | 0.7403        | 0.7665            | 0.7649             | 0.4456               | 0.2991                   | nan                | 0.3198        | 0.3976           | 0.0             | 0.7512          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4217              | 0.0                 | 0.0                    | 0.6537                    | 0.0                   | 0.3859                | 0.4470                          | 0.0                     | nan                     | 0.0                     | 0.2219          | 0.0                    | 0.0                     | 0.8223                | 0.6908             | 0.9109  | 0.0             | 0.0              | 0.1898          | 0.0              |
| 0.4416        | 72.22  | 3900  | 0.6944          | 0.2824   | 0.3648        | 0.7953           | nan                | 0.8073             | 0.8044                 | 0.8200                  | 0.9039                    | 0.2713                        | nan                     | 0.4385             | 0.6632                | 0.0                  | 0.9435               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7130                   | 0.0                      | 0.0                         | 0.8448                         | 0.0                        | 0.5050                     | 0.5552                               | 0.0                          | nan                          | 0.0                          | 0.3791               | 0.0                         | 0.0                          | 0.9316                     | 0.8332                  | 0.9378       | 0.0                  | 0.0047                | 0.3183               | 0.0                   | nan           | 0.7045        | 0.7445            | 0.6571             | 0.4107               | 0.2536                   | nan                | 0.3089        | 0.4711           | 0.0             | 0.7504          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3814              | 0.0                 | 0.0                    | 0.6468                    | 0.0                   | 0.3800                | 0.4413                          | 0.0                     | nan                     | 0.0                     | 0.2243          | 0.0                    | 0.0                     | 0.8294                | 0.7257             | 0.9078  | 0.0             | 0.0047           | 0.1964          | 0.0              |
| 0.4347        | 74.07  | 4000  | 0.5742          | 0.2960   | 0.3615        | 0.8319           | nan                | 0.8135             | 0.9088                 | 0.8067                  | 0.8959                    | 0.3006                        | nan                     | 0.3611             | 0.6055                | 0.0                  | 0.9354               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6851                   | 0.0                      | 0.0                         | 0.8692                         | 0.0                        | 0.4956                     | 0.5065                               | 0.0                          | nan                          | 0.0                          | 0.3493               | 0.0                         | 0.0                          | 0.9264                     | 0.8500                  | 0.9368       | 0.0                  | 0.0018                | 0.3210               | 0.0                   | nan           | 0.7436        | 0.8254            | 0.7615             | 0.5609               | 0.2797                   | nan                | 0.3045        | 0.4733           | 0.0             | 0.7745          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4006              | 0.0                 | 0.0                    | 0.6424                    | 0.0                   | 0.3800                | 0.4600                          | 0.0                     | nan                     | 0.0                     | 0.2126          | 0.0                    | 0.0                     | 0.8296                | 0.7251             | 0.9085  | 0.0             | 0.0018           | 0.1876          | 0.0              |
| 0.4191        | 75.93  | 4100  | 0.6454          | 0.2879   | 0.3671        | 0.8068           | nan                | 0.7757             | 0.8432                 | 0.8171                  | 0.8803                    | 0.3169                        | nan                     | 0.4971             | 0.6474                | 0.0                  | 0.9274               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7272                   | 0.0                      | 0.0                         | 0.8520                         | 0.0                        | 0.4847                     | 0.5414                               | 0.0                          | nan                          | 0.0                          | 0.4113               | 0.0                         | 0.0                          | 0.9400                     | 0.8335                  | 0.9348       | 0.0                  | 0.0167                | 0.3000               | 0.0                   | nan           | 0.7112        | 0.7615            | 0.6876             | 0.4533               | 0.2904                   | nan                | 0.3375        | 0.4768           | 0.0             | 0.7857          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3483              | 0.0                 | 0.0                    | 0.6544                    | 0.0                   | 0.3636                | 0.4546                          | 0.0                     | nan                     | 0.0                     | 0.2086          | 0.0                    | 0.0                     | 0.8293                | 0.7293             | 0.9093  | 0.0             | 0.0165           | 0.1938          | 0.0              |
| 0.4355        | 77.78  | 4200  | 0.5871          | 0.2915   | 0.3601        | 0.8236           | nan                | 0.6673             | 0.9324                 | 0.8063                  | 0.8730                    | 0.2988                        | nan                     | 0.5014             | 0.5734                | 0.0                  | 0.9480               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6629                   | 0.0                      | 0.0                         | 0.8653                         | 0.0                        | 0.4649                     | 0.5559                               | 0.0                          | nan                          | 0.0                          | 0.3890               | 0.0                         | 0.0                          | 0.9183                     | 0.8681                  | 0.9537       | 0.0                  | 0.0088                | 0.2359               | 0.0                   | nan           | 0.6266        | 0.8175            | 0.7309             | 0.5730               | 0.2746                   | nan                | 0.3471        | 0.4465           | 0.0             | 0.7567          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4103              | 0.0                 | 0.0                    | 0.6684                    | 0.0                   | 0.3482                | 0.4615                          | 0.0                     | nan                     | 0.0                     | 0.2062          | 0.0                    | 0.0                     | 0.8356                | 0.7347             | 0.9131  | 0.0             | 0.0088           | 0.1686          | 0.0              |
| 0.431         | 79.63  | 4300  | 0.5778          | 0.2902   | 0.3540        | 0.8266           | nan                | 0.8325             | 0.9042                 | 0.7971                  | 0.8575                    | 0.2707                        | nan                     | 0.4318             | 0.5731                | 0.0                  | 0.9428               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6701                   | 0.0                      | 0.0                         | 0.8781                         | 0.0                        | 0.4081                     | 0.5480                               | 0.0                          | nan                          | 0.0                          | 0.3573               | 0.0                         | 0.0                          | 0.9299                     | 0.7480                  | 0.9397       | 0.0                  | 0.0343                | 0.2046               | 0.0                   | nan           | 0.7428        | 0.8112            | 0.7719             | 0.5907               | 0.2545                   | nan                | 0.3259        | 0.4272           | 0.0             | 0.7505          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4255              | 0.0                 | 0.0                    | 0.6496                    | 0.0                   | 0.3209                | 0.4384                          | 0.0                     | nan                     | 0.0                     | 0.2061          | 0.0                    | 0.0                     | 0.8142                | 0.6646             | 0.9118  | 0.0             | 0.0338           | 0.1477          | 0.0              |
| 0.4105        | 81.48  | 4400  | 0.7355          | 0.2837   | 0.3547        | 0.7802           | nan                | 0.8194             | 0.7548                 | 0.8125                  | 0.9004                    | 0.2421                        | nan                     | 0.4411             | 0.5260                | 0.0                  | 0.9344               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6628                   | 0.0                      | 0.0                         | 0.9003                         | 0.0                        | 0.4114                     | 0.5457                               | 0.0                          | nan                          | 0.0                          | 0.3720               | 0.0                         | 0.0                          | 0.9386                     | 0.8336                  | 0.9269       | 0.0                  | 0.0905                | 0.2364               | 0.0                   | nan           | 0.7295        | 0.6964            | 0.7754             | 0.3477               | 0.2325                   | nan                | 0.3336        | 0.4069           | 0.0             | 0.7641          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4284              | 0.0                 | 0.0                    | 0.6483                    | 0.0                   | 0.3512                | 0.4444                          | 0.0                     | nan                     | 0.0                     | 0.2140          | 0.0                    | 0.0                     | 0.8260                | 0.7200             | 0.9047  | 0.0             | 0.0883           | 0.1667          | 0.0              |
| 0.4102        | 83.33  | 4500  | 0.6431          | 0.2832   | 0.3550        | 0.8023           | nan                | 0.6173             | 0.8926                 | 0.8233                  | 0.8684                    | 0.3015                        | nan                     | 0.4774             | 0.5853                | 0.0                  | 0.9435               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7118                   | 0.0                      | 0.0                         | 0.8678                         | 0.0                        | 0.4544                     | 0.5288                               | 0.0                          | nan                          | 0.0                          | 0.3435               | 0.0                         | 0.0                          | 0.9438                     | 0.7934                  | 0.9323       | 0.0                  | 0.0264                | 0.2495               | 0.0                   | nan           | 0.5793        | 0.7784            | 0.7849             | 0.5220               | 0.2750                   | nan                | 0.3433        | 0.4263           | 0.0             | 0.7478          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3651              | 0.0                 | 0.0                    | 0.6236                    | 0.0                   | 0.3489                | 0.4347                          | 0.0                     | nan                     | 0.0                     | 0.2243          | 0.0                    | 0.0                     | 0.8184                | 0.6879             | 0.9082  | 0.0             | 0.0258           | 0.1674          | 0.0              |
| 0.4172        | 85.19  | 4600  | 0.6988          | 0.2875   | 0.3537        | 0.7940           | nan                | 0.7505             | 0.8194                 | 0.8168                  | 0.9128                    | 0.2640                        | nan                     | 0.4022             | 0.4961                | 0.0                  | 0.9391               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6453                   | 0.0                      | 0.0                         | 0.8769                         | 0.0                        | 0.4600                     | 0.5182                               | 0.0                          | nan                          | 0.0                          | 0.3740               | 0.0                         | 0.0                          | 0.9378                     | 0.8263                  | 0.9455       | 0.0                  | 0.0900                | 0.2436               | 0.0                   | nan           | 0.7048        | 0.7401            | 0.7654             | 0.3938               | 0.2454                   | nan                | 0.2874        | 0.3973           | 0.0             | 0.7572          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4779              | 0.0                 | 0.0                    | 0.6427                    | 0.0                   | 0.3531                | 0.4565                          | 0.0                     | nan                     | 0.0                     | 0.2402          | 0.0                    | 0.0                     | 0.8333                | 0.7320             | 0.9149  | 0.0             | 0.0880           | 0.1706          | 0.0              |
| 0.3885        | 87.04  | 4700  | 0.5978          | 0.2953   | 0.3647        | 0.8175           | nan                | 0.8142             | 0.8718                 | 0.8027                  | 0.8554                    | 0.3059                        | nan                     | 0.3787             | 0.5867                | 0.0                  | 0.9403               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6845                   | 0.0                      | 0.0                         | 0.8471                         | 0.0                        | 0.5315                     | 0.5788                               | 0.0                          | nan                          | 0.0                          | 0.3874               | 0.0                         | 0.0                          | 0.9354                     | 0.8156                  | 0.9494       | 0.0                  | 0.1221                | 0.2636               | 0.0                   | nan           | 0.7263        | 0.7825            | 0.7874             | 0.4784               | 0.2859                   | nan                | 0.2981        | 0.4480           | 0.0             | 0.7604          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3820              | 0.0                 | 0.0                    | 0.6694                    | 0.0                   | 0.3781                | 0.4545                          | 0.0                     | nan                     | 0.0                     | 0.2385          | 0.0                    | 0.0                     | 0.8301                | 0.7216             | 0.9144  | 0.0             | 0.1131           | 0.1798          | 0.0              |
| 0.3949        | 88.89  | 4800  | 0.5747          | 0.2961   | 0.3643        | 0.8282           | nan                | 0.8129             | 0.8976                 | 0.8121                  | 0.8713                    | 0.2894                        | nan                     | 0.4694             | 0.5562                | 0.0                  | 0.9391               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6947                   | 0.0                      | 0.0                         | 0.8395                         | 0.0                        | 0.5260                     | 0.5481                               | 0.0                          | nan                          | 0.0                          | 0.3852               | 0.0                         | 0.0                          | 0.9428                     | 0.8221                  | 0.9365       | 0.0                  | 0.0559                | 0.2580               | 0.0                   | nan           | 0.7394        | 0.8130            | 0.7924             | 0.5533               | 0.2658                   | nan                | 0.3447        | 0.4378           | 0.0             | 0.7620          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3851              | 0.0                 | 0.0                    | 0.6633                    | 0.0                   | 0.3722                | 0.4533                          | 0.0                     | nan                     | 0.0                     | 0.2184          | 0.0                    | 0.0                     | 0.8217                | 0.7122             | 0.9124  | 0.0             | 0.0534           | 0.1742          | 0.0              |
| 0.4158        | 90.74  | 4900  | 0.6449          | 0.2916   | 0.3657        | 0.8070           | nan                | 0.8043             | 0.8271                 | 0.8157                  | 0.9192                    | 0.3073                        | nan                     | 0.4380             | 0.6344                | 0.0                  | 0.9340               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7171                   | 0.0                      | 0.0                         | 0.8572                         | 0.0                        | 0.5188                     | 0.5406                               | 0.0                          | nan                          | 0.0                          | 0.3852               | 0.0                         | 0.0                          | 0.9420                     | 0.8552                  | 0.9459       | 0.0                  | 0.0450                | 0.2148               | 0.0                   | nan           | 0.6975        | 0.7564            | 0.7902             | 0.4563               | 0.2853                   | nan                | 0.3171        | 0.4654           | 0.0             | 0.7879          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3571              | 0.0                 | 0.0                    | 0.6623                    | 0.0                   | 0.3819                | 0.4583                          | 0.0                     | nan                     | 0.0                     | 0.2243          | 0.0                    | 0.0                     | 0.8302                | 0.7431             | 0.9150  | 0.0             | 0.0421           | 0.1602          | 0.0              |
| 0.3856        | 92.59  | 5000  | 0.7492          | 0.2796   | 0.3559        | 0.7680           | nan                | 0.8020             | 0.7250                 | 0.8248                  | 0.9139                    | 0.2500                        | nan                     | 0.3621             | 0.5930                | 0.0                  | 0.9411               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6964                   | 0.0                      | 0.0                         | 0.9036                         | 0.0                        | 0.3460                     | 0.5234                               | 0.0                          | nan                          | 0.0                          | 0.4271               | 0.0                         | 0.0                          | 0.9255                     | 0.8871                  | 0.9524       | 0.0                  | 0.0666                | 0.2471               | 0.0                   | nan           | 0.6954        | 0.6697            | 0.7878             | 0.3256               | 0.2365                   | nan                | 0.2864        | 0.4452           | 0.0             | 0.7724          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3838              | 0.0                 | 0.0                    | 0.6413                    | 0.0                   | 0.2968                | 0.4239                          | 0.0                     | nan                     | 0.0                     | 0.2271          | 0.0                    | 0.0                     | 0.8382                | 0.7554             | 0.9171  | 0.0             | 0.0624           | 0.1808          | 0.0              |
| 0.3915        | 94.44  | 5100  | 0.6402          | 0.2893   | 0.3608        | 0.8012           | nan                | 0.7614             | 0.8406                 | 0.7898                  | 0.9029                    | 0.3080                        | nan                     | 0.3857             | 0.6328                | 0.0                  | 0.9373               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7010                   | 0.0                      | 0.0                         | 0.8626                         | 0.0                        | 0.5045                     | 0.5235                               | 0.0                          | nan                          | 0.0                          | 0.3802               | 0.0                         | 0.0                          | 0.9442                     | 0.7561                  | 0.9401       | 0.0                  | 0.1133                | 0.2603               | 0.0                   | nan           | 0.6850        | 0.7546            | 0.7750             | 0.4451               | 0.2827                   | nan                | 0.3049        | 0.4715           | 0.0             | 0.7694          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3810              | 0.0                 | 0.0                    | 0.6626                    | 0.0                   | 0.3832                | 0.4394                          | 0.0                     | nan                     | 0.0                     | 0.2214          | 0.0                    | 0.0                     | 0.8125                | 0.6725             | 0.9138  | 0.0             | 0.1034           | 0.1797          | 0.0              |
| 0.3732        | 96.3   | 5200  | 0.7308          | 0.2840   | 0.3598        | 0.7795           | nan                | 0.7534             | 0.7741                 | 0.8137                  | 0.9035                    | 0.2614                        | nan                     | 0.4308             | 0.6431                | 0.0                  | 0.9315               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7293                   | 0.0                      | 0.0                         | 0.8884                         | 0.0                        | 0.4166                     | 0.5225                               | 0.0                          | nan                          | 0.0                          | 0.3992               | 0.0                         | 0.0                          | 0.9329                     | 0.8517                  | 0.9519       | 0.0                  | 0.0756                | 0.2354               | 0.0                   | nan           | 0.6723        | 0.6942            | 0.7836             | 0.3665               | 0.2474                   | nan                | 0.3333        | 0.4669           | 0.0             | 0.7857          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3545              | 0.0                 | 0.0                    | 0.6375                    | 0.0                   | 0.3443                | 0.4311                          | 0.0                     | nan                     | 0.0                     | 0.2377          | 0.0                    | 0.0                     | 0.8346                | 0.7428             | 0.9173  | 0.0             | 0.0659           | 0.1722          | 0.0              |
| 0.3843        | 98.15  | 5300  | 0.6580          | 0.2864   | 0.3556        | 0.7962           | nan                | 0.7254             | 0.8440                 | 0.7996                  | 0.8889                    | 0.2696                        | nan                     | 0.4320             | 0.6399                | 0.0                  | 0.9285               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6708                   | 0.0                      | 0.0                         | 0.8872                         | 0.0                        | 0.4070                     | 0.5262                               | 0.0                          | nan                          | 0.0                          | 0.3791               | 0.0                         | 0.0                          | 0.9423                     | 0.7462                  | 0.9487       | 0.0                  | 0.1269                | 0.2159               | 0.0                   | nan           | 0.6660        | 0.7540            | 0.7836             | 0.4484               | 0.2521                   | nan                | 0.3307        | 0.4691           | 0.0             | 0.7963          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3896              | 0.0                 | 0.0                    | 0.6071                    | 0.0                   | 0.3185                | 0.4568                          | 0.0                     | nan                     | 0.0                     | 0.2206          | 0.0                    | 0.0                     | 0.8138                | 0.6608             | 0.9170  | 0.0             | 0.1163           | 0.1644          | 0.0              |
| 0.3903        | 100.0  | 5400  | 0.6288          | 0.2881   | 0.3541        | 0.8086           | nan                | 0.7763             | 0.8567                 | 0.8240                  | 0.8951                    | 0.2446                        | nan                     | 0.4334             | 0.5553                | 0.0                  | 0.9354               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6738                   | 0.0                      | 0.0                         | 0.8901                         | 0.0                        | 0.4777                     | 0.5458                               | 0.0                          | nan                          | 0.0                          | 0.3297               | 0.0                         | 0.0                          | 0.9417                     | 0.7702                  | 0.9457       | 0.0                  | 0.0457                | 0.1907               | 0.0                   | nan           | 0.6906        | 0.7727            | 0.7923             | 0.4705               | 0.2358                   | nan                | 0.3295        | 0.4509           | 0.0             | 0.7755          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3981              | 0.0                 | 0.0                    | 0.6528                    | 0.0                   | 0.3644                | 0.4573                          | 0.0                     | nan                     | 0.0                     | 0.2197          | 0.0                    | 0.0                     | 0.8176                | 0.6797             | 0.9157  | 0.0             | 0.0444           | 0.1500          | 0.0              |
| 0.355         | 101.85 | 5500  | 0.7112          | 0.2860   | 0.3563        | 0.7844           | nan                | 0.7834             | 0.7947                 | 0.8123                  | 0.8807                    | 0.2262                        | nan                     | 0.3408             | 0.6020                | 0.0                  | 0.9382               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6759                   | 0.0                      | 0.0                         | 0.8838                         | 0.0                        | 0.4491                     | 0.5845                               | 0.0                          | nan                          | 0.0                          | 0.4029               | 0.0                         | 0.0                          | 0.9295                     | 0.7890                  | 0.9477       | 0.0                  | 0.1045                | 0.2564               | 0.0                   | nan           | 0.7086        | 0.7078            | 0.7825             | 0.3607               | 0.2168                   | nan                | 0.2792        | 0.4624           | 0.0             | 0.7767          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4366              | 0.0                 | 0.0                    | 0.6667                    | 0.0                   | 0.3443                | 0.4351                          | 0.0                     | nan                     | 0.0                     | 0.2386          | 0.0                    | 0.0                     | 0.8283                | 0.7060             | 0.9167  | 0.0             | 0.1000           | 0.1847          | 0.0              |
| 0.3729        | 103.7  | 5600  | 0.6849          | 0.2835   | 0.3591        | 0.7887           | nan                | 0.8150             | 0.7790                 | 0.8122                  | 0.8834                    | 0.2787                        | nan                     | 0.4506             | 0.6270                | 0.0                  | 0.9253               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7408                   | 0.0                      | 0.0                         | 0.9180                         | 0.0                        | 0.3273                     | 0.5197                               | 0.0                          | nan                          | 0.0                          | 0.4167               | 0.0                         | 0.0                          | 0.9358                     | 0.8379                  | 0.9406       | 0.0                  | 0.0480                | 0.2345               | 0.0                   | nan           | 0.6989        | 0.7189            | 0.7862             | 0.3939               | 0.2648                   | nan                | 0.3292        | 0.4851           | 0.0             | 0.7976          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3286              | 0.0                 | 0.0                    | 0.6202                    | 0.0                   | 0.2779                | 0.4371                          | 0.0                     | nan                     | 0.0                     | 0.2402          | 0.0                    | 0.0                     | 0.8321                | 0.7297             | 0.9140  | 0.0             | 0.0437           | 0.1749          | 0.0              |
| 0.3895        | 105.56 | 5700  | 0.6917          | 0.2909   | 0.3669        | 0.7881           | nan                | 0.8520             | 0.7575                 | 0.8037                  | 0.9006                    | 0.2858                        | nan                     | 0.4909             | 0.6331                | 0.0                  | 0.9365               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6811                   | 0.0                      | 0.0                         | 0.8525                         | 0.0                        | 0.5087                     | 0.5374                               | 0.0                          | nan                          | 0.0                          | 0.3766               | 0.0                         | 0.0                          | 0.9432                     | 0.8426                  | 0.9479       | 0.0                  | 0.0982                | 0.2931               | 0.0                   | nan           | 0.7338        | 0.7000            | 0.7834             | 0.3764               | 0.2683                   | nan                | 0.3430        | 0.4719           | 0.0             | 0.7841          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3792              | 0.0                 | 0.0                    | 0.6627                    | 0.0                   | 0.3815                | 0.4454                          | 0.0                     | nan                     | 0.0                     | 0.2245          | 0.0                    | 0.0                     | 0.8273                | 0.7311             | 0.9183  | 0.0             | 0.0894           | 0.1885          | 0.0              |
| 0.3602        | 107.41 | 5800  | 0.5475          | 0.3042   | 0.3685        | 0.8353           | nan                | 0.7641             | 0.9319                 | 0.8055                  | 0.8737                    | 0.3132                        | nan                     | 0.4868             | 0.6244                | 0.0                  | 0.9407               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6873                   | 0.0                      | 0.0                         | 0.8810                         | 0.0                        | 0.4631                     | 0.5387                               | 0.0                          | nan                          | 0.0                          | 0.4382               | 0.0                         | 0.0                          | 0.9298                     | 0.7866                  | 0.9486       | 0.0                  | 0.1344                | 0.2454               | 0.0                   | nan           | 0.7121        | 0.8270            | 0.7806             | 0.6491               | 0.2900                   | nan                | 0.3497        | 0.4700           | 0.0             | 0.7753          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4480              | 0.0                 | 0.0                    | 0.6577                    | 0.0                   | 0.3509                | 0.4582                          | 0.0                     | nan                     | 0.0                     | 0.2281          | 0.0                    | 0.0                     | 0.8267                | 0.6946             | 0.9179  | 0.0             | 0.1213           | 0.1782          | 0.0              |
| 0.3674        | 109.26 | 5900  | 0.6421          | 0.2919   | 0.3540        | 0.8016           | nan                | 0.6932             | 0.8577                 | 0.8144                  | 0.9018                    | 0.3136                        | nan                     | 0.3961             | 0.5655                | 0.0                  | 0.9370               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6563                   | 0.0                      | 0.0                         | 0.9140                         | 0.0                        | 0.3656                     | 0.4891                               | 0.0                          | nan                          | 0.0                          | 0.3775               | 0.0                         | 0.0                          | 0.9373                     | 0.8204                  | 0.9427       | 0.0                  | 0.1378                | 0.2090               | 0.0                   | nan           | 0.6366        | 0.7503            | 0.7829             | 0.4541               | 0.2884                   | nan                | 0.3050        | 0.4442           | 0.0             | 0.7727          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4780              | 0.0                 | 0.0                    | 0.6644                    | 0.0                   | 0.3163                | 0.4511                          | 0.0                     | nan                     | 0.0                     | 0.2316          | 0.0                    | 0.0                     | 0.8321                | 0.7257             | 0.9157  | 0.0             | 0.1268           | 0.1636          | 0.0              |
| 0.3657        | 111.11 | 6000  | 0.5813          | 0.2955   | 0.3637        | 0.8277           | nan                | 0.7870             | 0.8975                 | 0.7014                  | 0.8566                    | 0.3741                        | nan                     | 0.4469             | 0.6219                | 0.0                  | 0.9403               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7185                   | 0.0                      | 0.0                         | 0.8827                         | 0.0                        | 0.4503                     | 0.5681                               | 0.0                          | nan                          | 0.0                          | 0.3815               | 0.0                         | 0.0                          | 0.9397                     | 0.8275                  | 0.9484       | 0.0                  | 0.0968                | 0.1999               | 0.0                   | nan           | 0.7203        | 0.8097            | 0.6881             | 0.5693               | 0.3405                   | nan                | 0.3293        | 0.4754           | 0.0             | 0.7846          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3863              | 0.0                 | 0.0                    | 0.6346                    | 0.0                   | 0.3557                | 0.4385                          | 0.0                     | nan                     | 0.0                     | 0.2181          | 0.0                    | 0.0                     | 0.8287                | 0.7172             | 0.9189  | 0.0             | 0.0846           | 0.1578          | 0.0              |
| 0.367         | 112.96 | 6100  | 0.6609          | 0.2897   | 0.3661        | 0.7984           | nan                | 0.7903             | 0.8284                 | 0.8039                  | 0.9016                    | 0.2212                        | nan                     | 0.4163             | 0.6816                | 0.0                  | 0.9453               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7209                   | 0.0                      | 0.0                         | 0.8372                         | 0.0                        | 0.4577                     | 0.5511                               | 0.0                          | nan                          | 0.0                          | 0.4283               | 0.0                         | 0.0                          | 0.9390                     | 0.7875                  | 0.9493       | 0.0                  | 0.1399                | 0.3157               | 0.0                   | nan           | 0.7203        | 0.7408            | 0.7738             | 0.4105               | 0.2117                   | nan                | 0.3182        | 0.4784           | 0.0             | 0.7828          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3859              | 0.0                 | 0.0                    | 0.6672                    | 0.0                   | 0.3588                | 0.4378                          | 0.0                     | nan                     | 0.0                     | 0.2244          | 0.0                    | 0.0                     | 0.8282                | 0.7032             | 0.9187  | 0.0             | 0.1137           | 0.1958          | 0.0              |
| 0.3638        | 114.81 | 6200  | 0.7997          | 0.2803   | 0.3592        | 0.7547           | nan                | 0.8092             | 0.6782                 | 0.8102                  | 0.9284                    | 0.2905                        | nan                     | 0.3691             | 0.6185                | 0.0                  | 0.9403               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7520                   | 0.0                      | 0.0                         | 0.8609                         | 0.0                        | 0.4178                     | 0.5567                               | 0.0                          | nan                          | 0.0                          | 0.3931               | 0.0                         | 0.0                          | 0.9474                     | 0.8770                  | 0.9435       | 0.0000               | 0.0667                | 0.2347               | 0.0                   | nan           | 0.7091        | 0.6261            | 0.7837             | 0.2942               | 0.2753                   | nan                | 0.2928        | 0.4552           | 0.0             | 0.7808          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3801              | 0.0                 | 0.0                    | 0.6648                    | 0.0                   | 0.3421                | 0.4315                          | 0.0                     | nan                     | 0.0                     | 0.2152          | 0.0                    | 0.0                     | 0.8297                | 0.7448             | 0.9168  | 0.0000          | 0.0595           | 0.1680          | 0.0              |
| 0.3654        | 116.67 | 6300  | 0.6019          | 0.2956   | 0.3645        | 0.8175           | nan                | 0.8244             | 0.8533                 | 0.6788                  | 0.8927                    | 0.3058                        | nan                     | 0.4950             | 0.6003                | 0.0                  | 0.9396               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6930                   | 0.0                      | 0.0                         | 0.8964                         | 0.0                        | 0.3647                     | 0.5196                               | 0.0                          | nan                          | 0.0                          | 0.4113               | 0.0                         | 0.0                          | 0.9257                     | 0.8551                  | 0.9594       | 0.0                  | 0.1310                | 0.3167               | 0.0                   | nan           | 0.7337        | 0.7732            | 0.6601             | 0.4748               | 0.2853                   | nan                | 0.3520        | 0.4685           | 0.0             | 0.7868          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4121              | 0.0                 | 0.0                    | 0.6708                    | 0.0                   | 0.3117                | 0.4434                          | 0.0                     | nan                     | 0.0                     | 0.2326          | 0.0                    | 0.0                     | 0.8405                | 0.7541             | 0.9187  | 0.0             | 0.1205           | 0.2201          | 0.0              |
| 0.3652        | 118.52 | 6400  | 0.5981          | 0.2967   | 0.3649        | 0.8205           | nan                | 0.7551             | 0.8909                 | 0.6342                  | 0.9054                    | 0.3093                        | nan                     | 0.4234             | 0.6313                | 0.0                  | 0.9387               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6751                   | 0.0                      | 0.0                         | 0.8700                         | 0.0                        | 0.4187                     | 0.5633                               | 0.0                          | nan                          | 0.0                          | 0.4465               | 0.0                         | 0.0                          | 0.9262                     | 0.8528                  | 0.9534       | 0.0002               | 0.1437                | 0.3398               | 0.0                   | nan           | 0.6956        | 0.7948            | 0.6246             | 0.4963               | 0.2861                   | nan                | 0.3171        | 0.4870           | 0.0             | 0.7941          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4467              | 0.0                 | 0.0                    | 0.6719                    | 0.0                   | 0.3338                | 0.4473                          | 0.0                     | nan                     | 0.0                     | 0.2377          | 0.0                    | 0.0                     | 0.8417                | 0.7531             | 0.9198  | 0.0002          | 0.1302           | 0.2180          | 0.0              |
| 0.3559        | 120.37 | 6500  | 0.5780          | 0.3026   | 0.3668        | 0.8256           | nan                | 0.7517             | 0.9024                 | 0.8103                  | 0.8905                    | 0.3788                        | nan                     | 0.3990             | 0.5648                | 0.0                  | 0.9522               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6491                   | 0.0                      | 0.0                         | 0.8623                         | 0.0                        | 0.5208                     | 0.5227                               | 0.0                          | nan                          | 0.0                          | 0.4095               | 0.0                         | 0.0                          | 0.9315                     | 0.8073                  | 0.9531       | 0.0                  | 0.1367                | 0.2937               | 0.0                   | nan           | 0.6917        | 0.8084            | 0.7831             | 0.5645               | 0.3365                   | nan                | 0.3195        | 0.4446           | 0.0             | 0.7603          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4620              | 0.0                 | 0.0                    | 0.6310                    | 0.0                   | 0.3859                | 0.4599                          | 0.0                     | nan                     | 0.0                     | 0.2286          | 0.0                    | 0.0                     | 0.8329                | 0.7236             | 0.9192  | 0.0             | 0.1259           | 0.2064          | 0.0              |
| 0.3348        | 122.22 | 6600  | 0.5522          | 0.3023   | 0.3735        | 0.8379           | nan                | 0.8289             | 0.9088                 | 0.6882                  | 0.8947                    | 0.3594                        | nan                     | 0.4373             | 0.6918                | 0.0                  | 0.9448               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7098                   | 0.0                      | 0.0                         | 0.8356                         | 0.0                        | 0.5156                     | 0.5832                               | 0.0                          | nan                          | 0.0                          | 0.4059               | 0.0                         | 0.0                          | 0.9417                     | 0.8359                  | 0.9578       | 0.0009               | 0.1308                | 0.2812               | 0.0                   | nan           | 0.7433        | 0.8257            | 0.6716             | 0.5930               | 0.3306                   | nan                | 0.3517        | 0.4956           | 0.0             | 0.7897          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3747              | 0.0                 | 0.0                    | 0.6736                    | 0.0                   | 0.3802                | 0.4271                          | 0.0                     | nan                     | 0.0                     | 0.2180          | 0.0                    | 0.0                     | 0.8323                | 0.7373             | 0.9200  | 0.0008          | 0.1171           | 0.1906          | 0.0              |
| 0.3653        | 124.07 | 6700  | 0.6070          | 0.2986   | 0.3679        | 0.8216           | nan                | 0.6919             | 0.9133                 | 0.8114                  | 0.8786                    | 0.3306                        | nan                     | 0.4558             | 0.6517                | 0.0                  | 0.9455               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7183                   | 0.0                      | 0.0                         | 0.8672                         | 0.0                        | 0.5019                     | 0.5472                               | 0.0                          | nan                          | 0.0                          | 0.4162               | 0.0                         | 0.0                          | 0.9390                     | 0.8019                  | 0.9414       | 0.0                  | 0.0957                | 0.2664               | 0.0                   | nan           | 0.6394        | 0.8000            | 0.7821             | 0.6011               | 0.3025                   | nan                | 0.3359        | 0.4969           | 0.0             | 0.7887          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3803              | 0.0                 | 0.0                    | 0.6386                    | 0.0                   | 0.3855                | 0.4427                          | 0.0                     | nan                     | 0.0                     | 0.2268          | 0.0                    | 0.0                     | 0.8298                | 0.7136             | 0.9170  | 0.0             | 0.0886           | 0.1861          | 0.0              |
| 0.3216        | 125.93 | 6800  | 0.6091          | 0.3003   | 0.3729        | 0.8176           | nan                | 0.8300             | 0.8429                 | 0.8233                  | 0.9193                    | 0.3587                        | nan                     | 0.4900             | 0.6837                | 0.0                  | 0.9439               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7272                   | 0.0                      | 0.0                         | 0.8781                         | 0.0                        | 0.4143                     | 0.5307                               | 0.0                          | nan                          | 0.0                          | 0.4051               | 0.0116                      | 0.0                          | 0.9314                     | 0.8400                  | 0.9539       | 0.0                  | 0.0921                | 0.2558               | 0.0                   | nan           | 0.7584        | 0.7706            | 0.7892             | 0.4626               | 0.3268                   | nan                | 0.3678        | 0.5054           | 0.0             | 0.7811          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3947              | 0.0                 | 0.0                    | 0.6604                    | 0.0                   | 0.3306                | 0.4515                          | 0.0                     | nan                     | 0.0                     | 0.2265          | 0.0116                 | 0.0                     | 0.8386                | 0.7409             | 0.9204  | 0.0             | 0.0850           | 0.1887          | 0.0              |
| 0.358         | 127.78 | 6900  | 0.5287          | 0.3110   | 0.3729        | 0.8465           | nan                | 0.8062             | 0.9359                 | 0.8173                  | 0.8927                    | 0.3346                        | nan                     | 0.4527             | 0.6392                | 0.0                  | 0.9354               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6945                   | 0.0                      | 0.0                         | 0.8722                         | 0.0                        | 0.4896                     | 0.5317                               | 0.0                          | nan                          | 0.0                          | 0.4070               | 0.0                         | 0.0                          | 0.9436                     | 0.8467                  | 0.9449       | 0.0                  | 0.1243                | 0.2646               | 0.0                   | nan           | 0.7567        | 0.8356            | 0.7873             | 0.6388               | 0.3087                   | nan                | 0.3575        | 0.4948           | 0.0             | 0.7958          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4146              | 0.0                 | 0.0                    | 0.6798                    | 0.0                   | 0.3797                | 0.4630                          | 0.0                     | nan                     | 0.0                     | 0.2283          | 0.0                    | 0.0                     | 0.8356                | 0.7467             | 0.9182  | 0.0             | 0.1175           | 0.1940          | 0.0              |
| 0.3402        | 129.63 | 7000  | 0.6208          | 0.2946   | 0.3637        | 0.8141           | nan                | 0.7658             | 0.8754                 | 0.8158                  | 0.9118                    | 0.2322                        | nan                     | 0.4017             | 0.6637                | 0.0                  | 0.9438               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6933                   | 0.0                      | 0.0                         | 0.8763                         | 0.0                        | 0.3895                     | 0.5601                               | 0.0                          | nan                          | 0.0                          | 0.4252               | 0.0043                      | 0.0                          | 0.9423                     | 0.7810                  | 0.9448       | 0.0000               | 0.1253                | 0.2865               | 0.0                   | nan           | 0.7060        | 0.7779            | 0.7885             | 0.4813               | 0.2236                   | nan                | 0.3133        | 0.4921           | 0.0             | 0.7863          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4236              | 0.0                 | 0.0                    | 0.6817                    | 0.0                   | 0.3292                | 0.4440                          | 0.0                     | nan                     | 0.0                     | 0.2236          | 0.0043                 | 0.0                     | 0.8247                | 0.6964             | 0.9178  | 0.0000          | 0.1163           | 0.1976          | 0.0              |
| 0.3218        | 131.48 | 7100  | 0.5444          | 0.3108   | 0.3748        | 0.8443           | nan                | 0.8296             | 0.9244                 | 0.8276                  | 0.8878                    | 0.2774                        | nan                     | 0.4782             | 0.6750                | 0.0                  | 0.9366               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6983                   | 0.0                      | 0.0                         | 0.8664                         | 0.0                        | 0.4743                     | 0.5451                               | 0.0                          | nan                          | 0.0                          | 0.4187               | 0.0113                      | 0.0                          | 0.9391                     | 0.8642                  | 0.9558       | 0.0                  | 0.1166                | 0.2684               | 0.0                   | nan           | 0.7636        | 0.8260            | 0.7984             | 0.6281               | 0.2647                   | nan                | 0.3705        | 0.5066           | 0.0             | 0.8001          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4217              | 0.0                 | 0.0                    | 0.6783                    | 0.0                   | 0.3686                | 0.4581                          | 0.0                     | nan                     | 0.0                     | 0.2178          | 0.0113                 | 0.0                     | 0.8396                | 0.7666             | 0.9213  | 0.0             | 0.1113           | 0.1943          | 0.0              |
| 0.3413        | 133.33 | 7200  | 0.5473          | 0.3063   | 0.3680        | 0.8412           | nan                | 0.8038             | 0.9272                 | 0.7396                  | 0.8885                    | 0.2742                        | nan                     | 0.4489             | 0.5761                | 0.0                  | 0.9434               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6970                   | 0.0                      | 0.0                         | 0.8722                         | 0.0                        | 0.5185                     | 0.5545                               | 0.0                          | nan                          | 0.0                          | 0.4060               | 0.0241                      | 0.0                          | 0.9384                     | 0.8611                  | 0.9453       | 0.0                  | 0.1082                | 0.2489               | 0.0                   | nan           | 0.7450        | 0.8245            | 0.7280             | 0.6104               | 0.2595                   | nan                | 0.3532        | 0.4660           | 0.0             | 0.7846          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4313              | 0.0                 | 0.0                    | 0.6807                    | 0.0                   | 0.3896                | 0.4684                          | 0.0                     | nan                     | 0.0                     | 0.2284          | 0.0241                 | 0.0                     | 0.8397                | 0.7610             | 0.9186  | 0.0             | 0.1022           | 0.1871          | 0.0              |
| 0.3463        | 135.19 | 7300  | 0.6341          | 0.2922   | 0.3603        | 0.8106           | nan                | 0.8087             | 0.8519                 | 0.8052                  | 0.9145                    | 0.2425                        | nan                     | 0.3711             | 0.5676                | 0.0                  | 0.9336               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7046                   | 0.0                      | 0.0                         | 0.8888                         | 0.0                        | 0.3923                     | 0.5815                               | 0.0                          | nan                          | 0.0                          | 0.4055               | 0.0319                      | 0.0                          | 0.9344                     | 0.8036                  | 0.9503       | 0.0                  | 0.1152                | 0.2276               | 0.0                   | nan           | 0.7410        | 0.7674            | 0.7870             | 0.4522               | 0.2330                   | nan                | 0.3152        | 0.4495           | 0.0             | 0.7851          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4247              | 0.0                 | 0.0                    | 0.6553                    | 0.0                   | 0.3108                | 0.4330                          | 0.0                     | nan                     | 0.0                     | 0.2290          | 0.0319                 | 0.0                     | 0.8273                | 0.7106             | 0.9198  | 0.0             | 0.1051           | 0.1720          | 0.0              |
| 0.317         | 137.04 | 7400  | 0.5689          | 0.2996   | 0.3673        | 0.8346           | nan                | 0.8380             | 0.9048                 | 0.7202                  | 0.8874                    | 0.2300                        | nan                     | 0.4682             | 0.6001                | 0.0                  | 0.9282               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7278                   | 0.0                      | 0.0                         | 0.8811                         | 0.0                        | 0.4430                     | 0.5714                               | 0.0                          | nan                          | 0.0                          | 0.4115               | 0.0148                      | 0.0                          | 0.9311                     | 0.8477                  | 0.9517       | 0.0                  | 0.1019                | 0.2961               | 0.0                   | nan           | 0.7600        | 0.8107            | 0.7092             | 0.5843               | 0.2243                   | nan                | 0.3634        | 0.4741           | 0.0             | 0.7839          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3683              | 0.0                 | 0.0                    | 0.6667                    | 0.0                   | 0.3433                | 0.4519                          | 0.0                     | nan                     | 0.0                     | 0.2331          | 0.0148                 | 0.0                     | 0.8387                | 0.7448             | 0.9201  | 0.0             | 0.0930           | 0.2020          | 0.0              |
| 0.3241        | 138.89 | 7500  | 0.5921          | 0.3030   | 0.3698        | 0.8264           | nan                | 0.7560             | 0.9038                 | 0.8054                  | 0.8993                    | 0.2921                        | nan                     | 0.4358             | 0.6497                | 0.0                  | 0.9426               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6843                   | 0.0                      | 0.0                         | 0.8596                         | 0.0                        | 0.4666                     | 0.5531                               | 0.0                          | nan                          | 0.0014                       | 0.4125               | 0.0280                      | 0.0                          | 0.9419                     | 0.8345                  | 0.9468       | 0.0005               | 0.1478                | 0.2726               | 0.0                   | nan           | 0.6935        | 0.8021            | 0.7869             | 0.5437               | 0.2719                   | nan                | 0.3428        | 0.4933           | 0.0             | 0.7917          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4134              | 0.0                 | 0.0                    | 0.6707                    | 0.0                   | 0.3632                | 0.4528                          | 0.0                     | nan                     | 0.0014                  | 0.2150          | 0.0280                 | 0.0                     | 0.8367                | 0.7422             | 0.9203  | 0.0005          | 0.1346           | 0.1914          | 0.0              |
| 0.3341        | 140.74 | 7600  | 0.5641          | 0.3038   | 0.3702        | 0.8325           | nan                | 0.7624             | 0.9172                 | 0.8114                  | 0.8959                    | 0.2940                        | nan                     | 0.5063             | 0.6105                | 0.0                  | 0.9434               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7179                   | 0.0                      | 0.0                         | 0.8732                         | 0.0                        | 0.5230                     | 0.5420                               | 0.0                          | nan                          | 0.0                          | 0.4148               | 0.0425                      | 0.0                          | 0.9411                     | 0.7719                  | 0.9528       | 0.0                  | 0.0840                | 0.2431               | 0.0                   | nan           | 0.7064        | 0.8174            | 0.7877             | 0.6132               | 0.2760                   | nan                | 0.3594        | 0.4823           | 0.0             | 0.7859          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4116              | 0.0                 | 0.0                    | 0.6715                    | 0.0                   | 0.3953                | 0.4613                          | 0.0                     | nan                     | 0.0                     | 0.2236          | 0.0425                 | 0.0                     | 0.8241                | 0.6840             | 0.9219  | 0.0             | 0.0790           | 0.1794          | 0.0              |
| 0.3135        | 142.59 | 7700  | 0.5712          | 0.3062   | 0.3709        | 0.8300           | nan                | 0.7952             | 0.8986                 | 0.8100                  | 0.8619                    | 0.3084                        | nan                     | 0.4715             | 0.6006                | 0.0                  | 0.9439               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6837                   | 0.0                      | 0.0                         | 0.8669                         | 0.0                        | 0.5083                     | 0.5475                               | 0.0                          | nan                          | 0.0                          | 0.4053               | 0.0384                      | 0.0                          | 0.9443                     | 0.8124                  | 0.9524       | 0.0                  | 0.1181                | 0.3029               | 0.0                   | nan           | 0.7270        | 0.8042            | 0.7907             | 0.5385               | 0.2877                   | nan                | 0.3610        | 0.4689           | 0.0             | 0.7784          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4431              | 0.0                 | 0.0                    | 0.6764                    | 0.0                   | 0.3905                | 0.4659                          | 0.0                     | nan                     | 0.0                     | 0.2280          | 0.0384                 | 0.0                     | 0.8312                | 0.7224             | 0.9227  | 0.0             | 0.1114           | 0.2117          | 0.0              |
| 0.2985        | 144.44 | 7800  | 0.5705          | 0.3063   | 0.3739        | 0.8331           | nan                | 0.7844             | 0.9061                 | 0.8011                  | 0.8987                    | 0.3105                        | nan                     | 0.4674             | 0.6336                | 0.0                  | 0.9448               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7174                   | 0.0                      | 0.0                         | 0.8645                         | 0.0                        | 0.4836                     | 0.5414                               | 0.0                          | nan                          | 0.0                          | 0.4277               | 0.0445                      | 0.0                          | 0.9390                     | 0.8448                  | 0.9518       | 0.0003               | 0.1004                | 0.3014               | 0.0                   | nan           | 0.7238        | 0.8110            | 0.7871             | 0.5506               | 0.2869                   | nan                | 0.3545        | 0.4901           | 0.0             | 0.7879          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4047              | 0.0                 | 0.0                    | 0.6872                    | 0.0                   | 0.3776                | 0.4572                          | 0.0                     | nan                     | 0.0                     | 0.2263          | 0.0445                 | 0.0                     | 0.8392                | 0.7464             | 0.9226  | 0.0003          | 0.0950           | 0.2101          | 0.0              |
| 0.3083        | 146.3  | 7900  | 0.6255          | 0.3029   | 0.3735        | 0.8173           | nan                | 0.7919             | 0.8576                 | 0.8118                  | 0.9101                    | 0.3017                        | nan                     | 0.4374             | 0.6462                | 0.0                  | 0.9461               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7137                   | 0.0                      | 0.0                         | 0.8706                         | 0.0                        | 0.5111                     | 0.5445                               | 0.0                          | nan                          | 0.0001                       | 0.4282               | 0.0589                      | 0.0                          | 0.9317                     | 0.8537                  | 0.9628       | 0.0000               | 0.1030                | 0.2713               | 0.0                   | nan           | 0.7389        | 0.7675            | 0.7857             | 0.4623               | 0.2774                   | nan                | 0.3477        | 0.4815           | 0.0             | 0.7777          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4220              | 0.0                 | 0.0                    | 0.6797                    | 0.0                   | 0.3926                | 0.4652                          | 0.0                     | nan                     | 0.0001                  | 0.2292          | 0.0588                 | 0.0                     | 0.8421                | 0.7549             | 0.9219  | 0.0000          | 0.0939           | 0.1926          | 0.0              |
| 0.3132        | 148.15 | 8000  | 0.6407          | 0.2987   | 0.3697        | 0.8084           | nan                | 0.8056             | 0.8366                 | 0.8045                  | 0.9187                    | 0.2881                        | nan                     | 0.3901             | 0.6494                | 0.0                  | 0.9456               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7065                   | 0.0                      | 0.0                         | 0.8674                         | 0.0                        | 0.4835                     | 0.5578                               | 0.0                          | nan                          | 0.0                          | 0.4107               | 0.0690                      | 0.0                          | 0.9364                     | 0.8069                  | 0.9579       | 0.0                  | 0.1392                | 0.2549               | 0.0                   | nan           | 0.7400        | 0.7511            | 0.7860             | 0.4288               | 0.2705                   | nan                | 0.3211        | 0.4907           | 0.0             | 0.7845          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4064              | 0.0                 | 0.0                    | 0.6776                    | 0.0                   | 0.3750                | 0.4463                          | 0.0                     | nan                     | 0.0                     | 0.2323          | 0.0689                 | 0.0                     | 0.8346                | 0.7221             | 0.9215  | 0.0             | 0.1189           | 0.1827          | 0.0              |
| 0.3227        | 150.0  | 8100  | 0.6215          | 0.3010   | 0.3747        | 0.8154           | nan                | 0.8072             | 0.8523                 | 0.7987                  | 0.9122                    | 0.3387                        | nan                     | 0.4049             | 0.6521                | 0.0                  | 0.9464               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7268                   | 0.0                      | 0.0                         | 0.8526                         | 0.0                        | 0.5301                     | 0.5632                               | 0.0                          | nan                          | 0.0015                       | 0.4353               | 0.0597                      | 0.0                          | 0.9352                     | 0.8036                  | 0.9574       | 0.0                  | 0.1202                | 0.2916               | 0.0                   | nan           | 0.7319        | 0.7712            | 0.7839             | 0.4639               | 0.3115                   | nan                | 0.3235        | 0.4815           | 0.0             | 0.7813          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.3954              | 0.0                 | 0.0                    | 0.6800                    | 0.0                   | 0.3930                | 0.4522                          | 0.0                     | nan                     | 0.0015                  | 0.2349          | 0.0596                 | 0.0                     | 0.8319                | 0.7106             | 0.9225  | 0.0             | 0.1071           | 0.1947          | 0.0              |
| 0.3041        | 151.85 | 8200  | 0.6365          | 0.2982   | 0.3695        | 0.8091           | nan                | 0.7813             | 0.8516                 | 0.8100                  | 0.9057                    | 0.2989                        | nan                     | 0.4138             | 0.6557                | 0.0                  | 0.9422               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7155                   | 0.0                      | 0.0                         | 0.8717                         | 0.0                        | 0.5273                     | 0.5454                               | 0.0                          | nan                          | 0.0                          | 0.4293               | 0.0595                      | 0.0                          | 0.9354                     | 0.7484                  | 0.9557       | 0.0                  | 0.1301                | 0.2483               | 0.0                   | nan           | 0.7117        | 0.7612            | 0.7891             | 0.4543               | 0.2787                   | nan                | 0.3305        | 0.4950           | 0.0             | 0.7874          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4007              | 0.0                 | 0.0                    | 0.6772                    | 0.0                   | 0.3923                | 0.4632                          | 0.0                     | nan                     | 0.0                     | 0.2342          | 0.0594                 | 0.0                     | 0.8230                | 0.6691             | 0.9227  | 0.0             | 0.1142           | 0.1800          | 0.0              |
| 0.3295        | 153.7  | 8300  | 0.5763          | 0.3064   | 0.3745        | 0.8319           | nan                | 0.8091             | 0.9000                 | 0.8155                  | 0.8927                    | 0.3048                        | nan                     | 0.4385             | 0.6734                | 0.0                  | 0.9391               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7114                   | 0.0                      | 0.0                         | 0.8707                         | 0.0                        | 0.4884                     | 0.5694                               | 0.0                          | nan                          | 0.0032                       | 0.4179               | 0.0581                      | 0.0                          | 0.9385                     | 0.8107                  | 0.9552       | 0.0006               | 0.1316                | 0.2550               | 0.0                   | nan           | 0.7460        | 0.8059            | 0.7926             | 0.5582               | 0.2844                   | nan                | 0.3545        | 0.5009           | 0.0             | 0.7892          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4184              | 0.0                 | 0.0                    | 0.6741                    | 0.0                   | 0.3769                | 0.4455                          | 0.0                     | nan                     | 0.0032                  | 0.2317          | 0.0581                 | 0.0                     | 0.8317                | 0.7120             | 0.9232  | 0.0005          | 0.1162           | 0.1807          | 0.0              |
| 0.3057        | 155.56 | 8400  | 0.6602          | 0.2967   | 0.3669        | 0.8053           | nan                | 0.7862             | 0.8400                 | 0.8012                  | 0.9083                    | 0.2761                        | nan                     | 0.3977             | 0.6548                | 0.0                  | 0.9399               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7262                   | 0.0                      | 0.0                         | 0.8830                         | 0.0                        | 0.4582                     | 0.5390                               | 0.0                          | nan                          | 0.0                          | 0.4382               | 0.0696                      | 0.0                          | 0.9380                     | 0.7676                  | 0.9517       | 0.0                  | 0.1204                | 0.2454               | 0.0                   | nan           | 0.7257        | 0.7493            | 0.7832             | 0.4331               | 0.2603                   | nan                | 0.3344        | 0.4909           | 0.0             | 0.7899          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4164              | 0.0                 | 0.0                    | 0.6631                    | 0.0                   | 0.3619                | 0.4610                          | 0.0                     | nan                     | 0.0                     | 0.2358          | 0.0695                 | 0.0                     | 0.8268                | 0.6858             | 0.9224  | 0.0             | 0.1038           | 0.1798          | 0.0              |
| 0.3152        | 157.41 | 8500  | 0.6195          | 0.2986   | 0.3661        | 0.8115           | nan                | 0.7876             | 0.8570                 | 0.7994                  | 0.8920                    | 0.2891                        | nan                     | 0.4035             | 0.6056                | 0.0                  | 0.9417               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7090                   | 0.0                      | 0.0                         | 0.8719                         | 0.0                        | 0.4959                     | 0.5413                               | 0.0                          | nan                          | 0.0                          | 0.4136               | 0.0566                      | 0.0                          | 0.9414                     | 0.7717                  | 0.9517       | 0.0                  | 0.1198                | 0.2672               | 0.0                   | nan           | 0.7263        | 0.7633            | 0.7814             | 0.4550               | 0.2715                   | nan                | 0.3352        | 0.4721           | 0.0             | 0.7820          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4233              | 0.0                 | 0.0                    | 0.6671                    | 0.0                   | 0.3757                | 0.4677                          | 0.0                     | nan                     | 0.0                     | 0.2407          | 0.0565                 | 0.0                     | 0.8255                | 0.6891             | 0.9216  | 0.0             | 0.1083           | 0.1912          | 0.0              |
| 0.3041        | 159.26 | 8600  | 0.5761          | 0.3071   | 0.3735        | 0.8297           | nan                | 0.8077             | 0.8910                 | 0.8053                  | 0.8839                    | 0.3353                        | nan                     | 0.4603             | 0.6015                | 0.0                  | 0.9489               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6966                   | 0.0                      | 0.0                         | 0.8701                         | 0.0                        | 0.4933                     | 0.5427                               | 0.0                          | nan                          | 0.0082                       | 0.4481               | 0.0761                      | 0.0                          | 0.9301                     | 0.8454                  | 0.9544       | 0.0005               | 0.1062                | 0.2469               | 0.0                   | nan           | 0.7406        | 0.7982            | 0.7855             | 0.5184               | 0.3024                   | nan                | 0.3652        | 0.4669           | 0.0             | 0.7807          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4413              | 0.0                 | 0.0                    | 0.6853                    | 0.0                   | 0.3815                | 0.4553                          | 0.0                     | nan                     | 0.0082                  | 0.2312          | 0.0759                 | 0.0                     | 0.8414                | 0.7507             | 0.9229  | 0.0005          | 0.0961           | 0.1775          | 0.0              |
| 0.3185        | 161.11 | 8700  | 0.5760          | 0.3058   | 0.3698        | 0.8296           | nan                | 0.8094             | 0.8946                 | 0.7956                  | 0.8887                    | 0.2897                        | nan                     | 0.4223             | 0.5895                | 0.0                  | 0.9357               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6889                   | 0.0                      | 0.0                         | 0.8908                         | 0.0                        | 0.4640                     | 0.5538                               | 0.0                          | nan                          | 0.0                          | 0.4239               | 0.0692                      | 0.0                          | 0.9305                     | 0.8418                  | 0.9519       | 0.0001               | 0.1431                | 0.2510               | 0.0                   | nan           | 0.7455        | 0.7997            | 0.7789             | 0.5321               | 0.2717                   | nan                | 0.3473        | 0.4756           | 0.0             | 0.8013          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4311              | 0.0                 | 0.0                    | 0.6576                    | 0.0                   | 0.3605                | 0.4511                          | 0.0                     | nan                     | 0.0                     | 0.2412          | 0.0691                 | 0.0                     | 0.8410                | 0.7459             | 0.9223  | 0.0001          | 0.1284           | 0.1839          | 0.0              |
| 0.2908        | 162.96 | 8800  | 0.5655          | 0.3075   | 0.3717        | 0.8316           | nan                | 0.8548             | 0.8841                 | 0.7997                  | 0.8745                    | 0.3118                        | nan                     | 0.4610             | 0.6024                | 0.0                  | 0.9410               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6931                   | 0.0                      | 0.0                         | 0.8861                         | 0.0                        | 0.4534                     | 0.5383                               | 0.0                          | nan                          | 0.0015                       | 0.4266               | 0.0689                      | 0.0                          | 0.9366                     | 0.8053                  | 0.9554       | 0.0                  | 0.1346                | 0.2641               | 0.0                   | nan           | 0.7595        | 0.8021            | 0.7817             | 0.5396               | 0.2919                   | nan                | 0.3717        | 0.4720           | 0.0             | 0.7905          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4462              | 0.0                 | 0.0                    | 0.6634                    | 0.0                   | 0.3562                | 0.4639                          | 0.0                     | nan                     | 0.0015                  | 0.2393          | 0.0688                 | 0.0                     | 0.8346                | 0.7212             | 0.9232  | 0.0             | 0.1193           | 0.1923          | 0.0              |
| 0.3137        | 164.81 | 8900  | 0.5829          | 0.3094   | 0.3784        | 0.8279           | nan                | 0.8476             | 0.8674                 | 0.8118                  | 0.9018                    | 0.3237                        | nan                     | 0.4801             | 0.6610                | 0.0                  | 0.9387               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6851                   | 0.0                      | 0.0                         | 0.8696                         | 0.0                        | 0.5109                     | 0.5681                               | 0.0                          | nan                          | 0.0260                       | 0.4276               | 0.0709                      | 0.0                          | 0.9330                     | 0.8416                  | 0.9554       | 0.0012               | 0.1333                | 0.2547               | 0.0                   | nan           | 0.7562        | 0.7893            | 0.7902             | 0.5123               | 0.3055                   | nan                | 0.3768        | 0.4921           | 0.0             | 0.7978          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4472              | 0.0                 | 0.0                    | 0.6754                    | 0.0                   | 0.3867                | 0.4408                          | 0.0                     | nan                     | 0.0260                  | 0.2316          | 0.0708                 | 0.0                     | 0.8396                | 0.7418             | 0.9237  | 0.0010          | 0.1173           | 0.1797          | 0.0              |
| 0.3219        | 166.67 | 9000  | 0.5812          | 0.3065   | 0.3750        | 0.8278           | nan                | 0.8354             | 0.8788                 | 0.8041                  | 0.8834                    | 0.2990                        | nan                     | 0.4594             | 0.6655                | 0.0                  | 0.9395               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6980                   | 0.0                      | 0.0                         | 0.8601                         | 0.0                        | 0.5069                     | 0.5685                               | 0.0                          | nan                          | 0.0113                       | 0.4156               | 0.0664                      | 0.0                          | 0.9440                     | 0.8108                  | 0.9521       | 0.0001               | 0.1291                | 0.2716               | 0.0                   | nan           | 0.7565        | 0.7902            | 0.7828             | 0.5219               | 0.2845                   | nan                | 0.3688        | 0.4922           | 0.0             | 0.7966          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4240              | 0.0                 | 0.0                    | 0.6768                    | 0.0                   | 0.3877                | 0.4481                          | 0.0                     | nan                     | 0.0113                  | 0.2327          | 0.0664                 | 0.0                     | 0.8308                | 0.7154             | 0.9230  | 0.0001          | 0.1124           | 0.1869          | 0.0              |
| 0.3181        | 168.52 | 9100  | 0.5632          | 0.3112   | 0.3765        | 0.8367           | nan                | 0.8125             | 0.9072                 | 0.8124                  | 0.8963                    | 0.3044                        | nan                     | 0.4647             | 0.6697                | 0.0                  | 0.9359               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6879                   | 0.0                      | 0.0                         | 0.8771                         | 0.0                        | 0.5085                     | 0.5560                               | 0.0                          | nan                          | 0.0039                       | 0.4244               | 0.0703                      | 0.0                          | 0.9367                     | 0.8280                  | 0.9532       | 0.0                  | 0.1309                | 0.2672               | 0.0                   | nan           | 0.7474        | 0.8113            | 0.7892             | 0.5707               | 0.2882                   | nan                | 0.3704        | 0.5031           | 0.0             | 0.7988          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4314              | 0.0                 | 0.0                    | 0.6778                    | 0.0                   | 0.3900                | 0.4604                          | 0.0                     | nan                     | 0.0039                  | 0.2372          | 0.0702                 | 0.0                     | 0.8390                | 0.7407             | 0.9234  | 0.0             | 0.1173           | 0.1872          | 0.0              |
| 0.3009        | 170.37 | 9200  | 0.5671          | 0.3095   | 0.3743        | 0.8326           | nan                | 0.7939             | 0.9018                 | 0.7926                  | 0.8902                    | 0.3160                        | nan                     | 0.4603             | 0.6415                | 0.0                  | 0.9414               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6804                   | 0.0                      | 0.0                         | 0.8815                         | 0.0                        | 0.4974                     | 0.5528                               | 0.0                          | nan                          | 0.0000                       | 0.4233               | 0.0749                      | 0.0                          | 0.9339                     | 0.8322                  | 0.9566       | 0.0                  | 0.1296                | 0.2770               | 0.0                   | nan           | 0.7279        | 0.8041            | 0.7736             | 0.5652               | 0.2951                   | nan                | 0.3698        | 0.4960           | 0.0             | 0.7938          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4395              | 0.0                 | 0.0                    | 0.6714                    | 0.0                   | 0.3837                | 0.4627                          | 0.0                     | nan                     | 0.0000                  | 0.2368          | 0.0747                 | 0.0                     | 0.8379                | 0.7389             | 0.9235  | 0.0             | 0.1161           | 0.1946          | 0.0              |
| 0.2873        | 172.22 | 9300  | 0.6113          | 0.3047   | 0.3720        | 0.8176           | nan                | 0.8107             | 0.8536                 | 0.7603                  | 0.8949                    | 0.3232                        | nan                     | 0.4761             | 0.6422                | 0.0                  | 0.9415               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6799                   | 0.0                      | 0.0                         | 0.8720                         | 0.0                        | 0.5023                     | 0.5457                               | 0.0                          | nan                          | 0.0034                       | 0.4146               | 0.0717                      | 0.0                          | 0.9439                     | 0.8035                  | 0.9521       | 0.0                  | 0.1299                | 0.2839               | 0.0                   | nan           | 0.7355        | 0.7675            | 0.7422             | 0.4826               | 0.3027                   | nan                | 0.3715        | 0.4933           | 0.0             | 0.7896          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4421              | 0.0                 | 0.0                    | 0.6666                    | 0.0                   | 0.3881                | 0.4723                          | 0.0                     | nan                     | 0.0034                  | 0.2350          | 0.0716                 | 0.0                     | 0.8305                | 0.7183             | 0.9229  | 0.0             | 0.1152           | 0.1992          | 0.0              |
| 0.2856        | 174.07 | 9400  | 0.6091          | 0.3045   | 0.3713        | 0.8183           | nan                | 0.8177             | 0.8508                 | 0.7884                  | 0.9070                    | 0.3274                        | nan                     | 0.4412             | 0.5971                | 0.0                  | 0.9437               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6904                   | 0.0                      | 0.0                         | 0.8760                         | 0.0                        | 0.5037                     | 0.5471                               | 0.0                          | nan                          | 0.0023                       | 0.4093               | 0.0729                      | 0.0                          | 0.9395                     | 0.8289                  | 0.9513       | 0.0000               | 0.1123                | 0.2745               | 0.0                   | nan           | 0.7401        | 0.7694            | 0.7705             | 0.4745               | 0.3070                   | nan                | 0.3570        | 0.4797           | 0.0             | 0.7901          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4370              | 0.0                 | 0.0                    | 0.6642                    | 0.0                   | 0.3879                | 0.4663                          | 0.0                     | nan                     | 0.0023                  | 0.2356          | 0.0728                 | 0.0                     | 0.8358                | 0.7333             | 0.9230  | 0.0000          | 0.1034           | 0.1937          | 0.0              |
| 0.2803        | 175.93 | 9500  | 0.6404          | 0.3009   | 0.3704        | 0.8084           | nan                | 0.8365             | 0.8208                 | 0.7833                  | 0.9062                    | 0.3050                        | nan                     | 0.4405             | 0.6203                | 0.0                  | 0.9443               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6940                   | 0.0                      | 0.0                         | 0.8667                         | 0.0                        | 0.5055                     | 0.5494                               | 0.0                          | nan                          | 0.0084                       | 0.4148               | 0.0772                      | 0.0                          | 0.9424                     | 0.8074                  | 0.9551       | 0.0001               | 0.1077                | 0.2664               | 0.0                   | nan           | 0.7454        | 0.7459            | 0.7680             | 0.4316               | 0.2897                   | nan                | 0.3571        | 0.4866           | 0.0             | 0.7930          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4255              | 0.0                 | 0.0                    | 0.6652                    | 0.0                   | 0.3877                | 0.4601                          | 0.0                     | nan                     | 0.0084                  | 0.2306          | 0.0771                 | 0.0                     | 0.8314                | 0.7178             | 0.9235  | 0.0001          | 0.0969           | 0.1889          | 0.0              |
| 0.2924        | 177.78 | 9600  | 0.6156          | 0.3045   | 0.3723        | 0.8156           | nan                | 0.8293             | 0.8420                 | 0.8051                  | 0.8964                    | 0.3365                        | nan                     | 0.4651             | 0.6281                | 0.0                  | 0.9443               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.6806                   | 0.0                      | 0.0                         | 0.8777                         | 0.0                        | 0.4957                     | 0.5434                               | 0.0                          | nan                          | 0.0043                       | 0.4293               | 0.0774                      | 0.0                          | 0.9387                     | 0.7942                  | 0.9562       | 0.0                  | 0.1178                | 0.2514               | 0.0                   | nan           | 0.7508        | 0.7606            | 0.7848             | 0.4617               | 0.3134                   | nan                | 0.3712        | 0.4903           | 0.0             | 0.7912          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4384              | 0.0                 | 0.0                    | 0.6666                    | 0.0                   | 0.3850                | 0.4648                          | 0.0                     | nan                     | 0.0043                  | 0.2308          | 0.0773                 | 0.0                     | 0.8320                | 0.7126             | 0.9232  | 0.0             | 0.1028           | 0.1836          | 0.0              |
| 0.2911        | 179.63 | 9700  | 0.6039          | 0.3051   | 0.3743        | 0.8197           | nan                | 0.8161             | 0.8573                 | 0.8009                  | 0.9013                    | 0.3091                        | nan                     | 0.4597             | 0.6407                | 0.0                  | 0.9406               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7191                   | 0.0                      | 0.0                         | 0.8787                         | 0.0                        | 0.5007                     | 0.5561                               | 0.0                          | nan                          | 0.0046                       | 0.4187               | 0.0825                      | 0.0                          | 0.9325                     | 0.8335                  | 0.9578       | 0.0000               | 0.1036                | 0.2642               | 0.0                   | nan           | 0.7434        | 0.7687            | 0.7825             | 0.4751               | 0.2917                   | nan                | 0.3667        | 0.4994           | 0.0             | 0.7998          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4127              | 0.0                 | 0.0                    | 0.6761                    | 0.0                   | 0.3878                | 0.4561                          | 0.0                     | nan                     | 0.0046                  | 0.2352          | 0.0823                 | 0.0                     | 0.8393                | 0.7401             | 0.9235  | 0.0000          | 0.0883           | 0.1885          | 0.0              |
| 0.3093        | 181.48 | 9800  | 0.6244          | 0.3021   | 0.3707        | 0.8132           | nan                | 0.8240             | 0.8367                 | 0.7819                  | 0.9031                    | 0.3158                        | nan                     | 0.4523             | 0.6336                | 0.0                  | 0.9419               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7047                   | 0.0                      | 0.0                         | 0.8782                         | 0.0                        | 0.5024                     | 0.5478                               | 0.0                          | nan                          | 0.0                          | 0.4039               | 0.0761                      | 0.0                          | 0.9422                     | 0.8036                  | 0.9524       | 0.0                  | 0.0992                | 0.2629               | 0.0                   | nan           | 0.7414        | 0.7575            | 0.7666             | 0.4537               | 0.2990                   | nan                | 0.3642        | 0.4913           | 0.0             | 0.7906          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4261              | 0.0                 | 0.0                    | 0.6655                    | 0.0                   | 0.3892                | 0.4639                          | 0.0                     | nan                     | 0.0                     | 0.2339          | 0.0760                 | 0.0                     | 0.8311                | 0.7168             | 0.9226  | 0.0             | 0.0873           | 0.1892          | 0.0              |
| 0.3194        | 183.33 | 9900  | 0.6384          | 0.3015   | 0.3707        | 0.8106           | nan                | 0.8269             | 0.8295                 | 0.7809                  | 0.9036                    | 0.3169                        | nan                     | 0.4373             | 0.6407                | 0.0                  | 0.9394               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7004                   | 0.0                      | 0.0                         | 0.8774                         | 0.0                        | 0.4936                     | 0.5511                               | 0.0                          | nan                          | 0.0004                       | 0.4210               | 0.0726                      | 0.0                          | 0.9434                     | 0.8072                  | 0.9462       | 0.0                  | 0.1149                | 0.2605               | 0.0                   | nan           | 0.7423        | 0.7508            | 0.7639             | 0.4418               | 0.2988                   | nan                | 0.3584        | 0.4963           | 0.0             | 0.7976          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4212              | 0.0                 | 0.0                    | 0.6662                    | 0.0                   | 0.3830                | 0.4618                          | 0.0                     | nan                     | 0.0004                  | 0.2347          | 0.0725                 | 0.0                     | 0.8311                | 0.7208             | 0.9214  | 0.0             | 0.0993           | 0.1875          | 0.0              |
| 0.3174        | 185.19 | 10000 | 0.6350          | 0.3022   | 0.3724        | 0.8117           | nan                | 0.8240             | 0.8308                 | 0.7789                  | 0.9052                    | 0.3152                        | nan                     | 0.4703             | 0.6444                | 0.0                  | 0.9424               | 0.0                    | 0.0                  | 0.0                        | 0.0                         | 0.7116                   | 0.0                      | 0.0                         | 0.8716                         | 0.0                        | 0.4736                     | 0.5408                               | 0.0                          | nan                          | 0.0048                       | 0.4202               | 0.0754                      | 0.0                          | 0.9437                     | 0.8196                  | 0.9525       | 0.0                  | 0.1041                | 0.2872               | 0.0                   | nan           | 0.7413        | 0.7520            | 0.7629             | 0.4453               | 0.2976                   | nan                | 0.3701        | 0.4953           | 0.0             | 0.7962          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.4152              | 0.0                 | 0.0                    | 0.6712                    | 0.0                   | 0.3749                | 0.4613                          | 0.0                     | nan                     | 0.0048                  | 0.2337          | 0.0753                 | 0.0                     | 0.8324                | 0.7277             | 0.9234  | 0.0             | 0.0913           | 0.1997          | 0.0              |


### Framework versions

- Transformers 4.19.0.dev0
- Pytorch 1.11.0+cu113
- Datasets 2.0.0
- Tokenizers 0.11.6

{"license": "apache-2.0", "tags": ["image-segmentation", "vision", "generated_from_trainer"], "base_model": "nvidia/mit-b0", "model-index": [{"name": "segformer-finetuned-sidewalk-50-epochs", "results": []}]}
transformers pytorch tensorboard segformer image-segmentation vision generated_from_trainer base_model:nvidia/mit-b0 license:apache-2.0 endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #segformer #image-segmentation #vision #generated_from_trainer #base_model-nvidia/mit-b0 #license-apache-2.0 #endpoints_compatible #region-us 

segformer-finetuned-sidewalk-50-epochs
======================================


This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:


* Loss: 0.6350
* Mean Iou: 0.3022
* Mean Accuracy: 0.3724
* Overall Accuracy: 0.8117
* Accuracy Unlabeled: nan
* Accuracy Flat-road: 0.8240
* Accuracy Flat-sidewalk: 0.8308
* Accuracy Flat-crosswalk: 0.7789
* Accuracy Flat-cyclinglane: 0.9052
* Accuracy Flat-parkingdriveway: 0.3152
* Accuracy Flat-railtrack: nan
* Accuracy Flat-curb: 0.4703
* Accuracy Human-person: 0.6444
* Accuracy Human-rider: 0.0
* Accuracy Vehicle-car: 0.9424
* Accuracy Vehicle-truck: 0.0
* Accuracy Vehicle-bus: 0.0
* Accuracy Vehicle-tramtrain: 0.0
* Accuracy Vehicle-motorcycle: 0.0
* Accuracy Vehicle-bicycle: 0.7116
* Accuracy Vehicle-caravan: 0.0
* Accuracy Vehicle-cartrailer: 0.0
* Accuracy Construction-building: 0.8716
* Accuracy Construction-door: 0.0
* Accuracy Construction-wall: 0.4736
* Accuracy Construction-fenceguardrail: 0.5408
* Accuracy Construction-bridge: 0.0
* Accuracy Construction-tunnel: nan
* Accuracy Construction-stairs: 0.0048
* Accuracy Object-pole: 0.4202
* Accuracy Object-trafficsign: 0.0754
* Accuracy Object-trafficlight: 0.0
* Accuracy Nature-vegetation: 0.9437
* Accuracy Nature-terrain: 0.8196
* Accuracy Sky: 0.9525
* Accuracy Void-ground: 0.0
* Accuracy Void-dynamic: 0.1041
* Accuracy Void-static: 0.2872
* Accuracy Void-unclear: 0.0
* Iou Unlabeled: nan
* Iou Flat-road: 0.7413
* Iou Flat-sidewalk: 0.7520
* Iou Flat-crosswalk: 0.7629
* Iou Flat-cyclinglane: 0.4453
* Iou Flat-parkingdriveway: 0.2976
* Iou Flat-railtrack: nan
* Iou Flat-curb: 0.3701
* Iou Human-person: 0.4953
* Iou Human-rider: 0.0
* Iou Vehicle-car: 0.7962
* Iou Vehicle-truck: 0.0
* Iou Vehicle-bus: 0.0
* Iou Vehicle-tramtrain: 0.0
* Iou Vehicle-motorcycle: 0.0
* Iou Vehicle-bicycle: 0.4152
* Iou Vehicle-caravan: 0.0
* Iou Vehicle-cartrailer: 0.0
* Iou Construction-building: 0.6712
* Iou Construction-door: 0.0
* Iou Construction-wall: 0.3749
* Iou Construction-fenceguardrail: 0.4613
* Iou Construction-bridge: 0.0
* Iou Construction-tunnel: nan
* Iou Construction-stairs: 0.0048
* Iou Object-pole: 0.2337
* Iou Object-trafficsign: 0.0753
* Iou Object-trafficlight: 0.0
* Iou Nature-vegetation: 0.8324
* Iou Nature-terrain: 0.7277
* Iou Sky: 0.9234
* Iou Void-ground: 0.0
* Iou Void-dynamic: 0.0913
* Iou Void-static: 0.1997
* 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: polynomial
* training\_steps: 10000


### Training results



### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.0.0
* Tokenizers 0.11.6



### 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: polynomial
* training\_steps: 10000 ### Training results ### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.0.0
* Tokenizers 0.11.6
TAGS
#transformers #pytorch #tensorboard #segformer #image-segmentation #vision #generated_from_trainer #base_model-nvidia/mit-b0 #license-apache-2.0 #endpoints_compatible #region-us 
 ### 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: polynomial
* training\_steps: 10000 ### Training results ### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.0.0
* Tokenizers 0.11.6
passage: TAGS
#transformers #pytorch #tensorboard #segformer #image-segmentation #vision #generated_from_trainer #base_model-nvidia/mit-b0 #license-apache-2.0 #endpoints_compatible #region-us 
### 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: polynomial
* training\_steps: 10000### Training results### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.0.0
* Tokenizers 0.11.6