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# segformer-finetuned-sidewalk-10k-steps

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: 0.6468
- Mean Iou: 0.2931
- Mean Accuracy: 0.3665
- Overall Accuracy: 0.8121
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.6505
- Accuracy Flat-sidewalk: 0.9345
- Accuracy Flat-crosswalk: 0.9011
- Accuracy Flat-cyclinglane: 0.7895
- Accuracy Flat-parkingdriveway: 0.2382
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.4519
- Accuracy Human-person: 0.5536
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9509
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.7507
- Accuracy Vehicle-caravan: nan
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8681
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.6107
- Accuracy Construction-fenceguardrail: 0.3192
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.5156
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9183
- Accuracy Nature-terrain: 0.8478
- Accuracy Sky: 0.9246
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.1083
- Accuracy Void-static: 0.3940
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.5472
- Iou Flat-sidewalk: 0.8329
- Iou Flat-crosswalk: 0.7961
- Iou Flat-cyclinglane: 0.5266
- Iou Flat-parkingdriveway: 0.2013
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.2863
- Iou Human-person: 0.3887
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7872
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.4759
- Iou Vehicle-caravan: nan
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6992
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3924
- Iou Construction-fenceguardrail: 0.2614
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.3413
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8182
- Iou Nature-terrain: 0.7517
- Iou Sky: 0.8855
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0963
- Iou Void-static: 0.2896
- 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: 8
- eval_batch_size: 8
- seed: 1337
- 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  | Accuracy Construction-bridge | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-fenceguardrail | Accuracy Construction-stairs | Accuracy Construction-tunnel | Accuracy Construction-wall | Accuracy Flat-crosswalk | Accuracy Flat-curb | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Human-person | Accuracy Human-rider | Accuracy Nature-terrain | Accuracy Nature-vegetation | Accuracy Object-pole | Accuracy Object-trafficlight | Accuracy Object-trafficsign | Accuracy Sky | Accuracy Unlabeled | Accuracy Vehicle-bicycle | Accuracy Vehicle-bus | Accuracy Vehicle-car | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Vehicle-motorcycle | Accuracy Vehicle-tramtrain | Accuracy Vehicle-truck | Accuracy Void-dynamic | Accuracy Void-ground | Accuracy Void-static | Accuracy Void-unclear | Iou Construction-bridge | Iou Construction-building | Iou Construction-door | Iou Construction-fenceguardrail | Iou Construction-stairs | Iou Construction-tunnel | Iou Construction-wall | Iou Flat-crosswalk | Iou Flat-curb | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-road | Iou Flat-sidewalk | Iou Human-person | Iou Human-rider | Iou Nature-terrain | Iou Nature-vegetation | Iou Object-pole | Iou Object-trafficlight | Iou Object-trafficsign | Iou Sky | Iou Unlabeled | Iou Vehicle-bicycle | Iou Vehicle-bus | Iou Vehicle-car | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Vehicle-motorcycle | Iou Vehicle-tramtrain | Iou Vehicle-truck | Iou Void-dynamic | Iou Void-ground | Iou Void-static | Iou Void-unclear | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy |
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| 2.5227        | 1.0   | 107   | 0.0                          | 0.8334                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0000                     | 0.0                     | 0.0                | 0.0416                    | 0.0001                        | nan                     | 0.5390             | 0.9293                 | 0.0                   | 0.0                  | 0.2834                  | 0.9261                     | 0.0                  | 0.0                          | 0.0                         | 0.5133       | nan                | 0.0                      | 0.0                  | 0.8875               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0                  | 0.0                   | 0.0                     | 0.4909                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0000                | 0.0                | 0.0           | 0.0411               | 0.0001                   | nan                | 0.3808        | 0.7051            | 0.0              | 0.0             | 0.2534             | 0.5904                | 0.0             | 0.0                     | 0.0                    | 0.5116  | nan           | 0.0                 | 0.0             | 0.5403          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0             | 0.0              | 1.7749          | 0.1548        | 0.1098   | 0.6606           |
| 1.7544        | 2.0   | 214   | 0.0                          | 0.8141                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0024                     | 0.0                     | 0.0                | 0.2967                    | 0.0009                        | nan                     | 0.6039             | 0.9275                 | 0.0                   | 0.0                  | 0.8832                  | 0.8157                     | 0.0                  | 0.0                          | 0.0                         | 0.7111       | nan                | 0.0                      | 0.0                  | 0.9009               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0                  | 0.0                   | 0.0                     | 0.5356                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0024                | 0.0                | 0.0           | 0.2702               | 0.0009                   | nan                | 0.4296        | 0.7139            | 0.0              | 0.0             | 0.5124             | 0.6367                | 0.0             | 0.0                     | 0.0                    | 0.7016  | nan           | 0.0                 | 0.0             | 0.5653          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0             | 0.0              | 1.4883          | 0.1861        | 0.1365   | 0.6975           |
| 1.523         | 3.0   | 321   | 0.0                          | 0.8975                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0009                     | 0.0                     | 0.0003             | 0.5309                    | 0.0063                        | nan                     | 0.4954             | 0.9432                 | 0.0                   | 0.0                  | 0.8476                  | 0.8378                     | 0.0                  | 0.0                          | 0.0                         | 0.7705       | nan                | 0.0                      | 0.0                  | 0.8567               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0                  | 0.0                   | 0.0                     | 0.5155                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0009                | 0.0                | 0.0003        | 0.4164               | 0.0062                   | nan                | 0.4161        | 0.7219            | 0.0              | 0.0             | 0.5408             | 0.6765                | 0.0             | 0.0                     | 0.0                    | 0.7594  | nan           | 0.0                 | 0.0             | 0.6132          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0             | 0.0              | 1.2403          | 0.1934        | 0.1459   | 0.7123           |
| 1.2744        | 4.0   | 428   | 0.0                          | 0.8602                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0009                     | 0.0                     | 0.0015             | 0.4753                    | 0.0069                        | nan                     | 0.3731             | 0.9792                 | 0.0                   | 0.0                  | 0.7062                  | 0.8948                     | 0.0                  | 0.0                          | 0.0                         | 0.7488       | nan                | 0.0                      | 0.0                  | 0.8857               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0                  | 0.0                   | 0.0                     | 0.5565                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0009                | 0.0                | 0.0015        | 0.4431               | 0.0068                   | nan                | 0.3413        | 0.6728            | 0.0              | 0.0             | 0.5473             | 0.6788                | 0.0             | 0.0                     | 0.0                    | 0.7389  | nan           | 0.0                 | 0.0             | 0.6552          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0             | 0.0              | 1.1870          | 0.1854        | 0.1451   | 0.7068           |
| 1.1579        | 5.0   | 535   | 0.0                          | 0.7388                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0008                     | 0.0                     | 0.0040             | 0.6937                    | 0.0681                        | nan                     | 0.5908             | 0.9639                 | 0.0                   | 0.0                  | 0.5152                  | 0.9429                     | 0.0                  | 0.0                          | 0.0                         | 0.8365       | nan                | 0.0                      | 0.0                  | 0.9525               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0                  | 0.0                   | 0.0                     | 0.5687                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0008                | 0.0                | 0.0039        | 0.5783               | 0.0606                   | nan                | 0.4884        | 0.7434            | 0.0              | 0.0             | 0.4397             | 0.6660                | 0.0             | 0.0                     | 0.0                    | 0.8076  | nan           | 0.0                 | 0.0             | 0.5868          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0             | 0.0              | 1.0435          | 0.1971        | 0.1545   | 0.7340           |
| 1.0928        | 6.0   | 642   | 0.0                          | 0.8126                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0127                     | 0.1193                  | 0.0326             | 0.7981                    | 0.1432                        | nan                     | 0.6767             | 0.9152                 | 0.0                   | 0.0                  | 0.8393                  | 0.8990                     | 0.0115               | 0.0                          | 0.0                         | 0.8664       | nan                | 0.0                      | 0.0                  | 0.9427               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0048               | 0.0                   | 0.0                     | 0.6031                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0126                | 0.1193             | 0.0298        | 0.6282               | 0.1206                   | nan                | 0.5205        | 0.7688            | 0.0              | 0.0             | 0.6037             | 0.6827                | 0.0113          | 0.0                     | 0.0                    | 0.8312  | nan           | 0.0                 | 0.0             | 0.5963          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0047          | 0.0              | 0.9777          | 0.2211        | 0.1729   | 0.7531           |
| 1.0371        | 7.0   | 749   | 0.0                          | 0.8108                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0145                     | 0.2878                  | 0.0499             | 0.7673                    | 0.1179                        | nan                     | 0.5506             | 0.9510                 | 0.0                   | 0.0                  | 0.8458                  | 0.8788                     | 0.0158               | 0.0                          | 0.0                         | 0.8125       | nan                | 0.0                      | 0.0                  | 0.9351               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0032               | 0.0                   | 0.0                     | 0.5687                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0143                | 0.2871             | 0.0416        | 0.5650               | 0.1067                   | nan                | 0.4769        | 0.7722            | 0.0              | 0.0             | 0.5986             | 0.6729                | 0.0154          | 0.0                     | 0.0                    | 0.7949  | nan           | 0.0                 | 0.0             | 0.5910          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0032          | 0.0              | 0.9290          | 0.2200        | 0.1722   | 0.7457           |
| 0.9645        | 8.0   | 856   | 0.0                          | 0.8913                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0530                     | 0.3879                  | 0.1304             | 0.8027                    | 0.1244                        | nan                     | 0.5733             | 0.9459                 | 0.0                   | 0.0                  | 0.8434                  | 0.8598                     | 0.1344               | 0.0                          | 0.0                         | 0.8596       | nan                | 0.0                      | 0.0                  | 0.9192               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0196               | 0.0                   | 0.0                     | 0.5899                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0518                | 0.3362             | 0.0872        | 0.6482               | 0.1137                   | nan                | 0.4887        | 0.7610            | 0.0              | 0.0             | 0.6153             | 0.7148                | 0.1144          | 0.0                     | 0.0                    | 0.8278  | nan           | 0.0                 | 0.0             | 0.6957          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0192          | 0.0              | 0.8855          | 0.2358        | 0.1895   | 0.7593           |
| 0.9171        | 9.0   | 963   | 0.0                          | 0.8681                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.2267                     | 0.2895                  | 0.1798             | 0.7741                    | 0.2153                        | nan                     | 0.6580             | 0.9264                 | 0.0009                | 0.0                  | 0.7788                  | 0.8887                     | 0.1800               | 0.0                          | 0.0                         | 0.8648       | nan                | 0.0                      | 0.0                  | 0.9422               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0689               | 0.0                   | 0.0                     | 0.6112                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.2013                | 0.2859             | 0.1173        | 0.6393               | 0.1769                   | nan                | 0.5251        | 0.7761            | 0.0009           | 0.0             | 0.6220             | 0.7328                | 0.1391          | 0.0                     | 0.0                    | 0.8329  | nan           | 0.0                 | 0.0             | 0.6550          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0622          | 0.0              | 0.8439          | 0.2457        | 0.1993   | 0.7676           |
| 0.8373        | 10.0  | 1070  | 0.0                          | 0.8391                         | 0.0                        | 0.0000                               | 0.0                          | nan                          | 0.4409                     | 0.3294                  | 0.1364             | 0.7858                    | 0.1023                        | nan                     | 0.6096             | 0.9644                 | 0.0756                | 0.0                  | 0.6853                  | 0.8993                     | 0.1614               | 0.0                          | 0.0                         | 0.8876       | nan                | 0.0                      | 0.0                  | 0.9315               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0874               | 0.0                   | 0.0                     | 0.6203                    | 0.0                   | 0.0000                          | 0.0                     | nan                     | 0.2914                | 0.3283             | 0.1050        | 0.6096               | 0.0951                   | nan                | 0.5427        | 0.7678            | 0.0740           | 0.0             | 0.5665             | 0.7403                | 0.1321          | 0.0                     | 0.0                    | 0.8500  | nan           | 0.0                 | 0.0             | 0.6756          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0767          | 0.0              | 0.8317          | 0.2480        | 0.2024   | 0.7710           |
| 0.8375        | 11.0  | 1177  | 0.0                          | 0.8248                         | 0.0                        | 0.0000                               | 0.0                          | nan                          | 0.3739                     | 0.3951                  | 0.2834             | 0.7626                    | 0.1777                        | nan                     | 0.4734             | 0.9515                 | 0.1276                | 0.0                  | 0.7447                  | 0.9010                     | 0.1872               | 0.0                          | 0.0                         | 0.9018       | nan                | 0.0                      | 0.0                  | 0.9378               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.0591               | 0.0                   | 0.0                     | 0.6017                    | 0.0                   | 0.0000                          | 0.0                     | nan                     | 0.2379                | 0.3570             | 0.1503        | 0.6432               | 0.1533                   | nan                | 0.4411        | 0.7743            | 0.1234           | 0.0             | 0.5987             | 0.7041                | 0.1362          | 0.0                     | 0.0                    | 0.8576  | nan           | 0.0                 | 0.0             | 0.6553          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0518          | 0.0              | 0.8539          | 0.2532        | 0.2027   | 0.7577           |
| 0.8014        | 12.0  | 1284  | 0.0                          | 0.8213                         | 0.0                        | 0.0002                               | 0.0                          | nan                          | 0.4219                     | 0.5045                  | 0.3125             | 0.8556                    | 0.2246                        | nan                     | 0.6546             | 0.8896                 | 0.2522                | 0.0                  | 0.7563                  | 0.9184                     | 0.2091               | 0.0                          | 0.0                         | 0.8852       | nan                | 0.0                      | 0.0                  | 0.9338               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.1150               | 0.0                   | 0.0                     | 0.6244                    | 0.0                   | 0.0002                          | 0.0                     | nan                     | 0.2819                | 0.4181             | 0.1371        | 0.5936               | 0.1892                   | nan                | 0.5497        | 0.7848            | 0.2332           | 0.0             | 0.6418             | 0.7339                | 0.1582          | 0.0                     | 0.0                    | 0.8537  | nan           | 0.0                 | 0.0             | 0.6887          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.0936          | 0.0              | 0.7821          | 0.2736        | 0.2182   | 0.7698           |
| 0.7598        | 13.0  | 1391  | 0.0                          | 0.7520                         | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.5035                     | 0.5241                  | 0.2865             | 0.8708                    | 0.1666                        | nan                     | 0.6404             | 0.8870                 | 0.2805                | 0.0                  | 0.7662                  | 0.9230                     | 0.3694               | 0.0                          | 0.0                         | 0.8932       | nan                | 0.0                      | 0.0                  | 0.9492               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.2009               | 0.0                   | 0.0                     | 0.6246                    | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.3111                | 0.4894             | 0.1504        | 0.5451               | 0.1555                   | nan                | 0.5227        | 0.7890            | 0.2569           | 0.0             | 0.6171             | 0.7275                | 0.1555          | 0.0                     | 0.0                    | 0.8569  | nan           | 0.0                 | 0.0             | 0.6889          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.1265          | 0.0              | 0.7959          | 0.2817        | 0.2193   | 0.7653           |
| 0.7333        | 14.0  | 1498  | 0.0                          | 0.7852                         | 0.0                        | 0.0005                               | 0.0                          | nan                          | 0.6099                     | 0.5852                  | 0.3890             | 0.8211                    | 0.2961                        | nan                     | 0.6321             | 0.9313                 | 0.3684                | 0.0                  | 0.6342                  | 0.9311                     | 0.2435               | 0.0                          | 0.0                         | 0.8845       | nan                | 0.0                      | 0.0                  | 0.9298               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.1712               | 0.0                   | 0.0                     | 0.6312                    | 0.0                   | 0.0005                          | 0.0                     | nan                     | 0.2920                | 0.4813             | 0.1830        | 0.6730               | 0.2504                   | nan                | 0.5405        | 0.8112            | 0.3183           | 0.0             | 0.5574             | 0.7360                | 0.1553          | 0.0                     | 0.0                    | 0.8543  | nan           | 0.0                 | 0.0             | 0.7520          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.1219          | 0.0              | 0.7463          | 0.2879        | 0.2300   | 0.7815           |
| 0.7128        | 15.0  | 1605  | 0.0                          | 0.7547                         | 0.0                        | 0.0126                               | 0.0                          | nan                          | 0.6715                     | 0.6477                  | 0.2623             | 0.8694                    | 0.1131                        | 0.0                     | 0.7576             | 0.9015                 | 0.5131                | 0.0                  | 0.8870                  | 0.8915                     | 0.3275               | 0.0                          | 0.0                         | 0.9177       | nan                | 0.0008                   | 0.0                  | 0.9290               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.2520               | 0.0                   | 0.0                     | 0.5980                    | 0.0                   | 0.0126                          | 0.0                     | nan                     | 0.4000                | 0.3362             | 0.1721        | 0.4706               | 0.1069                   | 0.0                | 0.6593        | 0.8212            | 0.2914           | 0.0             | 0.6797             | 0.7574                | 0.1981          | 0.0                     | 0.0                    | 0.8704  | nan           | 0.0008              | 0.0             | 0.6431          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.1881          | 0.0              | 0.7557          | 0.2942        | 0.2184   | 0.7786           |
| 0.6885        | 16.0  | 1712  | 0.0                          | 0.8416                         | 0.0                        | 0.0086                               | 0.0                          | nan                          | 0.5907                     | 0.7737                  | 0.3100             | 0.7765                    | 0.1341                        | 0.0                     | 0.6753             | 0.9522                 | 0.5143                | 0.0                  | 0.8466                  | 0.8795                     | 0.2986               | 0.0                          | 0.0                         | 0.9155       | nan                | 0.0071                   | 0.0                  | 0.9178               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.3074               | 0.0                   | 0.0                     | 0.6078                    | 0.0                   | 0.0086                          | 0.0                     | nan                     | 0.4106                | 0.3222             | 0.1815        | 0.6082               | 0.1171                   | 0.0                | 0.6206        | 0.8253            | 0.2609           | 0.0             | 0.6832             | 0.7692                | 0.1957          | 0.0                     | 0.0                    | 0.8691  | nan           | 0.0071              | 0.0             | 0.6951          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.2366          | 0.0              | 0.7262          | 0.2954        | 0.2248   | 0.7882           |
| 0.6627        | 17.0  | 1819  | 0.0                          | 0.7096                         | 0.0                        | 0.0181                               | 0.0                          | nan                          | 0.7189                     | 0.6110                  | 0.3654             | 0.8153                    | 0.1210                        | 0.0                     | 0.7156             | 0.9114                 | 0.5562                | 0.0                  | 0.8788                  | 0.9226                     | 0.3042               | 0.0                          | 0.0                         | 0.9273       | nan                | 0.0002                   | 0.0                  | 0.9080               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.3069               | 0.0                   | 0.0                     | 0.5809                    | 0.0                   | 0.0179                          | 0.0                     | nan                     | 0.3488                | 0.3724             | 0.2149        | 0.5069               | 0.1137                   | 0.0                | 0.6477        | 0.8079            | 0.2559           | 0.0             | 0.7100             | 0.7595                | 0.1837          | 0.0                     | 0.0                    | 0.8734  | nan           | 0.0002              | 0.0             | 0.7016          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.2201          | 0.0              | 0.7429          | 0.2967        | 0.2217   | 0.7786           |
| 0.6954        | 18.0  | 1926  | 0.0                          | 0.8919                         | 0.0                        | 0.0031                               | 0.0                          | nan                          | 0.5763                     | 0.5167                  | 0.3013             | 0.7439                    | 0.1958                        | 0.0                     | 0.7281             | 0.9530                 | 0.4080                | 0.0                  | 0.8497                  | 0.8852                     | 0.2874               | 0.0                          | 0.0                         | 0.8563       | nan                | 0.0056                   | 0.0                  | 0.9222               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.3154               | 0.0                   | 0.0                     | 0.5730                    | 0.0                   | 0.0031                          | 0.0                     | nan                     | 0.3625                | 0.4887             | 0.1980        | 0.6038               | 0.1714                   | 0.0                | 0.6684        | 0.8291            | 0.2599           | 0.0             | 0.7176             | 0.7922                | 0.2045          | 0.0                     | 0.0                    | 0.8322  | nan           | 0.0056              | 0.0             | 0.6432          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.2459          | 0.0              | 0.6984          | 0.2861        | 0.2303   | 0.7947           |
| 0.6592        | 19.0  | 2033  | 0.0                          | 0.8433                         | 0.0                        | 0.0496                               | 0.0                          | nan                          | 0.5622                     | 0.6415                  | 0.3618             | 0.7738                    | 0.1797                        | 0.0                     | 0.6474             | 0.9741                 | 0.6289                | 0.0                  | 0.6784                  | 0.9279                     | 0.3132               | 0.0                          | 0.0                         | 0.8985       | nan                | 0.0019                   | 0.0                  | 0.9235               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.2431               | 0.0                   | 0.0                     | 0.6155                    | 0.0                   | 0.0493                          | 0.0                     | nan                     | 0.3959                | 0.5424             | 0.2210        | 0.6568               | 0.1504                   | 0.0                | 0.6217        | 0.8227            | 0.2586           | 0.0             | 0.6198             | 0.7658                | 0.2117          | 0.0                     | 0.0                    | 0.8686  | nan           | 0.0019              | 0.0             | 0.6541          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.1919          | 0.0              | 0.6999          | 0.2924        | 0.2318   | 0.7924           |
| 0.6682        | 20.0  | 2140  | 0.0                          | 0.8071                         | 0.0                        | 0.0796                               | 0.0                          | nan                          | 0.5870                     | 0.4899                  | 0.4985             | 0.7638                    | 0.2075                        | 0.0                     | 0.7505             | 0.9346                 | 0.6505                | 0.0                  | 0.8297                  | 0.9187                     | 0.3668               | 0.0                          | 0.0                         | 0.9157       | nan                | 0.0082                   | 0.0                  | 0.9407               | 0.0                      | 0.0                         | 0.0                         | 0.0                        | 0.0                    | 0.0                   | 0.0                  | 0.2163               | 0.0                   | 0.0                     | 0.6144                    | 0.0                   | 0.0748                          | 0.0                     | nan                     | 0.3846                | 0.4807             | 0.2584        | 0.6083               | 0.1892                   | 0.0                | 0.6719        | 0.8371            | 0.2436           | 0.0             | 0.7173             | 0.7842                | 0.1994          | 0.0                     | 0.0                    | 0.8798  | nan           | 0.0082              | 0.0             | 0.6331          | 0.0                 | 0.0                    | 0.0                    | 0.0                   | 0.0               | 0.0              | 0.0             | 0.1719          | 0.0              | 0.6756          | 0.3020        | 0.2351   | 0.7976           |
| 0.6249        | 21.0  | 2247  | 0.6678                       | 0.2540                         | 0.3195                     | 0.7981                               | nan                          | 0.6625                       | 0.9563                     | 0.8027                  | 0.7398             | 0.1695                    | 0.0                           | 0.4050                  | 0.7541             | 0.0                    | 0.9306                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.0473                       | nan                         | 0.0          | 0.8526             | 0.0                      | 0.6384               | 0.1242               | 0.0                      | nan                         | 0.0                         | 0.3671                     | 0.0                    | 0.0                   | 0.9185               | 0.7725               | 0.8706                | 0.0                     | 0.0                       | 0.2129                | 0.0                             | nan                     | 0.5746                  | 0.8111                | 0.7593             | 0.5842        | 0.1557               | 0.0                      | 0.2176             | 0.3250        | 0.0               | 0.7386           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.0473                  | nan                    | 0.0     | 0.6693        | 0.0                 | 0.3844          | 0.1188          | 0.0                 | nan                    | 0.0                    | 0.2479                | 0.0               | 0.0              | 0.7914          | 0.7105          | 0.8285           | 0.0             | 0.0           | 0.1638   | 0.0              |
| 0.6278        | 22.0  | 2354  | 0.6800                       | 0.2513                         | 0.3216                     | 0.7949                               | nan                          | 0.6354                       | 0.9558                     | 0.8656                  | 0.7557             | 0.1401                    | 0.0                           | 0.4619                  | 0.6943             | 0.0                    | 0.9333                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.0315                       | nan                         | 0.0          | 0.8031             | 0.0                      | 0.6422               | 0.1074               | 0.0                      | nan                         | 0.0                         | 0.4139                     | 0.0                    | 0.0                   | 0.9114               | 0.8658               | 0.8302                | 0.0                     | 0.0                       | 0.2446                | 0.0                             | nan                     | 0.5527                  | 0.8215                | 0.7864             | 0.5887        | 0.1346               | 0.0                      | 0.2336             | 0.3191        | 0.0               | 0.7265           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.0315                  | nan                    | 0.0     | 0.6458        | 0.0                 | 0.3638          | 0.1048          | 0.0                 | nan                    | 0.0                    | 0.2338                | 0.0               | 0.0              | 0.7831          | 0.7282          | 0.8001           | 0.0             | 0.0           | 0.1868   | 0.0              |
| 0.6375        | 23.0  | 2461  | 0.6680                       | 0.2563                         | 0.3186                     | 0.7976                               | nan                          | 0.6355                       | 0.9595                     | 0.8844                  | 0.6403             | 0.2228                    | 0.0                           | 0.3772                  | 0.5620             | 0.0                    | 0.9094                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.0640                       | nan                         | 0.0          | 0.8615             | 0.0                      | 0.6510               | 0.1498               | 0.0                      | nan                         | 0.0                         | 0.3834                     | 0.0                    | 0.0                   | 0.9024               | 0.8874               | 0.8627                | 0.0                     | 0.0                       | 0.2419                | 0.0                             | nan                     | 0.5548                  | 0.8086                | 0.7729             | 0.5236        | 0.2018               | 0.0                      | 0.2287             | 0.3137        | 0.0               | 0.7398           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.0634                  | nan                    | 0.0     | 0.6603        | 0.0                 | 0.3896          | 0.1381          | 0.0                 | nan                    | 0.0                    | 0.2666                | 0.0               | 0.0              | 0.7881          | 0.7394          | 0.8256           | 0.0             | 0.0           | 0.1871   | 0.0              |
| 0.6202        | 24.0  | 2568  | 0.6866                       | 0.2618                         | 0.3236                     | 0.7961                               | nan                          | 0.6075                       | 0.9674                     | 0.8360                  | 0.6102             | 0.1879                    | 0.0                           | 0.4285                  | 0.5972             | 0.0                    | 0.9180                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.1500                       | nan                         | 0.0          | 0.8830             | 0.0                      | 0.6661               | 0.1963               | 0.0                      | nan                         | 0.0                         | 0.4180                     | 0.0                    | 0.0                   | 0.8918               | 0.8483               | 0.8660                | 0.0                     | 0.0                       | 0.2840                | 0.0                             | nan                     | 0.5428                  | 0.7997                | 0.7679             | 0.5062        | 0.1644               | 0.0                      | 0.2289             | 0.3309        | 0.0               | 0.7596           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.1473                  | nan                    | 0.0     | 0.6670        | 0.0                 | 0.4004          | 0.1767          | 0.0                 | nan                    | 0.0                    | 0.2836                | 0.0               | 0.0              | 0.8076          | 0.7619          | 0.8236           | 0.0             | 0.0           | 0.2079   | 0.0              |
| 0.5627        | 25.0  | 2675  | 0.6950                       | 0.2551                         | 0.3248                     | 0.7883                               | nan                          | 0.6233                       | 0.9526                     | 0.7145                  | 0.7187             | 0.1813                    | 0.0                           | 0.3959                  | 0.7039             | 0.0                    | 0.9160                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.1183                       | nan                         | 0.0          | 0.8342             | 0.0                      | 0.5499               | 0.2476               | 0.0                      | nan                         | 0.0                         | 0.4821                     | 0.0                    | 0.0                   | 0.8725               | 0.8618               | 0.8633                | 0.0                     | 0.0                       | 0.3577                | 0.0                             | nan                     | 0.5503                  | 0.7925                | 0.6705             | 0.5845        | 0.1689               | 0.0                      | 0.2198             | 0.3385        | 0.0               | 0.7322           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.1174                  | nan                    | 0.0     | 0.6527        | 0.0                 | 0.3227          | 0.2119          | 0.0                 | nan                    | 0.0                    | 0.2422                | 0.0               | 0.0              | 0.7923          | 0.7260          | 0.8255           | 0.0             | 0.0           | 0.2167   | 0.0              |
| 0.5623        | 26.0  | 2782  | 0.6558                       | 0.2686                         | 0.3385                     | 0.8010                               | nan                          | 0.6338                       | 0.9493                     | 0.8134                  | 0.7256             | 0.1979                    | 0.0                           | 0.4685                  | 0.7518             | 0.0                    | 0.9364                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.2286                       | nan                         | 0.0          | 0.8577             | 0.0                      | 0.5809               | 0.2585               | 0.0                      | nan                         | 0.0                         | 0.4459                     | 0.0                    | 0.0                   | 0.8951               | 0.8978               | 0.8844                | 0.0                     | 0.0192                    | 0.2882                | 0.0                             | nan                     | 0.5476                  | 0.8200                | 0.7429             | 0.5770        | 0.1837               | 0.0                      | 0.2364             | 0.3743        | 0.0               | 0.7396           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.2160                  | nan                    | 0.0     | 0.6671        | 0.0                 | 0.3646          | 0.2093          | 0.0                 | nan                    | 0.0                    | 0.2863                | 0.0               | 0.0              | 0.8023          | 0.7446          | 0.8423           | 0.0             | 0.0185        | 0.2213   | 0.0              |
| 0.5882        | 27.0  | 2889  | 0.6416                       | 0.2680                         | 0.3280                     | 0.8106                               | nan                          | 0.7809                       | 0.9232                     | 0.8840                  | 0.6978             | 0.2374                    | 0.0                           | 0.4869                  | 0.4140             | 0.0                    | 0.9242                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.2349                       | nan                         | 0.0          | 0.8828             | 0.0                      | 0.4518               | 0.2084               | 0.0                      | nan                         | 0.0                         | 0.3889                     | 0.0                    | 0.0                   | 0.9206               | 0.8679               | 0.8908                | 0.0                     | 0.0                       | 0.3012                | 0.0                             | nan                     | 0.6265                  | 0.8391                | 0.7529             | 0.6005        | 0.2168               | 0.0                      | 0.2675             | 0.2729        | 0.0               | 0.7130           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.2226                  | nan                    | 0.0     | 0.6384        | 0.0                 | 0.3296          | 0.1915          | 0.0                 | nan                    | 0.0                    | 0.2781                | 0.0               | 0.0              | 0.7946          | 0.7640          | 0.8488           | 0.0             | 0.0           | 0.2194   | 0.0              |
| 0.583         | 28.0  | 2996  | 0.6491                       | 0.2734                         | 0.3417                     | 0.8046                               | nan                          | 0.6541                       | 0.9605                     | 0.8786                  | 0.7598             | 0.1411                    | 0.0                           | 0.4900                  | 0.6147             | 0.0                    | 0.9432                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.3777                       | nan                         | 0.0          | 0.8500             | 0.0                      | 0.6605               | 0.2360               | 0.0                      | nan                         | 0.0                         | 0.4016                     | 0.0                    | 0.0                   | 0.8786               | 0.8680               | 0.8514                | 0.0                     | 0.0716                    | 0.2973                | 0.0                             | nan                     | 0.5775                  | 0.8311                | 0.7770             | 0.5680        | 0.1357               | 0.0                      | 0.2297             | 0.3515        | 0.0               | 0.7436           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.3387                  | nan                    | 0.0     | 0.6728        | 0.0                 | 0.3790          | 0.2067          | 0.0                 | nan                    | 0.0                    | 0.2924                | 0.0               | 0.0              | 0.7950          | 0.7335          | 0.8178           | 0.0             | 0.0647        | 0.2332   | 0.0              |
| 0.5399        | 29.0  | 3103  | 0.6503                       | 0.2714                         | 0.3437                     | 0.8027                               | nan                          | 0.7145                       | 0.9360                     | 0.8554                  | 0.7869             | 0.1668                    | 0.0                           | 0.4411                  | 0.6746             | 0.0                    | 0.9579                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.3204                       | nan                         | 0.0          | 0.7367             | 0.0                      | 0.5891               | 0.2639               | 0.0                      | nan                         | 0.0                         | 0.4256                     | 0.0                    | 0.0                   | 0.9170               | 0.9052               | 0.9104                | 0.0                     | 0.0836                    | 0.3133                | 0.0                             | nan                     | 0.5941                  | 0.8288                | 0.7852             | 0.5776        | 0.1580               | 0.0                      | 0.2699             | 0.3237        | 0.0               | 0.6720           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.2925                  | nan                    | 0.0     | 0.6494        | 0.0                 | 0.3454          | 0.2215          | 0.0                 | nan                    | 0.0                    | 0.2747                | 0.0               | 0.0              | 0.7852          | 0.7457          | 0.8558           | 0.0             | 0.0774        | 0.2273   | 0.0              |
| 0.5293        | 30.0  | 3210  | 0.6663                       | 0.2713                         | 0.3395                     | 0.8042                               | nan                          | 0.7217                       | 0.9318                     | 0.8745                  | 0.8165             | 0.1842                    | 0.0                           | 0.3759                  | 0.7404             | 0.0                    | 0.9308                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.3370                       | nan                         | 0.0          | 0.8642             | 0.0                      | 0.5393               | 0.2070               | 0.0                      | nan                         | 0.0                         | 0.3817                     | 0.0                    | 0.0                   | 0.9030               | 0.7994               | 0.8605                | 0.0                     | 0.0136                    | 0.3816                | 0.0                             | nan                     | 0.6056                  | 0.8248                | 0.7837             | 0.5368        | 0.1772               | 0.0                      | 0.2484             | 0.3753        | 0.0               | 0.7504           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.3106                  | nan                    | 0.0     | 0.6453        | 0.0                 | 0.3263          | 0.1887          | 0.0                 | nan                    | 0.0                    | 0.2868                | 0.0               | 0.0              | 0.7993          | 0.7363          | 0.8267           | 0.0             | 0.0130        | 0.2477   | 0.0              |
| 0.5507        | 31.0  | 3317  | 0.6914                       | 0.2660                         | 0.3290                     | 0.7919                               | nan                          | 0.6185                       | 0.9644                     | 0.6731                  | 0.6413             | 0.1576                    | 0.0                           | 0.3454                  | 0.5530             | 0.0                    | 0.9147                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.5739                       | nan                         | 0.0          | 0.8711             | 0.0                      | 0.5920               | 0.3049               | 0.0                      | nan                         | 0.0                         | 0.4400                     | 0.0                    | 0.0                   | 0.9047               | 0.7982               | 0.8196                | 0.0                     | 0.0041                    | 0.3518                | 0.0                             | nan                     | 0.5435                  | 0.7910                | 0.6258             | 0.5648        | 0.1434               | 0.0                      | 0.2163             | 0.3586        | 0.0               | 0.7603           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4199                  | nan                    | 0.0     | 0.6568        | 0.0                 | 0.3419          | 0.2427          | 0.0                 | nan                    | 0.0                    | 0.2974                | 0.0               | 0.0              | 0.8016          | 0.7234          | 0.7915           | 0.0             | 0.0040        | 0.2283   | 0.0              |
| 0.5602        | 32.0  | 3424  | 0.6411                       | 0.2802                         | 0.3472                     | 0.8101                               | nan                          | 0.6883                       | 0.9485                     | 0.8664                  | 0.7639             | 0.1489                    | 0.0                           | 0.5011                  | 0.6326             | 0.0                    | 0.9104                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.5617                       | nan                         | 0.0          | 0.8921             | 0.0                      | 0.6268               | 0.2051               | 0.0                      | nan                         | 0.0                         | 0.3632                     | 0.0                    | 0.0                   | 0.8960               | 0.8552               | 0.8981                | 0.0                     | 0.0221                    | 0.3290                | 0.0                             | nan                     | 0.5877                  | 0.8330                | 0.7807             | 0.5591        | 0.1386               | 0.0                      | 0.2813             | 0.3887        | 0.0               | 0.7831           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4225                  | nan                    | 0.0     | 0.6645        | 0.0                 | 0.3730          | 0.1864          | 0.0                 | nan                    | 0.0                    | 0.2938                | 0.0               | 0.0              | 0.8000          | 0.7455          | 0.8533           | 0.0             | 0.0216        | 0.2553   | 0.0              |
| 0.5403        | 33.0  | 3531  | 0.6642                       | 0.2729                         | 0.3431                     | 0.8017                               | nan                          | 0.7235                       | 0.9123                     | 0.8745                  | 0.7791             | 0.1617                    | 0.0                           | 0.4874                  | 0.5172             | 0.0                    | 0.9381                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.5344                       | nan                         | 0.0          | 0.8467             | 0.0                      | 0.6245               | 0.1614               | 0.0                      | nan                         | 0.0                         | 0.4356                     | 0.0                    | 0.0                   | 0.9141               | 0.8488               | 0.9075                | 0.0                     | 0.0052                    | 0.3063                | 0.0                             | nan                     | 0.5819                  | 0.8258                | 0.7765             | 0.5111        | 0.1504               | 0.0                      | 0.2836             | 0.3475        | 0.0               | 0.7294           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4025                  | nan                    | 0.0     | 0.6638        | 0.0                 | 0.3659          | 0.1505          | 0.0                 | nan                    | 0.0                    | 0.3046                | 0.0               | 0.0              | 0.7944          | 0.7435          | 0.8602           | 0.0             | 0.0052        | 0.2349   | 0.0              |
| 0.5168        | 34.0  | 3638  | 0.6402                       | 0.2810                         | 0.3485                     | 0.8095                               | nan                          | 0.7201                       | 0.9345                     | 0.8740                  | 0.7414             | 0.1833                    | 0.0                           | 0.5538                  | 0.5357             | 0.0                    | 0.9369                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.5640                       | nan                         | 0.0          | 0.8776             | 0.0                      | 0.5961               | 0.2626               | 0.0                      | nan                         | 0.0                         | 0.4488                     | 0.0                    | 0.0                   | 0.9137               | 0.7841               | 0.8616                | 0.0                     | 0.0                       | 0.3650                | 0.0                             | nan                     | 0.5901                  | 0.8362                | 0.7926             | 0.6243        | 0.1652               | 0.0                      | 0.2893             | 0.3653        | 0.0               | 0.7485           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4192                  | nan                    | 0.0     | 0.6649        | 0.0                 | 0.3752          | 0.2284          | 0.0                 | nan                    | 0.0                    | 0.3013                | 0.0               | 0.0              | 0.7971          | 0.7158          | 0.8280           | 0.0             | 0.0           | 0.2491   | 0.0              |
| 0.522         | 35.0  | 3745  | 0.6674                       | 0.2743                         | 0.3458                     | 0.8002                               | nan                          | 0.5916                       | 0.9608                     | 0.8505                  | 0.7896             | 0.1387                    | 0.0                           | 0.4421                  | 0.7247             | 0.0                    | 0.9421                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.5275                       | nan                         | 0.0          | 0.8349             | 0.0                      | 0.5652               | 0.1952               | 0.0                      | nan                         | 0.0                         | 0.4814                     | 0.0                    | 0.0                   | 0.9081               | 0.8478               | 0.8898                | 0.0                     | 0.0069                    | 0.3697                | 0.0                             | nan                     | 0.5251                  | 0.8163                | 0.7812             | 0.5692        | 0.1306               | 0.0                      | 0.2611             | 0.3743        | 0.0               | 0.7538           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4358                  | nan                    | 0.0     | 0.6717        | 0.0                 | 0.3549          | 0.1812          | 0.0                 | nan                    | 0.0                    | 0.2812                | 0.0               | 0.0              | 0.7991          | 0.7471          | 0.8535           | 0.0             | 0.0068        | 0.2358   | 0.0              |
| 0.4947        | 36.0  | 3852  | 0.6619                       | 0.2752                         | 0.3503                     | 0.7991                               | nan                          | 0.6020                       | 0.9553                     | 0.6755                  | 0.7710             | 0.2239                    | 0.0                           | 0.5168                  | 0.6551             | 0.0                    | 0.9349                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6691                       | nan                         | 0.0          | 0.8095             | 0.0                      | 0.7100               | 0.1976               | 0.0                      | nan                         | 0.0                         | 0.4787                     | 0.0                    | 0.0                   | 0.8903               | 0.8914               | 0.8668                | 0.0                     | 0.0007                    | 0.3623                | 0.0                             | nan                     | 0.5291                  | 0.8115                | 0.6361             | 0.5873        | 0.1919               | 0.0                      | 0.2904             | 0.4117        | 0.0               | 0.7803           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4348                  | nan                    | 0.0     | 0.6702        | 0.0                 | 0.3617          | 0.1812          | 0.0                 | nan                    | 0.0                    | 0.2947                | 0.0               | 0.0              | 0.8036          | 0.7365          | 0.8339           | 0.0             | 0.0007        | 0.2507   | 0.0              |
| 0.5073        | 37.0  | 3959  | 0.6782                       | 0.2792                         | 0.3508                     | 0.8019                               | nan                          | 0.6843                       | 0.9206                     | 0.8269                  | 0.7932             | 0.2000                    | 0.0                           | 0.5293                  | 0.6061             | 0.0                    | 0.9381                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6202                       | nan                         | 0.0          | 0.8888             | 0.0                      | 0.6030               | 0.2416               | 0.0                      | nan                         | 0.0                         | 0.3985                     | 0.0                    | 0.0                   | 0.8823               | 0.8329               | 0.8918                | 0.0                     | 0.0                       | 0.3687                | 0.0                             | nan                     | 0.5649                  | 0.8204                | 0.7692             | 0.5226        | 0.1828               | 0.0                      | 0.3027             | 0.4019        | 0.0               | 0.7543           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4303                  | nan                    | 0.0     | 0.6624        | 0.0                 | 0.3595          | 0.2136          | 0.0                 | nan                    | 0.0                    | 0.2976                | 0.0               | 0.0              | 0.8008          | 0.7378          | 0.8484           | 0.0             | 0.0           | 0.2667   | 0.0              |
| 0.4788        | 38.0  | 4066  | 0.6694                       | 0.2768                         | 0.3467                     | 0.8020                               | nan                          | 0.6894                       | 0.9371                     | 0.8519                  | 0.7659             | 0.2090                    | 0.0                           | 0.4494                  | 0.5935             | 0.0                    | 0.9331                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6390                       | nan                         | 0.0          | 0.9029             | 0.0                      | 0.4947               | 0.2279               | 0.0                      | nan                         | 0.0                         | 0.4255                     | 0.0                    | 0.0                   | 0.8438               | 0.8985               | 0.8365                | 0.0                     | 0.0                       | 0.3976                | 0.0                             | nan                     | 0.5567                  | 0.8293                | 0.7865             | 0.5419        | 0.1959               | 0.0                      | 0.2915             | 0.3960        | 0.0               | 0.7643           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4261                  | nan                    | 0.0     | 0.6474        | 0.0                 | 0.3359          | 0.1974          | 0.0                 | nan                    | 0.0                    | 0.3047                | 0.0               | 0.0              | 0.7876          | 0.7159          | 0.8095           | 0.0             | 0.0           | 0.2724   | 0.0              |
| 0.4627        | 39.0  | 4173  | 0.6439                       | 0.2840                         | 0.3563                     | 0.8069                               | nan                          | 0.6652                       | 0.9293                     | 0.8861                  | 0.7534             | 0.2398                    | 0.0                           | 0.5481                  | 0.5694             | 0.0                    | 0.9305                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6488                       | nan                         | 0.0          | 0.8714             | 0.0                      | 0.5817               | 0.3115               | 0.0                      | nan                         | 0.0                         | 0.4716                     | 0.0                    | 0.0                   | 0.9060               | 0.8645               | 0.8991                | 0.0                     | 0.0123                    | 0.3128                | 0.0                             | nan                     | 0.5453                  | 0.8303                | 0.7889             | 0.5693        | 0.2107               | 0.0                      | 0.3035             | 0.3784        | 0.0               | 0.7531           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4437                  | nan                    | 0.0     | 0.6747        | 0.0                 | 0.3647          | 0.2365          | 0.0                 | nan                    | 0.0                    | 0.3209                | 0.0               | 0.0              | 0.8070          | 0.7501          | 0.8626           | 0.0             | 0.0123        | 0.2376   | 0.0              |
| 0.4775        | 40.0  | 4280  | 0.6679                       | 0.2808                         | 0.3499                     | 0.8051                               | nan                          | 0.6127                       | 0.9570                     | 0.8742                  | 0.8046             | 0.1980                    | 0.0                           | 0.4223                  | 0.4104             | 0.0                    | 0.8918                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7077                       | nan                         | 0.0          | 0.8362             | 0.0                      | 0.6999               | 0.3405               | 0.0                      | nan                         | 0.0                         | 0.4473                     | 0.0                    | 0.0                   | 0.9272               | 0.7890               | 0.8870                | 0.0                     | 0.0348                    | 0.3578                | 0.0                             | nan                     | 0.5307                  | 0.8250                | 0.7915             | 0.5729        | 0.1789               | 0.0                      | 0.2532             | 0.3154        | 0.0               | 0.7855           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4322                  | nan                    | 0.0     | 0.6863        | 0.0                 | 0.4071          | 0.2521          | 0.0                 | nan                    | 0.0                    | 0.3089                | 0.0               | 0.0              | 0.7975          | 0.7101          | 0.8518           | 0.0             | 0.0332        | 0.2520   | 0.0              |
| 0.4816        | 41.0  | 4387  | 0.6700                       | 0.2812                         | 0.3491                     | 0.8060                               | nan                          | 0.6497                       | 0.9430                     | 0.8488                  | 0.7581             | 0.1492                    | 0.0                           | 0.5026                  | 0.5415             | 0.0                    | 0.9317                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.5586                       | nan                         | 0.0          | 0.8655             | 0.0                      | 0.6495               | 0.3284               | 0.0                      | nan                         | 0.0                         | 0.4062                     | 0.0                    | 0.0                   | 0.9026               | 0.8756               | 0.9041                | 0.0                     | 0.0154                    | 0.3409                | 0.0                             | nan                     | 0.5483                  | 0.8245                | 0.7804             | 0.5613        | 0.1444               | 0.0                      | 0.2941             | 0.3765        | 0.0               | 0.7657           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4309                  | nan                    | 0.0     | 0.6812        | 0.0                 | 0.3456          | 0.2526          | 0.0                 | nan                    | 0.0                    | 0.3020                | 0.0               | 0.0              | 0.8013          | 0.7384          | 0.8651           | 0.0             | 0.0147        | 0.2719   | 0.0              |
| 0.4643        | 42.0  | 4494  | 0.6465                       | 0.2865                         | 0.3603                     | 0.8079                               | nan                          | 0.6087                       | 0.9460                     | 0.8859                  | 0.8411             | 0.2736                    | 0.0                           | 0.5016                  | 0.5636             | 0.0                    | 0.9311                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6503                       | nan                         | 0.0          | 0.8152             | 0.0                      | 0.6211               | 0.3064               | 0.0                      | nan                         | 0.0                         | 0.4719                     | 0.0                    | 0.0                   | 0.9130               | 0.8643               | 0.8988                | 0.0                     | 0.0386                    | 0.3972                | 0.0                             | nan                     | 0.5283                  | 0.8363                | 0.7831             | 0.5893        | 0.2376               | 0.0                      | 0.2835             | 0.3871        | 0.0               | 0.7808           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4435                  | nan                    | 0.0     | 0.6630        | 0.0                 | 0.3653          | 0.2468          | 0.0                 | nan                    | 0.0                    | 0.3230                | 0.0               | 0.0              | 0.8082          | 0.7553          | 0.8615           | 0.0             | 0.0352        | 0.2410   | 0.0              |
| 0.4758        | 43.0  | 4601  | 0.6531                       | 0.2866                         | 0.3573                     | 0.8033                               | nan                          | 0.6189                       | 0.9384                     | 0.8678                  | 0.7635             | 0.2556                    | 0.0                           | 0.4631                  | 0.5328             | 0.0                    | 0.9354                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7078                       | nan                         | 0.0          | 0.8840             | 0.0                      | 0.5168               | 0.3159               | 0.0                      | nan                         | 0.0                         | 0.5012                     | 0.0                    | 0.0                   | 0.9003               | 0.8435               | 0.8800                | 0.0                     | 0.1130                    | 0.3953                | 0.0                             | nan                     | 0.5198                  | 0.8118                | 0.7952             | 0.5642        | 0.2235               | 0.0                      | 0.2833             | 0.3642        | 0.0               | 0.7845           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4597                  | nan                    | 0.0     | 0.6755        | 0.0                 | 0.3530          | 0.2604          | 0.0                 | nan                    | 0.0                    | 0.3225                | 0.0               | 0.0              | 0.8104          | 0.7326          | 0.8509           | 0.0             | 0.0804        | 0.2786   | 0.0              |
| 0.4682        | 44.0  | 4708  | 0.6534                       | 0.2843                         | 0.3584                     | 0.8035                               | nan                          | 0.6193                       | 0.9309                     | 0.8952                  | 0.8209             | 0.2108                    | 0.0                           | 0.4880                  | 0.5279             | 0.0                    | 0.9208                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6156                       | nan                         | 0.0          | 0.8474             | 0.0                      | 0.6475               | 0.3017               | 0.0                      | nan                         | 0.0                         | 0.5203                     | 0.0                    | 0.0                   | 0.9113               | 0.8445               | 0.9254                | 0.0                     | 0.0324                    | 0.4089                | 0.0                             | nan                     | 0.5374                  | 0.8204                | 0.7932             | 0.5268        | 0.1915               | 0.0                      | 0.2784             | 0.3506        | 0.0               | 0.7789           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4807                  | nan                    | 0.0     | 0.6878        | 0.0                 | 0.3576          | 0.2551          | 0.0                 | nan                    | 0.0                    | 0.3135                | 0.0               | 0.0              | 0.8111          | 0.7485          | 0.8770           | 0.0             | 0.0241        | 0.2662   | 0.0              |
| 0.4807        | 45.0  | 4815  | 0.6325                       | 0.2885                         | 0.3653                     | 0.8075                               | nan                          | 0.6071                       | 0.9223                     | 0.8977                  | 0.8564             | 0.3516                    | 0.0                           | 0.5039                  | 0.5266             | 0.0                    | 0.9433                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6309                       | nan                         | 0.0          | 0.8390             | 0.0                      | 0.5600               | 0.3684               | 0.0                      | nan                         | 0.0                         | 0.4760                     | 0.0                    | 0.0                   | 0.9242               | 0.8477               | 0.9264                | 0.0                     | 0.0706                    | 0.4361                | 0.0                             | nan                     | 0.5390                  | 0.8355                | 0.7773             | 0.5424        | 0.2623               | 0.0                      | 0.2809             | 0.3567        | 0.0               | 0.7695           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4435                  | nan                    | 0.0     | 0.6957        | 0.0                 | 0.3710          | 0.2746          | 0.0                 | nan                    | 0.0                    | 0.3253                | 0.0               | 0.0              | 0.8070          | 0.7405          | 0.8751           | 0.0             | 0.0603        | 0.2758   | 0.0              |
| 0.4611        | 46.0  | 4922  | 0.6577                       | 0.2850                         | 0.3588                     | 0.8022                               | nan                          | 0.6022                       | 0.9292                     | 0.8230                  | 0.8449             | 0.2449                    | 0.0                           | 0.4479                  | 0.5166             | 0.0                    | 0.9396                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6521                       | nan                         | 0.0          | 0.8516             | 0.0                      | 0.7020               | 0.3122               | 0.0                      | nan                         | 0.0                         | 0.4822                     | 0.0                    | 0.0                   | 0.9015               | 0.8642               | 0.9095                | 0.0                     | 0.0737                    | 0.3834                | 0.0                             | nan                     | 0.5034                  | 0.8172                | 0.7584             | 0.5407        | 0.2171               | 0.0                      | 0.2684             | 0.3534        | 0.0               | 0.7740           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4392                  | nan                    | 0.0     | 0.6942        | 0.0                 | 0.3877          | 0.2651          | 0.0                 | nan                    | 0.0                    | 0.3266                | 0.0               | 0.0              | 0.8136          | 0.7528          | 0.8682           | 0.0             | 0.0684        | 0.2725   | 0.0              |
| 0.3966        | 47.0  | 5029  | 0.6749                       | 0.2810                         | 0.3530                     | 0.7981                               | nan                          | 0.5613                       | 0.9379                     | 0.7768                  | 0.8262             | 0.2161                    | 0.0                           | 0.4333                  | 0.4777             | 0.0                    | 0.9410                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7133                       | nan                         | 0.0          | 0.8766             | 0.0                      | 0.7119               | 0.3548               | 0.0                      | nan                         | 0.0                         | 0.3871                     | 0.0                    | 0.0                   | 0.9073               | 0.8326               | 0.8935                | 0.0                     | 0.1104                    | 0.3367                | 0.0                             | nan                     | 0.4867                  | 0.8241                | 0.7219             | 0.4978        | 0.1759               | 0.0                      | 0.2653             | 0.3573        | 0.0               | 0.7854           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4599                  | nan                    | 0.0     | 0.6910        | 0.0                 | 0.3907          | 0.2610          | 0.0                 | nan                    | 0.0                    | 0.3009                | 0.0               | 0.0              | 0.8082          | 0.7419          | 0.8593           | 0.0             | 0.0926        | 0.2732   | 0.0              |
| 0.4672        | 48.0  | 5136  | 0.6660                       | 0.2784                         | 0.3546                     | 0.8021                               | nan                          | 0.7292                       | 0.9096                     | 0.8990                  | 0.8135             | 0.1493                    | 0.0                           | 0.5230                  | 0.5946             | 0.0                    | 0.9526                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7375                       | nan                         | 0.0          | 0.8687             | 0.0                      | 0.4252               | 0.2353               | 0.0                      | nan                         | 0.0                         | 0.4237                     | 0.0                    | 0.0                   | 0.8933               | 0.8270               | 0.9183                | 0.0                     | 0.0817                    | 0.3646                | 0.0                             | nan                     | 0.5942                  | 0.8232                | 0.8036             | 0.5377        | 0.1347               | 0.0                      | 0.2647             | 0.3728        | 0.0               | 0.7137           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4297                  | nan                    | 0.0     | 0.6601        | 0.0                 | 0.2946          | 0.2127          | 0.0                 | nan                    | 0.0                    | 0.3151                | 0.0               | 0.0              | 0.8132          | 0.7409          | 0.8699           | 0.0             | 0.0613        | 0.2675   | 0.0              |
| 0.4622        | 49.0  | 5243  | 0.7150                       | 0.2767                         | 0.3475                     | 0.7951                               | nan                          | 0.6718                       | 0.8870                     | 0.8975                  | 0.8901             | 0.1529                    | 0.0                           | 0.4453                  | 0.5462             | 0.0                    | 0.9481                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6509                       | nan                         | 0.0          | 0.9012             | 0.0                      | 0.5387               | 0.2114               | 0.0                      | nan                         | 0.0                         | 0.4295                     | 0.0                    | 0.0                   | 0.9268               | 0.7997               | 0.9010                | 0.0                     | 0.0350                    | 0.2863                | 0.0                             | nan                     | 0.5624                  | 0.8117                | 0.7961             | 0.4364        | 0.1414               | 0.0                      | 0.2702             | 0.3711        | 0.0               | 0.7633           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4582                  | nan                    | 0.0     | 0.6590        | 0.0                 | 0.3660          | 0.1902          | 0.0                 | nan                    | 0.0                    | 0.3246                | 0.0               | 0.0              | 0.8088          | 0.7464          | 0.8666           | 0.0             | 0.0332        | 0.2487   | 0.0              |
| 0.4145        | 50.0  | 5350  | 0.6807                       | 0.2818                         | 0.3565                     | 0.8008                               | nan                          | 0.6541                       | 0.9143                     | 0.8871                  | 0.8536             | 0.1956                    | 0.0                           | 0.4524                  | 0.5023             | 0.0                    | 0.9266                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7110                       | nan                         | 0.0          | 0.8771             | 0.0                      | 0.6214               | 0.2828               | 0.0                      | nan                         | 0.0                         | 0.4773                     | 0.0                    | 0.0                   | 0.9139               | 0.7822               | 0.9051                | 0.0                     | 0.0741                    | 0.3770                | 0.0                             | nan                     | 0.5552                  | 0.8258                | 0.7814             | 0.4837        | 0.1731               | 0.0                      | 0.2705             | 0.3530        | 0.0               | 0.7938           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4623                  | nan                    | 0.0     | 0.6836        | 0.0                 | 0.3253          | 0.2389          | 0.0                 | nan                    | 0.0                    | 0.3381                | 0.0               | 0.0              | 0.8077          | 0.7193          | 0.8652           | 0.0             | 0.0640        | 0.2760   | 0.0              |
| 0.4544        | 51.0  | 5457  | 0.6710                       | 0.2839                         | 0.3635                     | 0.8006                               | nan                          | 0.6233                       | 0.9087                     | 0.9049                  | 0.8695             | 0.2469                    | 0.0                           | 0.4528                  | 0.5746             | 0.0                    | 0.9279                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7524                       | nan                         | 0.0          | 0.8690             | 0.0                      | 0.5925               | 0.3026               | 0.0                      | nan                         | 0.0                         | 0.4862                     | 0.0                    | 0.0                   | 0.9113               | 0.8522               | 0.9246                | 0.0                     | 0.0797                    | 0.3522                | 0.0                             | nan                     | 0.5369                  | 0.8237                | 0.7538             | 0.4608        | 0.2062               | 0.0                      | 0.2692             | 0.3838        | 0.0               | 0.7862           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4326                  | nan                    | 0.0     | 0.6889        | 0.0                 | 0.3838          | 0.2423          | 0.0                 | nan                    | 0.0                    | 0.3336                | 0.0               | 0.0              | 0.8112          | 0.7403          | 0.8791           | 0.0             | 0.0742        | 0.2796   | 0.0              |
| 0.4084        | 52.0  | 5564  | 0.6546                       | 0.2867                         | 0.3640                     | 0.8059                               | nan                          | 0.6423                       | 0.9216                     | 0.8728                  | 0.8610             | 0.1706                    | 0.0                           | 0.4997                  | 0.5610             | 0.0                    | 0.9239                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7156                       | nan                         | 0.0          | 0.8634             | 0.0                      | 0.6920               | 0.2740               | 0.0                      | nan                         | 0.0                         | 0.4887                     | 0.0                    | 0.0                   | 0.9069               | 0.8889               | 0.9000                | 0.0                     | 0.0903                    | 0.3739                | 0.0                             | nan                     | 0.5431                  | 0.8278                | 0.7981             | 0.5189        | 0.1560               | 0.0                      | 0.3024             | 0.3737        | 0.0               | 0.7986           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4567                  | nan                    | 0.0     | 0.6880        | 0.0                 | 0.3761          | 0.2251          | 0.0                 | nan                    | 0.0                    | 0.3343                | 0.0               | 0.0              | 0.8139          | 0.7548          | 0.8646           | 0.0             | 0.0756        | 0.2675   | 0.0              |
| 0.4475        | 53.0  | 5671  | 0.6712                       | 0.2818                         | 0.3527                     | 0.8026                               | nan                          | 0.6170                       | 0.9199                     | 0.9040                  | 0.8414             | 0.2396                    | 0.0                           | 0.4268                  | 0.4352             | 0.0                    | 0.9374                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6281                       | nan                         | 0.0          | 0.8676             | 0.0                      | 0.6078               | 0.2969               | 0.0                      | nan                         | 0.0                         | 0.4899                     | 0.0                    | 0.0                   | 0.9292               | 0.8389               | 0.9008                | 0.0                     | 0.0345                    | 0.3705                | 0.0                             | nan                     | 0.5299                  | 0.8287                | 0.7780             | 0.5304        | 0.1865               | 0.0                      | 0.2782             | 0.3138        | 0.0               | 0.7708           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4800                  | nan                    | 0.0     | 0.6830        | 0.0                 | 0.3721          | 0.2416          | 0.0                 | nan                    | 0.0                    | 0.3294                | 0.0               | 0.0              | 0.7999          | 0.7324          | 0.8688           | 0.0             | 0.0287        | 0.2662   | 0.0              |
| 0.4077        | 54.0  | 5778  | 0.6743                       | 0.2885                         | 0.3600                     | 0.8048                               | nan                          | 0.5791                       | 0.9423                     | 0.8905                  | 0.7810             | 0.2604                    | 0.0                           | 0.4610                  | 0.5324             | 0.0                    | 0.9467                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6770                       | nan                         | 0.0          | 0.8826             | 0.0                      | 0.5999               | 0.3432               | 0.0                      | nan                         | 0.0                         | 0.4846                     | 0.0                    | 0.0                   | 0.9008               | 0.8470               | 0.9224                | 0.0                     | 0.0643                    | 0.4035                | 0.0                             | nan                     | 0.5145                  | 0.8210                | 0.8031             | 0.5666        | 0.1975               | 0.0                      | 0.2818             | 0.3555        | 0.0               | 0.7569           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4759                  | nan                    | 0.0     | 0.6745        | 0.0                 | 0.3937          | 0.2589          | 0.0                 | nan                    | 0.0                    | 0.3445                | 0.0               | 0.0              | 0.8146          | 0.7552          | 0.8771           | 0.0             | 0.0526        | 0.2890   | 0.0              |
| 0.4334        | 55.0  | 5885  | 0.6318                       | 0.2919                         | 0.3684                     | 0.8122                               | nan                          | 0.6590                       | 0.9261                     | 0.8843                  | 0.8552             | 0.2511                    | 0.0                           | 0.5269                  | 0.6052             | 0.0                    | 0.9416                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6763                       | nan                         | 0.0          | 0.8438             | 0.0                      | 0.6329               | 0.3218               | 0.0                      | nan                         | 0.0                         | 0.4795                     | 0.0                    | 0.0                   | 0.9021               | 0.9073               | 0.9129                | 0.0                     | 0.0510                    | 0.4103                | 0.0                             | nan                     | 0.5659                  | 0.8404                | 0.7976             | 0.5330        | 0.2067               | 0.0                      | 0.2976             | 0.3918        | 0.0               | 0.7881           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4634                  | nan                    | 0.0     | 0.6961        | 0.0                 | 0.4115          | 0.2632          | 0.0                 | nan                    | 0.0                    | 0.3295                | 0.0               | 0.0              | 0.8043          | 0.7360          | 0.8742           | 0.0             | 0.0446        | 0.2963   | 0.0              |
| 0.4379        | 56.0  | 5992  | 0.6688                       | 0.2871                         | 0.3580                     | 0.8059                               | nan                          | 0.5682                       | 0.9473                     | 0.8909                  | 0.8684             | 0.1827                    | 0.0                           | 0.4078                  | 0.5539             | 0.0                    | 0.9361                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.6815                       | nan                         | 0.0          | 0.8838             | 0.0                      | 0.6820               | 0.3338               | 0.0                      | nan                         | 0.0                         | 0.4720                     | 0.0                    | 0.0                   | 0.9061               | 0.8482               | 0.9133                | 0.0                     | 0.0386                    | 0.3415                | 0.0                             | nan                     | 0.5081                  | 0.8198                | 0.8017             | 0.5046        | 0.1626               | 0.0                      | 0.2799             | 0.3793        | 0.0               | 0.7869           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4692                  | nan                    | 0.0     | 0.6965        | 0.0                 | 0.4161          | 0.2613          | 0.0                 | nan                    | 0.0                    | 0.3389                | 0.0               | 0.0              | 0.8176          | 0.7576          | 0.8727           | 0.0             | 0.0347        | 0.2792   | 0.0              |
| 0.4489        | 57.0  | 6099  | 0.6413                       | 0.2898                         | 0.3657                     | 0.8118                               | nan                          | 0.6336                       | 0.9369                     | 0.8978                  | 0.8637             | 0.2405                    | 0.0                           | 0.4683                  | 0.4792             | 0.0                    | 0.9456                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7398                       | nan                         | 0.0          | 0.8757             | 0.0                      | 0.6220               | 0.3338               | 0.0                      | nan                         | 0.0                         | 0.5178                     | 0.0                    | 0.0                   | 0.8798               | 0.8909               | 0.9242                | 0.0                     | 0.0371                    | 0.4152                | 0.0                             | nan                     | 0.5641                  | 0.8302                | 0.7988             | 0.5222        | 0.2052               | 0.0                      | 0.2923             | 0.3509        | 0.0               | 0.7819           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4626                  | nan                    | 0.0     | 0.7010        | 0.0                 | 0.4040          | 0.2609          | 0.0                 | nan                    | 0.0                    | 0.3240                | 0.0               | 0.0              | 0.8147          | 0.7572          | 0.8780           | 0.0             | 0.0348        | 0.2924   | 0.0              |
| 0.4042        | 58.0  | 6206  | 0.6378                       | 0.2905                         | 0.3632                     | 0.8141                               | nan                          | 0.6889                       | 0.9331                     | 0.8987                  | 0.8277             | 0.1904                    | 0.0                           | 0.4609                  | 0.4760             | 0.0                    | 0.9308                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7672                       | nan                         | 0.0          | 0.8689             | 0.0                      | 0.6552               | 0.3481               | 0.0                      | nan                         | 0.0                         | 0.4860                     | 0.0                    | 0.0                   | 0.9232               | 0.8152               | 0.9071                | 0.0                     | 0.0922                    | 0.3534                | 0.0                             | nan                     | 0.5797                  | 0.8300                | 0.7955             | 0.5497        | 0.1802               | 0.0                      | 0.3002             | 0.3608        | 0.0               | 0.7923           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4430                  | nan                    | 0.0     | 0.7010        | 0.0                 | 0.3912          | 0.2586          | 0.0                 | nan                    | 0.0                    | 0.3330                | 0.0               | 0.0              | 0.8063          | 0.7389          | 0.8722           | 0.0             | 0.0842        | 0.2788   | 0.0              |
| 0.4033        | 59.0  | 6313  | 0.6393                       | 0.2901                         | 0.3629                     | 0.8131                               | nan                          | 0.6851                       | 0.9282                     | 0.8829                  | 0.8307             | 0.1882                    | 0.0                           | 0.4846                  | 0.5244             | 0.0                    | 0.9433                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7355                       | nan                         | 0.0          | 0.8673             | 0.0                      | 0.6451               | 0.2991               | 0.0                      | nan                         | 0.0                         | 0.5054                     | 0.0                    | 0.0                   | 0.9144               | 0.8542               | 0.9130                | 0.0                     | 0.0306                    | 0.3796                | 0.0                             | nan                     | 0.5736                  | 0.8304                | 0.8001             | 0.5264        | 0.1720               | 0.0                      | 0.2962             | 0.3684        | 0.0               | 0.7884           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4725                  | nan                    | 0.0     | 0.6993        | 0.0                 | 0.3926          | 0.2552          | 0.0                 | nan                    | 0.0                    | 0.3409                | 0.0               | 0.0              | 0.8158          | 0.7611          | 0.8778           | 0.0             | 0.0283        | 0.2835   | 0.0              |
| 0.4021        | 60.0  | 6420  | 0.6501                       | 0.2886                         | 0.3651                     | 0.8139                               | nan                          | 0.7362                       | 0.9216                     | 0.9046                  | 0.8150             | 0.1901                    | 0.0                           | 0.4200                  | 0.4985             | 0.0                    | 0.9507                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7714                       | nan                         | 0.0          | 0.8632             | 0.0                      | 0.6387               | 0.3715               | 0.0                      | nan                         | 0.0                         | 0.4586                     | 0.0                    | 0.0                   | 0.9045               | 0.8397               | 0.9113                | 0.0                     | 0.1205                    | 0.3673                | 0.0                             | nan                     | 0.6146                  | 0.8265                | 0.7334             | 0.5541        | 0.1753               | 0.0                      | 0.2840             | 0.3505        | 0.0               | 0.7546           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4427                  | nan                    | 0.0     | 0.6866        | 0.0                 | 0.3878          | 0.2644          | 0.0                 | nan                    | 0.0                    | 0.3435                | 0.0               | 0.0              | 0.8178          | 0.7580          | 0.8759           | 0.0             | 0.0918        | 0.2734   | 0.0              |
| 0.4143        | 61.0  | 6527  | 0.6427                       | 0.2897                         | 0.3612                     | 0.8105                               | nan                          | 0.6811                       | 0.9188                     | 0.8982                  | 0.7937             | 0.2651                    | 0.0                           | 0.5039                  | 0.4599             | 0.0                    | 0.9477                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7194                       | nan                         | 0.0          | 0.8837             | 0.0                      | 0.5937               | 0.3117               | 0.0                      | nan                         | 0.0                         | 0.4858                     | 0.0                    | 0.0                   | 0.9079               | 0.8499               | 0.9188                | 0.0                     | 0.0464                    | 0.3740                | 0.0                             | nan                     | 0.5727                  | 0.8170                | 0.7807             | 0.5701        | 0.2198               | 0.0                      | 0.2939             | 0.3411        | 0.0               | 0.7690           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4610                  | nan                    | 0.0     | 0.6847        | 0.0                 | 0.3873          | 0.2523          | 0.0                 | nan                    | 0.0                    | 0.3447                | 0.0               | 0.0              | 0.8200          | 0.7614          | 0.8782           | 0.0             | 0.0412        | 0.2743   | 0.0              |
| 0.3857        | 62.0  | 6634  | 0.6568                       | 0.2875                         | 0.3664                     | 0.8074                               | nan                          | 0.6878                       | 0.9189                     | 0.8964                  | 0.8039             | 0.1812                    | 0.0                           | 0.5164                  | 0.5660             | 0.0                    | 0.9535                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7389                       | nan                         | 0.0          | 0.8524             | 0.0                      | 0.6142               | 0.3820               | 0.0                      | nan                         | 0.0                         | 0.4951                     | 0.0                    | 0.0                   | 0.8928               | 0.8760               | 0.9272                | 0.0                     | 0.0857                    | 0.3362                | 0.0                             | nan                     | 0.5667                  | 0.8261                | 0.7933             | 0.5405        | 0.1623               | 0.0                      | 0.3019             | 0.3736        | 0.0               | 0.7409           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4574                  | nan                    | 0.0     | 0.6916        | 0.0                 | 0.3764          | 0.2648          | 0.0                 | nan                    | 0.0                    | 0.3324                | 0.0               | 0.0              | 0.8177          | 0.7557          | 0.8809           | 0.0             | 0.0753        | 0.2436   | 0.0              |
| 0.4062        | 63.0  | 6741  | 0.6513                       | 0.2914                         | 0.3663                     | 0.8120                               | nan                          | 0.7112                       | 0.9218                     | 0.8867                  | 0.7747             | 0.2310                    | 0.0                           | 0.5184                  | 0.5408             | 0.0                    | 0.9502                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7454                       | nan                         | 0.0          | 0.8541             | 0.0                      | 0.5815               | 0.3421               | 0.0                      | nan                         | 0.0                         | 0.5055                     | 0.0                    | 0.0                   | 0.9086               | 0.8560               | 0.9291                | 0.0                     | 0.0971                    | 0.3675                | 0.0                             | nan                     | 0.5784                  | 0.8288                | 0.8002             | 0.5326        | 0.2018               | 0.0                      | 0.3257             | 0.3750        | 0.0               | 0.7532           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4492                  | nan                    | 0.0     | 0.6895        | 0.0                 | 0.3791          | 0.2637          | 0.0                 | nan                    | 0.0                    | 0.3276                | 0.0               | 0.0              | 0.8196          | 0.7602          | 0.8842           | 0.0             | 0.0878        | 0.2676   | 0.0              |
| 0.3899        | 64.0  | 6848  | 0.6511                       | 0.2897                         | 0.3660                     | 0.8078                               | nan                          | 0.6784                       | 0.9222                     | 0.8927                  | 0.7620             | 0.2273                    | 0.0                           | 0.5211                  | 0.5469             | 0.0                    | 0.9366                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7375                       | nan                         | 0.0          | 0.8515             | 0.0                      | 0.6301               | 0.3594               | 0.0                      | nan                         | 0.0                         | 0.5137                     | 0.0                    | 0.0                   | 0.9027               | 0.8641               | 0.9136                | 0.0                     | 0.0311                    | 0.4211                | 0.0                             | nan                     | 0.5682                  | 0.8239                | 0.8068             | 0.5166        | 0.2014               | 0.0                      | 0.3059             | 0.3793        | 0.0               | 0.7849           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4731                  | nan                    | 0.0     | 0.6751        | 0.0                 | 0.3873          | 0.2718          | 0.0                 | nan                    | 0.0                    | 0.3411                | 0.0               | 0.0              | 0.8171          | 0.7490          | 0.8788           | 0.0             | 0.0271        | 0.2641   | 0.0              |
| 0.4094        | 65.0  | 6955  | 0.6321                       | 0.2906                         | 0.3633                     | 0.8155                               | nan                          | 0.7419                       | 0.9262                     | 0.8953                  | 0.7420             | 0.2358                    | 0.0                           | 0.4796                  | 0.5340             | 0.0                    | 0.9593                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7218                       | nan                         | 0.0          | 0.8464             | 0.0                      | 0.5849               | 0.3341               | 0.0                      | nan                         | 0.0                         | 0.4942                     | 0.0                    | 0.0                   | 0.9074               | 0.8709               | 0.9111                | 0.0009                  | 0.0280                    | 0.4123                | 0.0                             | nan                     | 0.6028                  | 0.8365                | 0.8011             | 0.5280        | 0.2101               | 0.0                      | 0.3052             | 0.3724        | 0.0               | 0.7332           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4604                  | nan                    | 0.0     | 0.6845        | 0.0                 | 0.3982          | 0.2645          | 0.0                 | nan                    | 0.0                    | 0.3412                | 0.0               | 0.0              | 0.8201          | 0.7577          | 0.8759           | 0.0009          | 0.0255        | 0.2797   | 0.0              |
| 0.3902        | 66.0  | 7062  | 0.6383                       | 0.2892                         | 0.3622                     | 0.8112                               | nan                          | 0.6557                       | 0.9316                     | 0.8911                  | 0.7814             | 0.2329                    | 0.0                           | 0.5098                  | 0.4581             | 0.0                    | 0.9394                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7239                       | nan                         | 0.0          | 0.8559             | 0.0                      | 0.6460               | 0.3358               | 0.0                      | nan                         | 0.0                         | 0.5161                     | 0.0                    | 0.0                   | 0.9274               | 0.8429               | 0.8990                | 0.0                     | 0.0312                    | 0.4118                | 0.0                             | nan                     | 0.5606                  | 0.8294                | 0.8023             | 0.5414        | 0.2068               | 0.0                      | 0.3016             | 0.3450        | 0.0               | 0.7787           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4684                  | nan                    | 0.0     | 0.6942        | 0.0                 | 0.3908          | 0.2621          | 0.0                 | nan                    | 0.0                    | 0.3398                | 0.0               | 0.0              | 0.8126          | 0.7445          | 0.8709           | 0.0             | 0.0272        | 0.2774   | 0.0              |
| 0.3735        | 67.0  | 7169  | 0.6484                       | 0.2885                         | 0.3627                     | 0.8076                               | nan                          | 0.6374                       | 0.9351                     | 0.9035                  | 0.7568             | 0.2251                    | 0.0                           | 0.4998                  | 0.4948             | 0.0                    | 0.9478                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7209                       | nan                         | 0.0          | 0.8596             | 0.0                      | 0.5804               | 0.3791               | 0.0                      | nan                         | 0.0                         | 0.4997                     | 0.0                    | 0.0                   | 0.8999               | 0.8741               | 0.9245                | 0.0                     | 0.0483                    | 0.4185                | 0.0                             | nan                     | 0.5389                  | 0.8231                | 0.7871             | 0.5304        | 0.1996               | 0.0                      | 0.2827             | 0.3614        | 0.0               | 0.7835           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4719                  | nan                    | 0.0     | 0.6932        | 0.0                 | 0.3775          | 0.2770          | 0.0                 | nan                    | 0.0                    | 0.3393                | 0.0               | 0.0              | 0.8216          | 0.7540          | 0.8823           | 0.0             | 0.0421        | 0.2668   | 0.0              |
| 0.3888        | 68.0  | 7276  | 0.6295                       | 0.2932                         | 0.3681                     | 0.8124                               | nan                          | 0.6453                       | 0.9414                     | 0.8924                  | 0.7985             | 0.2832                    | 0.0                           | 0.5193                  | 0.6389             | 0.0                    | 0.9459                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7338                       | nan                         | 0.0          | 0.8423             | 0.0                      | 0.5126               | 0.3179               | 0.0                      | nan                         | 0.0                         | 0.5176                     | 0.0                    | 0.0                   | 0.9164               | 0.8300               | 0.9247                | 0.0010                  | 0.0627                    | 0.4567                | 0.0                             | nan                     | 0.5521                  | 0.8326                | 0.7984             | 0.5384        | 0.2291               | 0.0                      | 0.3097             | 0.4143        | 0.0               | 0.7877           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4724                  | nan                    | 0.0     | 0.7028        | 0.0                 | 0.3784          | 0.2540          | 0.0                 | nan                    | 0.0                    | 0.3337                | 0.0               | 0.0              | 0.8172          | 0.7398          | 0.8859           | 0.0010          | 0.0533        | 0.2830   | 0.0              |
| 0.3463        | 69.0  | 7383  | 0.6746                       | 0.2916                         | 0.3677                     | 0.8094                               | nan                          | 0.6515                       | 0.9210                     | 0.8823                  | 0.8440             | 0.1789                    | 0.0                           | 0.5215                  | 0.5737             | 0.0                    | 0.9359                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7389                       | nan                         | 0.0          | 0.8837             | 0.0                      | 0.6300               | 0.3350               | 0.0                      | nan                         | 0.0                         | 0.4968                     | 0.0                    | 0.0                   | 0.9032               | 0.8934               | 0.9017                | 0.0                     | 0.0703                    | 0.4058                | 0.0                             | nan                     | 0.5528                  | 0.8245                | 0.7907             | 0.5250        | 0.1632               | 0.0                      | 0.3014             | 0.3934        | 0.0               | 0.8010           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4788                  | nan                    | 0.0     | 0.6967        | 0.0                 | 0.3744          | 0.2605          | 0.0                 | nan                    | 0.0                    | 0.3469                | 0.0               | 0.0              | 0.8186          | 0.7642          | 0.8737           | 0.0             | 0.0613        | 0.3051   | 0.0              |
| 0.3702        | 70.0  | 7490  | 0.6890                       | 0.2875                         | 0.3635                     | 0.8012                               | nan                          | 0.5995                       | 0.9326                     | 0.8853                  | 0.8029             | 0.2289                    | 0.0                           | 0.5002                  | 0.5737             | 0.0                    | 0.9451                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7417                       | nan                         | 0.0          | 0.8227             | 0.0                      | 0.6097               | 0.3263               | 0.0                      | nan                         | 0.0                         | 0.5053                     | 0.0                    | 0.0                   | 0.9192               | 0.8235               | 0.9210                | 0.0                     | 0.0666                    | 0.4292                | 0.0                             | nan                     | 0.5210                  | 0.8170                | 0.8010             | 0.5198        | 0.1907               | 0.0                      | 0.3010             | 0.3898        | 0.0               | 0.7651           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4836                  | nan                    | 0.0     | 0.6753        | 0.0                 | 0.3649          | 0.2576          | 0.0                 | nan                    | 0.0                    | 0.3513                | 0.0               | 0.0              | 0.8151          | 0.7466          | 0.8840           | 0.0             | 0.0563        | 0.2598   | 0.0              |
| 0.3642        | 71.0  | 7597  | 0.6835                       | 0.2867                         | 0.3593                     | 0.8038                               | nan                          | 0.6182                       | 0.9263                     | 0.8897                  | 0.8120             | 0.1957                    | 0.0                           | 0.4355                  | 0.5927             | 0.0                    | 0.9233                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7200                       | nan                         | 0.0          | 0.8870             | 0.0                      | 0.6023               | 0.3097               | 0.0                      | nan                         | 0.0                         | 0.4994                     | 0.0                    | 0.0                   | 0.9270               | 0.8288               | 0.9199                | 0.0                     | 0.0564                    | 0.3520                | 0.0                             | nan                     | 0.5306                  | 0.8156                | 0.7929             | 0.4950        | 0.1747               | 0.0                      | 0.2794             | 0.3891        | 0.0               | 0.8032           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4771                  | nan                    | 0.0     | 0.6905        | 0.0                 | 0.3674          | 0.2453          | 0.0                 | nan                    | 0.0                    | 0.3447                | 0.0               | 0.0              | 0.8116          | 0.7450          | 0.8826           | 0.0             | 0.0496        | 0.2805   | 0.0              |
| 0.36          | 72.0  | 7704  | 0.6669                       | 0.2901                         | 0.3652                     | 0.8075                               | nan                          | 0.6434                       | 0.9327                     | 0.8960                  | 0.7900             | 0.2190                    | 0.0                           | 0.4746                  | 0.5706             | 0.0                    | 0.9461                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7405                       | nan                         | 0.0          | 0.8967             | 0.0                      | 0.5709               | 0.3347               | 0.0                      | nan                         | 0.0                         | 0.5213                     | 0.0                    | 0.0                   | 0.8767               | 0.8656               | 0.9185                | 0.0                     | 0.0645                    | 0.4230                | 0.0                             | nan                     | 0.5397                  | 0.8231                | 0.7948             | 0.5252        | 0.1971               | 0.0                      | 0.2832             | 0.3853        | 0.0               | 0.7856           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4817                  | nan                    | 0.0     | 0.6834        | 0.0                 | 0.3839          | 0.2617          | 0.0                 | nan                    | 0.0                    | 0.3396                | 0.0               | 0.0              | 0.8178          | 0.7627          | 0.8720           | 0.0             | 0.0530        | 0.2933   | 0.0              |
| 0.3973        | 73.0  | 7811  | 0.6383                       | 0.2949                         | 0.3680                     | 0.8186                               | nan                          | 0.7241                       | 0.9280                     | 0.9008                  | 0.7697             | 0.2577                    | 0.0                           | 0.5086                  | 0.5711             | 0.0                    | 0.9495                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7286                       | nan                         | 0.0          | 0.8676             | 0.0                      | 0.6173               | 0.3238               | 0.0                      | nan                         | 0.0                         | 0.5022                     | 0.0                    | 0.0                   | 0.9099               | 0.8670               | 0.9130                | 0.0                     | 0.0432                    | 0.3933                | 0.0                             | nan                     | 0.5943                  | 0.8414                | 0.7925             | 0.5329        | 0.2288               | 0.0                      | 0.3133             | 0.3883        | 0.0               | 0.7799           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4800                  | nan                    | 0.0     | 0.6892        | 0.0                 | 0.4039          | 0.2600          | 0.0                 | nan                    | 0.0                    | 0.3515                | 0.0               | 0.0              | 0.8218          | 0.7658          | 0.8779           | 0.0             | 0.0378        | 0.2778   | 0.0              |
| 0.3552        | 74.0  | 7918  | 0.6462                       | 0.2937                         | 0.3665                     | 0.8151                               | nan                          | 0.6810                       | 0.9352                     | 0.9009                  | 0.7938             | 0.2200                    | 0.0                           | 0.4290                  | 0.5985             | 0.0                    | 0.9448                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7497                       | nan                         | 0.0          | 0.8762             | 0.0                      | 0.6223               | 0.3297               | 0.0                      | nan                         | 0.0                         | 0.5028                     | 0.0                    | 0.0                   | 0.9107               | 0.8538               | 0.9194                | 0.0                     | 0.0489                    | 0.4105                | 0.0                             | nan                     | 0.5681                  | 0.8314                | 0.8066             | 0.5452        | 0.1979               | 0.0                      | 0.2832             | 0.4003        | 0.0               | 0.7864           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4794                  | nan                    | 0.0     | 0.6941        | 0.0                 | 0.4007          | 0.2634          | 0.0                 | nan                    | 0.0                    | 0.3505                | 0.0               | 0.0              | 0.8197          | 0.7579          | 0.8799           | 0.0             | 0.0428        | 0.2906   | 0.0              |
| 0.3735        | 75.0  | 8025  | 0.6607                       | 0.2912                         | 0.3658                     | 0.8094                               | nan                          | 0.6830                       | 0.9221                     | 0.8990                  | 0.7703             | 0.2393                    | 0.0                           | 0.4768                  | 0.5555             | 0.0                    | 0.9397                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7627                       | nan                         | 0.0          | 0.8774             | 0.0                      | 0.5842               | 0.3146               | 0.0                      | nan                         | 0.0                         | 0.5209                     | 0.0                    | 0.0                   | 0.9052               | 0.8376               | 0.9323                | 0.0006                  | 0.0601                    | 0.4251                | 0.0                             | nan                     | 0.5616                  | 0.8266                | 0.8043             | 0.4916        | 0.2068               | 0.0                      | 0.2969             | 0.3852        | 0.0               | 0.7947           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4696                  | nan                    | 0.0     | 0.6919        | 0.0                 | 0.3934          | 0.2599          | 0.0                 | nan                    | 0.0                    | 0.3454                | 0.0               | 0.0              | 0.8176          | 0.7506          | 0.8838           | 0.0006          | 0.0529        | 0.2857   | 0.0              |
| 0.349         | 76.0  | 8132  | 0.6499                       | 0.2920                         | 0.3634                     | 0.8132                               | nan                          | 0.6815                       | 0.9338                     | 0.8990                  | 0.7476             | 0.2275                    | 0.0                           | 0.4769                  | 0.5225             | 0.0                    | 0.9473                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7426                       | nan                         | 0.0          | 0.8829             | 0.0                      | 0.6085               | 0.3132               | 0.0                      | nan                         | 0.0                         | 0.5296                     | 0.0                    | 0.0                   | 0.9144               | 0.8342               | 0.9098                | 0.0                     | 0.0538                    | 0.4042                | 0.0                             | nan                     | 0.5611                  | 0.8351                | 0.8007             | 0.5302        | 0.1879               | 0.0                      | 0.2919             | 0.3759        | 0.0               | 0.7918           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4747                  | nan                    | 0.0     | 0.6961        | 0.0                 | 0.4043          | 0.2598          | 0.0                 | nan                    | 0.0                    | 0.3443                | 0.0               | 0.0              | 0.8162          | 0.7462          | 0.8769           | 0.0             | 0.0491        | 0.3031   | 0.0              |
| 0.3714        | 77.0  | 8239  | 0.6534                       | 0.2926                         | 0.3678                     | 0.8124                               | nan                          | 0.6790                       | 0.9351                     | 0.8952                  | 0.7512             | 0.2106                    | 0.0                           | 0.5023                  | 0.5752             | 0.0                    | 0.9328                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7807                       | nan                         | 0.0          | 0.8562             | 0.0                      | 0.6458               | 0.3162               | 0.0                      | nan                         | 0.0                         | 0.5232                     | 0.0                    | 0.0                   | 0.9210               | 0.8265               | 0.9273                | 0.0                     | 0.0808                    | 0.4113                | 0.0                             | nan                     | 0.5593                  | 0.8347                | 0.8043             | 0.5370        | 0.1833               | 0.0                      | 0.2953             | 0.3971        | 0.0               | 0.7974           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4632                  | nan                    | 0.0     | 0.6987        | 0.0                 | 0.3865          | 0.2565          | 0.0                 | nan                    | 0.0                    | 0.3415                | 0.0               | 0.0              | 0.8136          | 0.7420          | 0.8860           | 0.0             | 0.0712        | 0.2942   | 0.0              |
| 0.363         | 78.0  | 8346  | 0.6516                       | 0.2910                         | 0.3632                     | 0.8136                               | nan                          | 0.6971                       | 0.9296                     | 0.8965                  | 0.7702             | 0.2131                    | 0.0                           | 0.4759                  | 0.5148             | 0.0                    | 0.9332                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7724                       | nan                         | 0.0          | 0.8932             | 0.0                      | 0.5626               | 0.3029               | 0.0                      | nan                         | 0.0                         | 0.5263                     | 0.0                    | 0.0                   | 0.9160               | 0.8210               | 0.9231                | 0.0                     | 0.0554                    | 0.4197                | 0.0                             | nan                     | 0.5716                  | 0.8385                | 0.7896             | 0.5483        | 0.1777               | 0.0                      | 0.2883             | 0.3691        | 0.0               | 0.7908           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4736                  | nan                    | 0.0     | 0.6864        | 0.0                 | 0.3961          | 0.2512          | 0.0                 | nan                    | 0.0                    | 0.3478                | 0.0               | 0.0              | 0.8160          | 0.7383          | 0.8834           | 0.0             | 0.0501        | 0.2945   | 0.0              |
| 0.3493        | 79.0  | 8453  | 0.6702                       | 0.2912                         | 0.3685                     | 0.8100                               | nan                          | 0.6696                       | 0.9258                     | 0.9017                  | 0.7644             | 0.2376                    | 0.0                           | 0.4962                  | 0.5597             | 0.0                    | 0.9498                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7711                       | nan                         | 0.0          | 0.8724             | 0.0                      | 0.5995               | 0.3210               | 0.0                      | nan                         | 0.0                         | 0.5325                     | 0.0                    | 0.0                   | 0.9025               | 0.8466               | 0.9381                | 0.0                     | 0.0799                    | 0.4247                | 0.0                             | nan                     | 0.5541                  | 0.8345                | 0.7881             | 0.5164        | 0.1987               | 0.0                      | 0.2920             | 0.3835        | 0.0               | 0.7768           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4737                  | nan                    | 0.0     | 0.6941        | 0.0                 | 0.3974          | 0.2577          | 0.0                 | nan                    | 0.0                    | 0.3448                | 0.0               | 0.0              | 0.8187          | 0.7431          | 0.8877           | 0.0             | 0.0699        | 0.2870   | 0.0              |
| 0.3792        | 80.0  | 8560  | 0.6412                       | 0.2946                         | 0.3691                     | 0.8157                               | nan                          | 0.6826                       | 0.9328                     | 0.9031                  | 0.7805             | 0.2240                    | 0.0                           | 0.5004                  | 0.5717             | 0.0                    | 0.9422                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7532                       | nan                         | 0.0          | 0.8790             | 0.0                      | 0.6263               | 0.3250               | 0.0                      | nan                         | 0.0                         | 0.5130                     | 0.0                    | 0.0                   | 0.9049               | 0.8708               | 0.9215                | 0.0                     | 0.0666                    | 0.4137                | 0.0                             | nan                     | 0.5668                  | 0.8404                | 0.7926             | 0.5316        | 0.1912               | 0.0                      | 0.3036             | 0.3948        | 0.0               | 0.7940           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4767                  | nan                    | 0.0     | 0.6963        | 0.0                 | 0.3952          | 0.2617          | 0.0                 | nan                    | 0.0                    | 0.3547                | 0.0               | 0.0              | 0.8229          | 0.7615          | 0.8830           | 0.0             | 0.0593        | 0.2996   | 0.0              |
| 0.3466        | 81.0  | 8667  | 0.6398                       | 0.2949                         | 0.3696                     | 0.8181                               | nan                          | 0.7198                       | 0.9374                     | 0.8927                  | 0.7518             | 0.1953                    | 0.0                           | 0.5069                  | 0.6073             | 0.0                    | 0.9437                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7508                       | nan                         | 0.0          | 0.8438             | 0.0                      | 0.6477               | 0.3045               | 0.0                      | nan                         | 0.0                         | 0.5206                     | 0.0                    | 0.0                   | 0.9149               | 0.8694               | 0.9313                | 0.0                     | 0.0794                    | 0.4091                | 0.0                             | nan                     | 0.5959                  | 0.8409                | 0.8043             | 0.5625        | 0.1746               | 0.0                      | 0.2955             | 0.4016        | 0.0               | 0.7887           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4771                  | nan                    | 0.0     | 0.6876        | 0.0                 | 0.3937          | 0.2508          | 0.0                 | nan                    | 0.0                    | 0.3438                | 0.0               | 0.0              | 0.8203          | 0.7721          | 0.8882           | 0.0             | 0.0703        | 0.2696   | 0.0              |
| 0.3434        | 82.0  | 8774  | 0.6427                       | 0.2948                         | 0.3702                     | 0.8144                               | nan                          | 0.6701                       | 0.9388                     | 0.8942                  | 0.7976             | 0.2036                    | 0.0                           | 0.4717                  | 0.5793             | 0.0                    | 0.9421                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7673                       | nan                         | 0.0          | 0.8614             | 0.0                      | 0.6617               | 0.3411               | 0.0                      | nan                         | 0.0                         | 0.5250                     | 0.0                    | 0.0                   | 0.9065               | 0.8583               | 0.9214                | 0.0                     | 0.1155                    | 0.3911                | 0.0                             | nan                     | 0.5615                  | 0.8356                | 0.8036             | 0.5543        | 0.1765               | 0.0                      | 0.2927             | 0.3998        | 0.0               | 0.7927           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4756                  | nan                    | 0.0     | 0.6983        | 0.0                 | 0.3912          | 0.2617          | 0.0                 | nan                    | 0.0                    | 0.3422                | 0.0               | 0.0              | 0.8220          | 0.7609          | 0.8829           | 0.0             | 0.0994        | 0.2837   | 0.0              |
| 0.3728        | 83.0  | 8881  | 0.6632                       | 0.2935                         | 0.3712                     | 0.8071                               | nan                          | 0.6362                       | 0.9181                     | 0.8946                  | 0.8165             | 0.2796                    | 0.0                           | 0.4980                  | 0.5929             | 0.0                    | 0.9434                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7612                       | nan                         | 0.0          | 0.8576             | 0.0                      | 0.6222               | 0.3247               | 0.0                      | nan                         | 0.0                         | 0.5315                     | 0.0                    | 0.0                   | 0.9206               | 0.8297               | 0.9324                | 0.0                     | 0.1246                    | 0.3953                | 0.0                             | nan                     | 0.5330                  | 0.8303                | 0.8021             | 0.5115        | 0.2133               | 0.0                      | 0.3082             | 0.4008        | 0.0               | 0.7792           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4707                  | nan                    | 0.0     | 0.6944        | 0.0                 | 0.3960          | 0.2571          | 0.0                 | nan                    | 0.0                    | 0.3433                | 0.0               | 0.0              | 0.8166          | 0.7505          | 0.8884           | 0.0             | 0.1076        | 0.2874   | 0.0              |
| 0.3449        | 84.0  | 8988  | 0.6665                       | 0.2911                         | 0.3655                     | 0.8080                               | nan                          | 0.6208                       | 0.9362                     | 0.8933                  | 0.7983             | 0.2167                    | 0.0                           | 0.4705                  | 0.5213             | 0.0                    | 0.9445                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7528                       | nan                         | 0.0          | 0.8565             | 0.0                      | 0.6339               | 0.3453               | 0.0                      | nan                         | 0.0                         | 0.5227                     | 0.0                    | 0.0                   | 0.9203               | 0.8327               | 0.9315                | 0.0                     | 0.1078                    | 0.3915                | 0.0                             | nan                     | 0.5271                  | 0.8305                | 0.8038             | 0.5352        | 0.1796               | 0.0                      | 0.2901             | 0.3788        | 0.0               | 0.7816           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4767                  | nan                    | 0.0     | 0.6966        | 0.0                 | 0.3857          | 0.2623          | 0.0                 | nan                    | 0.0                    | 0.3403                | 0.0               | 0.0              | 0.8154          | 0.7512          | 0.8876           | 0.0             | 0.0934        | 0.2779   | 0.0              |
| 0.3677        | 85.0  | 9095  | 0.6600                       | 0.2914                         | 0.3667                     | 0.8089                               | nan                          | 0.6430                       | 0.9281                     | 0.8959                  | 0.7877             | 0.2441                    | 0.0                           | 0.5011                  | 0.5246             | 0.0                    | 0.9417                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7416                       | nan                         | 0.0          | 0.8635             | 0.0                      | 0.6224               | 0.3337               | 0.0                      | nan                         | 0.0                         | 0.5238                     | 0.0                    | 0.0                   | 0.9166               | 0.8404               | 0.9203                | 0.0                     | 0.0966                    | 0.4086                | 0.0                             | nan                     | 0.5410                  | 0.8368                | 0.8012             | 0.5221        | 0.1990               | 0.0                      | 0.3032             | 0.3763        | 0.0               | 0.7839           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4819                  | nan                    | 0.0     | 0.6880        | 0.0                 | 0.3785          | 0.2603          | 0.0                 | nan                    | 0.0                    | 0.3469                | 0.0               | 0.0              | 0.8166          | 0.7502          | 0.8825           | 0.0             | 0.0826        | 0.2728   | 0.0              |
| 0.3479        | 86.0  | 9202  | 0.6653                       | 0.2925                         | 0.3659                     | 0.8083                               | nan                          | 0.6215                       | 0.9364                     | 0.8955                  | 0.8062             | 0.2438                    | 0.0                           | 0.4356                  | 0.5749             | 0.0                    | 0.9352                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7572                       | nan                         | 0.0          | 0.8647             | 0.0                      | 0.5950               | 0.3194               | 0.0                      | nan                         | 0.0                         | 0.5181                     | 0.0                    | 0.0                   | 0.9142               | 0.8559               | 0.9196                | 0.0010                  | 0.1131                    | 0.4024                | 0.0                             | nan                     | 0.5305                  | 0.8260                | 0.8026             | 0.5177        | 0.2000               | 0.0                      | 0.2845             | 0.3964        | 0.0               | 0.8037           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4777                  | nan                    | 0.0     | 0.6850        | 0.0                 | 0.3926          | 0.2605          | 0.0                 | nan                    | 0.0                    | 0.3443                | 0.0               | 0.0              | 0.8210          | 0.7590          | 0.8827           | 0.0010          | 0.0985        | 0.2760   | 0.0              |
| 0.373         | 87.0  | 9309  | 0.6488                       | 0.2953                         | 0.3681                     | 0.8141                               | nan                          | 0.6465                       | 0.9404                     | 0.8996                  | 0.7934             | 0.2418                    | 0.0                           | 0.4875                  | 0.5646             | 0.0                    | 0.9394                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7519                       | nan                         | 0.0          | 0.8931             | 0.0                      | 0.6325               | 0.3185               | 0.0                      | nan                         | 0.0                         | 0.5045                     | 0.0                    | 0.0                   | 0.8982               | 0.8624               | 0.9196                | 0.0000                  | 0.1086                    | 0.3763                | 0.0                             | nan                     | 0.5479                  | 0.8347                | 0.7989             | 0.5439        | 0.2043               | 0.0                      | 0.2952             | 0.3956        | 0.0               | 0.8041           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4802                  | nan                    | 0.0     | 0.6921        | 0.0                 | 0.3919          | 0.2632          | 0.0                 | nan                    | 0.0                    | 0.3462                | 0.0               | 0.0              | 0.8219          | 0.7598          | 0.8803           | 0.0000          | 0.0954        | 0.2939   | 0.0              |
| 0.3509        | 88.0  | 9416  | 0.6508                       | 0.2938                         | 0.3690                     | 0.8125                               | nan                          | 0.6480                       | 0.9359                     | 0.8987                  | 0.8023             | 0.2228                    | 0.0                           | 0.4828                  | 0.5941             | 0.0                    | 0.9355                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7617                       | nan                         | 0.0          | 0.8669             | 0.0                      | 0.5964               | 0.3253               | 0.0                      | nan                         | 0.0                         | 0.5218                     | 0.0                    | 0.0                   | 0.9249               | 0.8344               | 0.9275                | 0.0                     | 0.1256                    | 0.4037                | 0.0                             | nan                     | 0.5517                  | 0.8360                | 0.7990             | 0.5289        | 0.1923               | 0.0                      | 0.2911             | 0.3969        | 0.0               | 0.7989           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4790                  | nan                    | 0.0     | 0.6967        | 0.0                 | 0.3872          | 0.2572          | 0.0                 | nan                    | 0.0                    | 0.3400                | 0.0               | 0.0              | 0.8153          | 0.7499          | 0.8866           | 0.0             | 0.1061        | 0.2894   | 0.0              |
| 0.3249        | 89.0  | 9523  | 0.6380                       | 0.2947                         | 0.3653                     | 0.8162                               | nan                          | 0.6541                       | 0.9527                     | 0.9012                  | 0.7578             | 0.2159                    | 0.0                           | 0.4779                  | 0.5541             | 0.0                    | 0.9496                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7475                       | nan                         | 0.0          | 0.8613             | 0.0                      | 0.6083               | 0.3103               | 0.0                      | nan                         | 0.0                         | 0.5111                     | 0.0                    | 0.0                   | 0.9215               | 0.8387               | 0.9247                | 0.0                     | 0.1075                    | 0.3965                | 0.0                             | nan                     | 0.5525                  | 0.8372                | 0.8023             | 0.5649        | 0.1893               | 0.0                      | 0.2923             | 0.3918        | 0.0               | 0.7877           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4774                  | nan                    | 0.0     | 0.7001        | 0.0                 | 0.3917          | 0.2583          | 0.0                 | nan                    | 0.0                    | 0.3406                | 0.0               | 0.0              | 0.8165          | 0.7519          | 0.8854           | 0.0             | 0.0954        | 0.2955   | 0.0              |
| 0.3507        | 90.0  | 9630  | 0.6552                       | 0.2931                         | 0.3681                     | 0.8112                               | nan                          | 0.6412                       | 0.9316                     | 0.9007                  | 0.7940             | 0.2344                    | 0.0                           | 0.4845                  | 0.5679             | 0.0                    | 0.9438                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7501                       | nan                         | 0.0          | 0.8788             | 0.0                      | 0.6209               | 0.3117               | 0.0                      | nan                         | 0.0                         | 0.5239                     | 0.0                    | 0.0                   | 0.9155               | 0.8504               | 0.9231                | 0.0                     | 0.1052                    | 0.4019                | 0.0                             | nan                     | 0.5432                  | 0.8346                | 0.7967             | 0.5219        | 0.1977               | 0.0                      | 0.2933             | 0.3922        | 0.0               | 0.7936           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4792                  | nan                    | 0.0     | 0.6958        | 0.0                 | 0.3913          | 0.2588          | 0.0                 | nan                    | 0.0                    | 0.3429                | 0.0               | 0.0              | 0.8188          | 0.7511          | 0.8841           | 0.0             | 0.0910        | 0.2920   | 0.0              |
| 0.3327        | 91.0  | 9737  | 0.6568                       | 0.2929                         | 0.3687                     | 0.8102                               | nan                          | 0.6277                       | 0.9380                     | 0.8989                  | 0.8059             | 0.2578                    | 0.0                           | 0.4617                  | 0.5809             | 0.0                    | 0.9460                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7536                       | nan                         | 0.0          | 0.8356             | 0.0                      | 0.6285               | 0.3180               | 0.0                      | nan                         | 0.0                         | 0.5218                     | 0.0                    | 0.0                   | 0.9181               | 0.8578               | 0.9230                | 0.0004                  | 0.0976                    | 0.4261                | 0.0                             | nan                     | 0.5366                  | 0.8321                | 0.7979             | 0.5259        | 0.2114               | 0.0                      | 0.2900             | 0.3969        | 0.0               | 0.7969           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4798                  | nan                    | 0.0     | 0.6966        | 0.0                 | 0.3832          | 0.2618          | 0.0                 | nan                    | 0.0                    | 0.3398                | 0.0               | 0.0              | 0.8184          | 0.7523          | 0.8857           | 0.0004          | 0.0849        | 0.2836   | 0.0              |
| 0.3428        | 92.0  | 9844  | 0.6481                       | 0.2933                         | 0.3672                     | 0.8120                               | nan                          | 0.6540                       | 0.9343                     | 0.9003                  | 0.7727             | 0.2264                    | 0.0                           | 0.4777                  | 0.5473             | 0.0                    | 0.9437                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7544                       | nan                         | 0.0          | 0.8720             | 0.0                      | 0.6385               | 0.3236               | 0.0                      | nan                         | 0.0                         | 0.5132                     | 0.0                    | 0.0                   | 0.9136               | 0.8557               | 0.9224                | 0.0                     | 0.1007                    | 0.4012                | 0.0                             | nan                     | 0.5486                  | 0.8334                | 0.7997             | 0.5315        | 0.1937               | 0.0                      | 0.2905             | 0.3891        | 0.0               | 0.7948           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4778                  | nan                    | 0.0     | 0.6974        | 0.0                 | 0.3843          | 0.2628          | 0.0                 | nan                    | 0.0                    | 0.3480                | 0.0               | 0.0              | 0.8193          | 0.7522          | 0.8844           | 0.0             | 0.0885        | 0.2890   | 0.0              |
| 0.3483        | 93.0  | 9951  | 0.6642                       | 0.2923                         | 0.3664                     | 0.8104                               | nan                          | 0.6314                       | 0.9384                     | 0.9008                  | 0.7929             | 0.2027                    | 0.0                           | 0.4565                  | 0.5687             | 0.0                    | 0.9355                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7620                       | nan                         | 0.0          | 0.8702             | 0.0                      | 0.6443               | 0.3233               | 0.0                      | nan                         | 0.0                         | 0.5056                     | 0.0                    | 0.0                   | 0.9195               | 0.8529               | 0.9224                | 0.0                     | 0.1132                    | 0.3833                | 0.0                             | nan                     | 0.5395                  | 0.8298                | 0.7942             | 0.5268        | 0.1771               | 0.0                      | 0.2783             | 0.3974        | 0.0               | 0.8030           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4790                  | nan                    | 0.0     | 0.7001        | 0.0                 | 0.3838          | 0.2612          | 0.0                 | nan                    | 0.0                    | 0.3438                | 0.0               | 0.0              | 0.8168          | 0.7498          | 0.8846           | 0.0             | 0.0996        | 0.2879   | 0.0              |
| 0.346         | 93.46 | 10000 | 0.6468                       | 0.2931                         | 0.3665                     | 0.8121                               | nan                          | 0.6505                       | 0.9345                     | 0.9011                  | 0.7895             | 0.2382                    | 0.0                           | 0.4519                  | 0.5536             | 0.0                    | 0.9509                | 0.0                  | 0.0                     | 0.0                        | 0.0                  | 0.7507                       | nan                         | 0.0          | 0.8681             | 0.0                      | 0.6107               | 0.3192               | 0.0                      | nan                         | 0.0                         | 0.5156                     | 0.0                    | 0.0                   | 0.9183               | 0.8478               | 0.9246                | 0.0                     | 0.1083                    | 0.3940                | 0.0                             | nan                     | 0.5472                  | 0.8329                | 0.7961             | 0.5266        | 0.2013               | 0.0                      | 0.2863             | 0.3887        | 0.0               | 0.7872           | 0.0             | 0.0                | 0.0                   | 0.0             | 0.4759                  | nan                    | 0.0     | 0.6992        | 0.0                 | 0.3924          | 0.2614          | 0.0                 | nan                    | 0.0                    | 0.3413                | 0.0               | 0.0              | 0.8182          | 0.7517          | 0.8855           | 0.0             | 0.0963        | 0.2896   | 0.0              |


### Framework versions

- Transformers 4.29.0.dev0
- Pytorch 2.0.0+cu117
- Datasets 2.11.0
- Tokenizers 0.13.3

{"license": "other", "tags": ["image-segmentation", "vision", "generated_from_trainer"], "model-index": [{"name": "segformer-finetuned-sidewalk-10k-steps", "results": []}]}
transformers pytorch tensorboard segformer image-segmentation vision generated_from_trainer license:other endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #segformer #image-segmentation #vision #generated_from_trainer #license-other #endpoints_compatible #region-us 

segformer-finetuned-sidewalk-10k-steps
======================================


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: 0.6468
* Mean Iou: 0.2931
* Mean Accuracy: 0.3665
* Overall Accuracy: 0.8121
* Accuracy Unlabeled: nan
* Accuracy Flat-road: 0.6505
* Accuracy Flat-sidewalk: 0.9345
* Accuracy Flat-crosswalk: 0.9011
* Accuracy Flat-cyclinglane: 0.7895
* Accuracy Flat-parkingdriveway: 0.2382
* Accuracy Flat-railtrack: 0.0
* Accuracy Flat-curb: 0.4519
* Accuracy Human-person: 0.5536
* Accuracy Human-rider: 0.0
* Accuracy Vehicle-car: 0.9509
* Accuracy Vehicle-truck: 0.0
* Accuracy Vehicle-bus: 0.0
* Accuracy Vehicle-tramtrain: 0.0
* Accuracy Vehicle-motorcycle: 0.0
* Accuracy Vehicle-bicycle: 0.7507
* Accuracy Vehicle-caravan: nan
* Accuracy Vehicle-cartrailer: 0.0
* Accuracy Construction-building: 0.8681
* Accuracy Construction-door: 0.0
* Accuracy Construction-wall: 0.6107
* Accuracy Construction-fenceguardrail: 0.3192
* Accuracy Construction-bridge: 0.0
* Accuracy Construction-tunnel: nan
* Accuracy Construction-stairs: 0.0
* Accuracy Object-pole: 0.5156
* Accuracy Object-trafficsign: 0.0
* Accuracy Object-trafficlight: 0.0
* Accuracy Nature-vegetation: 0.9183
* Accuracy Nature-terrain: 0.8478
* Accuracy Sky: 0.9246
* Accuracy Void-ground: 0.0
* Accuracy Void-dynamic: 0.1083
* Accuracy Void-static: 0.3940
* Accuracy Void-unclear: 0.0
* Iou Unlabeled: nan
* Iou Flat-road: 0.5472
* Iou Flat-sidewalk: 0.8329
* Iou Flat-crosswalk: 0.7961
* Iou Flat-cyclinglane: 0.5266
* Iou Flat-parkingdriveway: 0.2013
* Iou Flat-railtrack: 0.0
* Iou Flat-curb: 0.2863
* Iou Human-person: 0.3887
* Iou Human-rider: 0.0
* Iou Vehicle-car: 0.7872
* Iou Vehicle-truck: 0.0
* Iou Vehicle-bus: 0.0
* Iou Vehicle-tramtrain: 0.0
* Iou Vehicle-motorcycle: 0.0
* Iou Vehicle-bicycle: 0.4759
* Iou Vehicle-caravan: nan
* Iou Vehicle-cartrailer: 0.0
* Iou Construction-building: 0.6992
* Iou Construction-door: 0.0
* Iou Construction-wall: 0.3924
* Iou Construction-fenceguardrail: 0.2614
* Iou Construction-bridge: 0.0
* Iou Construction-tunnel: nan
* Iou Construction-stairs: 0.0
* Iou Object-pole: 0.3413
* Iou Object-trafficsign: 0.0
* Iou Object-trafficlight: 0.0
* Iou Nature-vegetation: 0.8182
* Iou Nature-terrain: 0.7517
* Iou Sky: 0.8855
* Iou Void-ground: 0.0
* Iou Void-dynamic: 0.0963
* Iou Void-static: 0.2896
* 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: 8
* eval\_batch\_size: 8
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: polynomial
* training\_steps: 10000


### Training results



### Framework versions


* Transformers 4.29.0.dev0
* Pytorch 2.0.0+cu117
* Datasets 2.11.0
* Tokenizers 0.13.3



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 8
* eval\_batch\_size: 8
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: polynomial
* training\_steps: 10000 ### Training results ### Framework versions


* Transformers 4.29.0.dev0
* Pytorch 2.0.0+cu117
* Datasets 2.11.0
* Tokenizers 0.13.3
TAGS
#transformers #pytorch #tensorboard #segformer #image-segmentation #vision #generated_from_trainer #license-other #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 8
* eval\_batch\_size: 8
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: polynomial
* training\_steps: 10000 ### Training results ### Framework versions


* Transformers 4.29.0.dev0
* Pytorch 2.0.0+cu117
* Datasets 2.11.0
* Tokenizers 0.13.3