--- library_name: transformers license: other base_model: nvidia/mit-b2 tags: - image-segmentation - vision - generated_from_trainer model-index: - name: segformer-finetuned-sidewalk-10k-steps results: [] --- # segformer-finetuned-sidewalk-10k-steps This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.6343 - Mean Iou: 0.3675 - Mean Accuracy: 0.4554 - Overall Accuracy: 0.8499 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.9433 - Accuracy Flat-sidewalk: 0.7564 - Accuracy Flat-crosswalk: 0.8913 - Accuracy Flat-cyclinglane: 0.3568 - Accuracy Flat-parkingdriveway: nan - Accuracy Flat-railtrack: 0.6624 - Accuracy Flat-curb: 0.6380 - Accuracy Human-person: 0.6670 - Accuracy Human-rider: 0.9602 - Accuracy Vehicle-car: 0.0 - Accuracy Vehicle-truck: 0.7202 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: 0.0 - Accuracy Vehicle-motorcycle: 0.8125 - Accuracy Vehicle-bicycle: 0.0 - Accuracy Vehicle-caravan: 0.0394 - Accuracy Vehicle-cartrailer: 0.8794 - Accuracy Construction-building: 0.0198 - Accuracy Construction-door: 0.6460 - Accuracy Construction-wall: 0.4446 - Accuracy Construction-fenceguardrail: 0.15 - Accuracy Construction-bridge: nan - Accuracy Construction-tunnel: 0.0324 - Accuracy Construction-stairs: 0.6618 - Accuracy Object-pole: 0.3908 - Accuracy Object-trafficsign: 0.0155 - Accuracy Object-trafficlight: 0.9407 - Accuracy Nature-vegetation: 0.7856 - Accuracy Nature-terrain: 0.9523 - Accuracy Sky: 0.0001 - Accuracy Void-ground: 0.4305 - Accuracy Void-dynamic: 0.3187 - Accuracy Void-static: 0.0 - Accuracy Void-unclear: nan - Iou Unlabeled: 0.0 - Iou Flat-road: 0.8597 - Iou Flat-sidewalk: 0.7477 - Iou Flat-crosswalk: 0.7475 - Iou Flat-cyclinglane: 0.3261 - Iou Flat-parkingdriveway: nan - Iou Flat-railtrack: 0.5300 - Iou Flat-curb: 0.5338 - Iou Human-person: 0.3441 - Iou Human-rider: 0.8786 - Iou Vehicle-car: 0.0 - Iou Vehicle-truck: 0.6854 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: 0.0 - Iou Vehicle-motorcycle: 0.6862 - Iou Vehicle-bicycle: 0.0 - Iou Vehicle-caravan: 0.0302 - Iou Vehicle-cartrailer: 0.7283 - Iou Construction-building: 0.0198 - Iou Construction-door: 0.4970 - Iou Construction-wall: 0.3062 - Iou Construction-fenceguardrail: 0.0139 - Iou Construction-bridge: nan - Iou Construction-tunnel: 0.0288 - Iou Construction-stairs: 0.4300 - Iou Object-pole: 0.3498 - Iou Object-trafficsign: 0.0155 - Iou Object-trafficlight: 0.8365 - Iou Nature-vegetation: 0.7142 - Iou Nature-terrain: 0.9339 - Iou Sky: 0.0001 - Iou Void-ground: 0.2573 - Iou Void-dynamic: 0.2598 - Iou Void-static: 0.0 - Iou Void-unclear: nan ## 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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear | 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| 1.6022 | 1.0 | 107 | 1.1070 | 0.1500 | 0.2002 | 0.7201 | nan | 0.9618 | 0.0 | 0.2737 | 0.1123 | nan | 0.0529 | 0.0265 | 0.0 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8882 | 0.0 | 0.0713 | 0.0416 | 0.0 | nan | 0.0 | 0.3574 | 0.0 | 0.0 | 0.7896 | 0.7885 | 0.9139 | 0.0 | 0.0 | 0.0028 | 0.0 | nan | 0.0 | 0.7325 | 0.0 | 0.2694 | 0.0973 | nan | 0.0494 | 0.0262 | 0.0 | 0.7046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5598 | 0.0 | 0.0635 | 0.0402 | 0.0 | nan | 0.0 | 0.2539 | 0.0 | 0.0 | 0.6949 | 0.4728 | 0.8315 | 0.0 | 0.0 | 0.0028 | 0.0 | nan | | 0.9301 | 2.0 | 214 | 0.9070 | 0.1912 | 0.2461 | 0.7569 | nan | 0.9635 | 0.0897 | 0.4954 | 0.1958 | nan | 0.2859 | 0.2844 | 0.0 | 0.9124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0429 | 0.0 | 0.0 | 0.8211 | 0.0 | 0.4868 | 0.0700 | 0.0 | nan | 0.0 | 0.3948 | 0.0 | 0.0 | 0.8468 | 0.8058 | 0.8470 | 0.0 | 0.0 | 0.0883 | 0.0 | nan | 0.0 | 0.7896 | 0.0893 | 0.4704 | 0.1734 | nan | 0.2320 | 0.2401 | 0.0 | 0.7492 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0427 | 0.0 | 0.0 | 0.6045 | 0.0 | 0.2655 | 0.0677 | 0.0 | nan | 0.0 | 0.2813 | 0.0 | 0.0 | 0.7204 | 0.5083 | 0.8128 | 0.0 | 0.0 | 0.0709 | 0.0 | nan | | 0.7994 | 3.0 | 321 | 0.8534 | 0.2395 | 0.3170 | 0.7244 | nan | 0.7667 | 0.5689 | 0.6677 | 0.2106 | nan | 0.4606 | 0.5813 | 0.0 | 0.9205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6979 | 0.0 | 0.0 | 0.8134 | 0.0 | 0.7302 | 0.1132 | 0.0 | nan | 0.0 | 0.5160 | 0.0 | 0.0 | 0.8711 | 0.7628 | 0.9147 | 0.0 | 0.0 | 0.2300 | 0.0 | nan | 0.0 | 0.7105 | 0.5559 | 0.3414 | 0.1969 | nan | 0.3254 | 0.4346 | 0.0 | 0.7703 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5551 | 0.0 | 0.0 | 0.6301 | 0.0 | 0.3736 | 0.1026 | 0.0 | nan | 0.0 | 0.2923 | 0.0 | 0.0 | 0.7750 | 0.5868 | 0.8520 | 0.0 | 0.0 | 0.1632 | 0.0 | nan | | 0.7357 | 4.0 | 428 | 0.7647 | 0.2468 | 0.3176 | 0.7854 | nan | 0.9232 | 0.4187 | 0.6936 | 0.1583 | nan | 0.4846 | 0.6518 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7173 | 0.0 | 0.0 | 0.8418 | 0.0 | 0.2601 | 0.4278 | 0.0 | nan | 0.0 | 0.5128 | 0.0 | 0.0 | 0.9203 | 0.7437 | 0.9500 | 0.0 | 0.0 | 0.2147 | 0.0 | nan | 0.0 | 0.8051 | 0.4145 | 0.4922 | 0.1514 | nan | 0.3480 | 0.4531 | 0.0 | 0.7834 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5719 | 0.0 | 0.0 | 0.6493 | 0.0 | 0.2366 | 0.2527 | 0.0 | nan | 0.0 | 0.3215 | 0.0 | 0.0 | 0.7749 | 0.5996 | 0.8820 | 0.0 | 0.0 | 0.1601 | 0.0 | nan | | 0.6759 | 5.0 | 535 | 0.6861 | 0.2687 | 0.3428 | 0.8097 | nan | 0.9444 | 0.7878 | 0.6661 | 0.3059 | nan | 0.5740 | 0.6343 | 0.0 | 0.9455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8084 | 0.0 | 0.0 | 0.8351 | 0.0 | 0.4663 | 0.3083 | 0.0 | nan | 0.0 | 0.5218 | 0.0 | 0.0 | 0.8870 | 0.7729 | 0.9556 | 0.0 | 0.0 | 0.2139 | 0.0 | nan | 0.0 | 0.8359 | 0.7687 | 0.6082 | 0.2650 | nan | 0.3938 | 0.4628 | 0.0 | 0.7794 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5119 | 0.0 | 0.0 | 0.6569 | 0.0 | 0.3703 | 0.2213 | 0.0 | nan | 0.0 | 0.3007 | 0.0 | 0.0 | 0.7807 | 0.6051 | 0.8789 | 0.0 | 0.0 | 0.1596 | 0.0 | nan | | 0.6261 | 6.0 | 642 | 0.7037 | 0.2577 | 0.3296 | 0.8043 | nan | 0.9668 | 0.5259 | 0.6403 | 0.2319 | nan | 0.4815 | 0.7200 | 0.0 | 0.9228 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8106 | 0.0 | 0.0 | 0.7897 | 0.0 | 0.5976 | 0.3279 | 0.0 | nan | 0.0 | 0.4774 | 0.0 | 0.0 | 0.9255 | 0.7253 | 0.9390 | 0.0 | 0.0477 | 0.0870 | 0.0 | nan | 0.0 | 0.8221 | 0.5232 | 0.5481 | 0.2158 | nan | 0.3735 | 0.4330 | 0.0 | 0.7970 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5591 | 0.0 | 0.0 | 0.6471 | 0.0 | 0.3474 | 0.2365 | 0.0 | nan | 0.0 | 0.3293 | 0.0 | 0.0 | 0.7917 | 0.6184 | 0.8946 | 0.0 | 0.0356 | 0.0739 | 0.0 | nan | | 0.6257 | 7.0 | 749 | 0.6705 | 0.2613 | 0.3382 | 0.7880 | nan | 0.9338 | 0.4636 | 0.6204 | 0.2743 | nan | 0.3265 | 0.6779 | 0.0 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8088 | 0.0 | 0.0 | 0.8497 | 0.0 | 0.4536 | 0.5086 | 0.0 | nan | 0.0 | 0.6074 | 0.0 | 0.0 | 0.8327 | 0.8925 | 0.9179 | 0.0 | 0.0031 | 0.3893 | 0.0 | nan | 0.0 | 0.8391 | 0.4630 | 0.5660 | 0.2598 | nan | 0.2855 | 0.4437 | 0.0 | 0.8182 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5744 | 0.0 | 0.0 | 0.6800 | 0.0 | 0.3728 | 0.2910 | 0.0 | nan | 0.0 | 0.3161 | 0.0 | 0.0 | 0.7671 | 0.5547 | 0.8865 | 0.0 | 0.0029 | 0.2408 | 0.0 | nan | | 0.5756 | 8.0 | 856 | 0.6755 | 0.2701 | 0.3502 | 0.8143 | nan | 0.9243 | 0.5467 | 0.8725 | 0.4110 | nan | 0.4982 | 0.7183 | 0.0 | 0.9381 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7800 | 0.0 | 0.0 | 0.7558 | 0.0 | 0.7804 | 0.1822 | 0.0 | nan | 0.0 | 0.6244 | 0.0 | 0.0 | 0.9315 | 0.7312 | 0.9468 | 0.0 | 0.0096 | 0.2054 | 0.0 | nan | 0.0 | 0.8374 | 0.5461 | 0.6290 | 0.3425 | nan | 0.3822 | 0.4531 | 0.0 | 0.8072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5871 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.3827 | 0.1523 | 0.0 | nan | 0.0 | 0.3392 | 0.0 | 0.0 | 0.8128 | 0.6482 | 0.9040 | 0.0 | 0.0093 | 0.1625 | 0.0 | nan | | 0.5178 | 9.0 | 963 | 0.6938 | 0.2617 | 0.3422 | 0.8001 | nan | 0.9209 | 0.3083 | 0.8114 | 0.2825 | nan | 0.5969 | 0.7090 | 0.0003 | 0.9384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7464 | 0.0 | 0.0 | 0.7608 | 0.0 | 0.7192 | 0.3846 | 0.0 | nan | 0.0 | 0.5296 | 0.0 | 0.0 | 0.9120 | 0.8051 | 0.9309 | 0.0 | 0.0488 | 0.2031 | 0.0 | nan | 0.0 | 0.8147 | 0.3075 | 0.5929 | 0.2549 | nan | 0.3899 | 0.4547 | 0.0003 | 0.8217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5603 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.4225 | 0.2297 | 0.0 | nan | 0.0 | 0.3504 | 0.0 | 0.0 | 0.8122 | 0.6536 | 0.8964 | 0.0 | 0.0209 | 0.1430 | 0.0 | nan | | 0.5347 | 10.0 | 1070 | 0.6228 | 0.2827 | 0.3490 | 0.8179 | nan | 0.9316 | 0.6025 | 0.7417 | 0.4454 | nan | 0.4567 | 0.6594 | 0.0034 | 0.9458 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7044 | 0.0 | 0.0 | 0.8461 | 0.0 | 0.6370 | 0.2998 | 0.0 | nan | 0.0 | 0.6029 | 0.0245 | 0.0 | 0.9374 | 0.7536 | 0.8699 | 0.0 | 0.0 | 0.3556 | 0.0 | nan | 0.0 | 0.8376 | 0.6005 | 0.6208 | 0.3815 | nan | 0.3965 | 0.4879 | 0.0034 | 0.8057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5801 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.4786 | 0.2273 | 0.0 | nan | 0.0 | 0.3563 | 0.0244 | 0.0 | 0.8138 | 0.6530 | 0.8542 | 0.0 | 0.0 | 0.2443 | 0.0 | nan | | 0.514 | 11.0 | 1177 | 0.6270 | 0.2870 | 0.3622 | 0.8274 | nan | 0.9540 | 0.6752 | 0.8104 | 0.2577 | nan | 0.5477 | 0.7275 | 0.0006 | 0.9112 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7903 | 0.0 | 0.0 | 0.8351 | 0.0 | 0.7140 | 0.2913 | 0.0 | nan | 0.0 | 0.5891 | 0.1469 | 0.0 | 0.9076 | 0.8225 | 0.9537 | 0.0 | 0.0209 | 0.2737 | 0.0 | nan | 0.0 | 0.8495 | 0.6395 | 0.6647 | 0.2412 | nan | 0.4306 | 0.4726 | 0.0006 | 0.8387 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6160 | 0.0 | 0.0 | 0.6835 | 0.0 | 0.4677 | 0.2019 | 0.0 | nan | 0.0 | 0.3336 | 0.1439 | 0.0 | 0.8219 | 0.6744 | 0.9065 | 0.0 | 0.0152 | 0.1820 | 0.0 | nan | | 0.4732 | 12.0 | 1284 | 0.6651 | 0.2832 | 0.3648 | 0.8037 | nan | 0.8599 | 0.6997 | 0.9036 | 0.3867 | nan | 0.5753 | 0.6243 | 0.0300 | 0.9377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8160 | 0.0 | 0.0 | 0.8907 | 0.0 | 0.6811 | 0.2742 | 0.0 | nan | 0.0 | 0.5792 | 0.1662 | 0.0 | 0.8867 | 0.8625 | 0.9145 | 0.0 | 0.0220 | 0.1973 | 0.0 | nan | 0.0 | 0.8016 | 0.6500 | 0.5033 | 0.3477 | nan | 0.4147 | 0.4963 | 0.0297 | 0.8355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5920 | 0.0 | 0.0 | 0.6789 | 0.0 | 0.4632 | 0.1923 | 0.0 | nan | 0.0 | 0.3469 | 0.1635 | 0.0 | 0.8208 | 0.6565 | 0.8915 | 0.0 | 0.0167 | 0.1619 | 0.0 | nan | | 0.4749 | 13.0 | 1391 | 0.5980 | 0.2969 | 0.3730 | 0.8213 | nan | 0.9115 | 0.6450 | 0.8883 | 0.3859 | nan | 0.5908 | 0.6537 | 0.1106 | 0.9518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8234 | 0.0 | 0.0 | 0.8701 | 0.0 | 0.5025 | 0.4170 | 0.0 | nan | 0.0 | 0.5641 | 0.1475 | 0.0 | 0.8953 | 0.8599 | 0.9468 | 0.0 | 0.1641 | 0.2345 | 0.0 | nan | 0.0 | 0.8394 | 0.6371 | 0.6736 | 0.3485 | nan | 0.4371 | 0.5176 | 0.1034 | 0.8253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5917 | 0.0 | 0.0 | 0.6941 | 0.0 | 0.4181 | 0.2753 | 0.0 | nan | 0.0 | 0.3507 | 0.1451 | 0.0 | 0.8165 | 0.6635 | 0.9107 | 0.0 | 0.0682 | 0.1844 | 0.0 | nan | | 0.4955 | 14.0 | 1498 | 0.7432 | 0.2679 | 0.3458 | 0.7577 | nan | 0.7828 | 0.6273 | 0.8789 | 0.1947 | nan | 0.3619 | 0.7261 | 0.0027 | 0.9464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8375 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.5355 | 0.3965 | 0.0 | nan | 0.0 | 0.5341 | 0.0938 | 0.0 | 0.9174 | 0.8332 | 0.9287 | 0.0 | 0.0222 | 0.2363 | 0.0 | nan | 0.0 | 0.7331 | 0.6181 | 0.4369 | 0.1849 | nan | 0.3319 | 0.4764 | 0.0027 | 0.8169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6228 | 0.0 | 0.0 | 0.6769 | 0.0 | 0.4157 | 0.2231 | 0.0 | nan | 0.0 | 0.3448 | 0.0929 | 0.0 | 0.8151 | 0.6785 | 0.9044 | 0.0 | 0.0154 | 0.1817 | 0.0 | nan | | 0.4472 | 15.0 | 1605 | 0.6161 | 0.2876 | 0.3542 | 0.8241 | nan | 0.9441 | 0.6902 | 0.8482 | 0.2375 | nan | 0.4030 | 0.6803 | 0.0320 | 0.9348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7919 | 0.0 | 0.0 | 0.8605 | 0.0 | 0.7350 | 0.2766 | 0.0 | nan | 0.0 | 0.5068 | 0.2137 | 0.0 | 0.9346 | 0.7397 | 0.9448 | 0.0003 | 0.0244 | 0.1823 | 0.0 | nan | 0.0 | 0.8373 | 0.6330 | 0.6741 | 0.2277 | nan | 0.3624 | 0.5013 | 0.0313 | 0.8460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6188 | 0.0 | 0.0 | 0.6891 | 0.0 | 0.4372 | 0.2056 | 0.0 | nan | 0.0 | 0.3582 | 0.2031 | 0.0 | 0.8219 | 0.6709 | 0.9110 | 0.0003 | 0.0222 | 0.1512 | 0.0 | nan | | 0.4254 | 16.0 | 1712 | 0.6267 | 0.2934 | 0.3581 | 0.8289 | nan | 0.9681 | 0.7145 | 0.8729 | 0.1818 | nan | 0.4696 | 0.6773 | 0.0266 | 0.9390 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7785 | 0.0 | 0.0 | 0.9082 | 0.0 | 0.5048 | 0.3031 | 0.0 | nan | 0.0 | 0.6085 | 0.1590 | 0.0 | 0.8566 | 0.8480 | 0.9341 | 0.0 | 0.0931 | 0.2582 | 0.0 | nan | 0.0 | 0.8510 | 0.7139 | 0.7829 | 0.1775 | nan | 0.3996 | 0.5174 | 0.0260 | 0.8465 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6332 | 0.0 | 0.0 | 0.6985 | 0.0 | 0.4409 | 0.2604 | 0.0 | nan | 0.0 | 0.3634 | 0.1547 | 0.0 | 0.7918 | 0.5963 | 0.9071 | 0.0 | 0.0414 | 0.1872 | 0.0 | nan | | 0.4114 | 17.0 | 1819 | 0.6729 | 0.2871 | 0.3605 | 0.8229 | nan | 0.9392 | 0.7251 | 0.9153 | 0.2315 | nan | 0.4567 | 0.7256 | 0.0 | 0.9590 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6185 | 0.0 | 0.0 | 0.8066 | 0.0 | 0.5621 | 0.4395 | 0.0 | nan | 0.0 | 0.6145 | 0.2403 | 0.0 | 0.9133 | 0.7995 | 0.9398 | 0.0 | 0.0071 | 0.2822 | 0.0 | nan | 0.0 | 0.8265 | 0.7234 | 0.6722 | 0.2215 | nan | 0.3950 | 0.4662 | 0.0 | 0.8165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5078 | 0.0 | 0.0 | 0.6691 | 0.0 | 0.4290 | 0.2784 | 0.0 | nan | 0.0 | 0.3776 | 0.2185 | 0.0 | 0.8190 | 0.6682 | 0.9119 | 0.0 | 0.0048 | 0.1810 | 0.0 | nan | | 0.4454 | 18.0 | 1926 | 0.5813 | 0.3077 | 0.3756 | 0.8429 | nan | 0.9510 | 0.7915 | 0.8823 | 0.3622 | nan | 0.6052 | 0.6050 | 0.1438 | 0.9425 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8465 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.5406 | 0.3726 | 0.0 | nan | 0.0 | 0.5662 | 0.2455 | 0.0 | 0.9274 | 0.7934 | 0.9195 | 0.0023 | 0.0242 | 0.2230 | 0.0 | nan | 0.0 | 0.8700 | 0.7413 | 0.7645 | 0.3337 | nan | 0.4351 | 0.5061 | 0.1184 | 0.8548 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6269 | 0.0 | 0.0 | 0.6952 | 0.0 | 0.4449 | 0.2702 | 0.0 | nan | 0.0 | 0.3680 | 0.2207 | 0.0 | 0.8215 | 0.6762 | 0.9004 | 0.0023 | 0.0155 | 0.1797 | 0.0 | nan | | 0.3883 | 19.0 | 2033 | 0.6395 | 0.3015 | 0.3726 | 0.8387 | nan | 0.9646 | 0.6812 | 0.8640 | 0.2947 | nan | 0.5671 | 0.7051 | 0.1182 | 0.9589 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7838 | 0.0 | 0.0 | 0.8610 | 0.0 | 0.5791 | 0.2923 | 0.0 | nan | 0.0 | 0.6598 | 0.3077 | 0.0 | 0.9206 | 0.7629 | 0.9542 | 0.0 | 0.0385 | 0.2368 | 0.0 | nan | 0.0 | 0.8548 | 0.6800 | 0.7538 | 0.2778 | nan | 0.4306 | 0.4970 | 0.1019 | 0.8366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5866 | 0.0 | 0.0 | 0.6989 | 0.0 | 0.4474 | 0.2176 | 0.0 | nan | 0.0 | 0.3589 | 0.2632 | 0.0 | 0.8286 | 0.6815 | 0.9146 | 0.0 | 0.0315 | 0.1867 | 0.0 | nan | | 0.3644 | 20.0 | 2140 | 0.5922 | 0.3037 | 0.3786 | 0.8239 | nan | 0.9385 | 0.8519 | 0.8164 | 0.2723 | nan | 0.5861 | 0.6978 | 0.1213 | 0.9443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8068 | 0.0 | 0.0 | 0.8482 | 0.0 | 0.7086 | 0.2478 | 0.0 | nan | 0.0047 | 0.6076 | 0.3227 | 0.0 | 0.8626 | 0.8449 | 0.9375 | 0.0 | 0.0464 | 0.2713 | 0.0 | nan | 0.0 | 0.8674 | 0.7808 | 0.7152 | 0.2557 | nan | 0.4243 | 0.5144 | 0.1072 | 0.8483 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6122 | 0.0 | 0.0 | 0.6901 | 0.0 | 0.5191 | 0.2071 | 0.0 | nan | 0.0046 | 0.3721 | 0.2806 | 0.0 | 0.7935 | 0.6024 | 0.9115 | 0.0 | 0.0252 | 0.1861 | 0.0 | nan | | 0.3955 | 21.0 | 2247 | 0.5804 | 0.3102 | 0.3764 | 0.8314 | nan | 0.9517 | 0.7913 | 0.7814 | 0.2943 | nan | 0.6281 | 0.6433 | 0.2810 | 0.9482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7860 | 0.0 | 0.0 | 0.8433 | 0.0 | 0.5338 | 0.4093 | 0.0 | nan | 0.0042 | 0.5789 | 0.3137 | 0.0 | 0.9507 | 0.6665 | 0.9587 | 0.0032 | 0.0371 | 0.2643 | 0.0 | nan | 0.0 | 0.8512 | 0.7876 | 0.7059 | 0.2815 | nan | 0.4609 | 0.5102 | 0.1889 | 0.8440 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6233 | 0.0 | 0.0 | 0.6931 | 0.0 | 0.4435 | 0.2827 | 0.0 | nan | 0.0042 | 0.3868 | 0.2788 | 0.0 | 0.8130 | 0.6311 | 0.9224 | 0.0032 | 0.0215 | 0.1924 | 0.0 | nan | | 0.382 | 22.0 | 2354 | 0.5656 | 0.3038 | 0.3720 | 0.8336 | nan | 0.9571 | 0.6404 | 0.8362 | 0.2069 | nan | 0.6178 | 0.7017 | 0.0433 | 0.9437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8184 | 0.0 | 0.0 | 0.8723 | 0.0 | 0.5318 | 0.3636 | 0.0 | nan | 0.0061 | 0.6724 | 0.3754 | 0.0 | 0.9416 | 0.7642 | 0.9470 | 0.0020 | 0.0946 | 0.1959 | 0.0 | nan | 0.0 | 0.8594 | 0.6390 | 0.7711 | 0.2000 | nan | 0.4408 | 0.4947 | 0.0405 | 0.8543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6492 | 0.0 | 0.0 | 0.6926 | 0.0 | 0.4290 | 0.2442 | 0.0 | nan | 0.0060 | 0.3629 | 0.3313 | 0.0 | 0.8307 | 0.6991 | 0.9203 | 0.0020 | 0.0845 | 0.1699 | 0.0 | nan | | 0.3605 | 23.0 | 2461 | 0.5688 | 0.3111 | 0.3737 | 0.8419 | nan | 0.9705 | 0.7359 | 0.8411 | 0.2990 | nan | 0.4916 | 0.6453 | 0.2595 | 0.9345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.6105 | 0.3299 | 0.0 | nan | 0.0159 | 0.6334 | 0.2015 | 0.0 | 0.8991 | 0.8151 | 0.9495 | 0.0070 | 0.0117 | 0.2605 | 0.0 | nan | 0.0 | 0.8551 | 0.7330 | 0.7620 | 0.2812 | nan | 0.4251 | 0.5201 | 0.2014 | 0.8628 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6653 | 0.0 | 0.0 | 0.7096 | 0.0 | 0.4805 | 0.2424 | 0.0 | nan | 0.0133 | 0.3804 | 0.1938 | 0.0 | 0.8233 | 0.6692 | 0.9197 | 0.0070 | 0.0107 | 0.1995 | 0.0 | nan | | 0.3639 | 24.0 | 2568 | 0.5682 | 0.3141 | 0.3822 | 0.8401 | nan | 0.9631 | 0.7823 | 0.7522 | 0.3960 | nan | 0.6142 | 0.6735 | 0.2224 | 0.9642 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5796 | 0.0 | 0.0 | 0.8436 | 0.0063 | 0.5305 | 0.3932 | 0.0 | nan | 0.0390 | 0.6339 | 0.2542 | 0.0 | 0.9285 | 0.8081 | 0.9499 | 0.0002 | 0.2556 | 0.2589 | 0.0 | nan | 0.0 | 0.8632 | 0.7763 | 0.7107 | 0.3603 | nan | 0.4477 | 0.5014 | 0.1608 | 0.8085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4859 | 0.0 | 0.0 | 0.6868 | 0.0050 | 0.4176 | 0.2614 | 0.0 | nan | 0.0318 | 0.4015 | 0.2398 | 0.0 | 0.8293 | 0.6988 | 0.9223 | 0.0002 | 0.2326 | 0.2083 | 0.0 | nan | | 0.3449 | 25.0 | 2675 | 0.6115 | 0.2977 | 0.3745 | 0.7971 | nan | 0.8642 | 0.5640 | 0.8552 | 0.4055 | nan | 0.4367 | 0.5485 | 0.2659 | 0.9439 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8602 | 0.0 | 0.0 | 0.8717 | 0.0127 | 0.5178 | 0.4112 | 0.0 | nan | 0.0065 | 0.6117 | 0.3096 | 0.0 | 0.9201 | 0.7574 | 0.9596 | 0.0027 | 0.2540 | 0.2305 | 0.0 | nan | 0.0 | 0.7911 | 0.5627 | 0.5309 | 0.3507 | nan | 0.3866 | 0.4461 | 0.1302 | 0.8368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5964 | 0.0 | 0.0 | 0.7030 | 0.0109 | 0.3968 | 0.2764 | 0.0 | nan | 0.0064 | 0.3905 | 0.2803 | 0.0 | 0.8301 | 0.6792 | 0.9230 | 0.0027 | 0.2038 | 0.1918 | 0.0 | nan | | 0.3572 | 26.0 | 2782 | 0.6399 | 0.3084 | 0.3791 | 0.8402 | nan | 0.9684 | 0.6941 | 0.8763 | 0.2296 | nan | 0.4820 | 0.5448 | 0.2869 | 0.9428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8372 | 0.0 | 0.0 | 0.8719 | 0.0 | 0.6016 | 0.3221 | 0.0 | nan | 0.0056 | 0.6549 | 0.4519 | 0.0 | 0.9391 | 0.7510 | 0.9560 | 0.0 | 0.0853 | 0.2508 | 0.0 | nan | 0.0 | 0.8478 | 0.6927 | 0.7600 | 0.2236 | nan | 0.4213 | 0.4609 | 0.1379 | 0.8558 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6121 | 0.0 | 0.0 | 0.7108 | 0.0 | 0.4673 | 0.2471 | 0.0 | nan | 0.0056 | 0.3793 | 0.3499 | 0.0 | 0.8271 | 0.6856 | 0.9211 | 0.0 | 0.0600 | 0.2031 | 0.0 | nan | | 0.3015 | 27.0 | 2889 | 0.6563 | 0.2979 | 0.3704 | 0.8359 | nan | 0.9688 | 0.5500 | 0.8158 | 0.2144 | nan | 0.5423 | 0.4673 | 0.2929 | 0.9278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.0 | 0.8941 | 0.0 | 0.6152 | 0.3662 | 0.0 | nan | 0.0312 | 0.6205 | 0.3109 | 0.0 | 0.9260 | 0.8206 | 0.9439 | 0.0012 | 0.0261 | 0.2755 | 0.0 | nan | 0.0 | 0.8561 | 0.5497 | 0.6970 | 0.2068 | nan | 0.4538 | 0.4023 | 0.1119 | 0.8553 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5691 | 0.0 | 0.0 | 0.7075 | 0.0 | 0.4687 | 0.2646 | 0.0 | nan | 0.0293 | 0.3912 | 0.2818 | 0.0 | 0.8310 | 0.7102 | 0.9202 | 0.0012 | 0.0152 | 0.2083 | 0.0 | nan | | 0.3644 | 28.0 | 2996 | 0.6137 | 0.3137 | 0.3875 | 0.8268 | nan | 0.9175 | 0.7609 | 0.8997 | 0.2898 | nan | 0.5219 | 0.6557 | 0.4842 | 0.9426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7732 | 0.0 | 0.0 | 0.8624 | 0.0 | 0.5963 | 0.2773 | 0.0 | nan | 0.0103 | 0.6139 | 0.3068 | 0.0 | 0.9365 | 0.7812 | 0.9671 | 0.0 | 0.1202 | 0.2962 | 0.0 | nan | 0.0 | 0.8208 | 0.7518 | 0.6407 | 0.2776 | nan | 0.4435 | 0.5112 | 0.2958 | 0.8551 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6324 | 0.0 | 0.0 | 0.7033 | 0.0 | 0.4347 | 0.2148 | 0.0 | nan | 0.0101 | 0.3938 | 0.2781 | 0.0 | 0.8298 | 0.6992 | 0.9261 | 0.0 | 0.0998 | 0.2201 | 0.0 | nan | | 0.3305 | 29.0 | 3103 | 0.5922 | 0.3142 | 0.3842 | 0.8401 | nan | 0.9430 | 0.6594 | 0.8617 | 0.4674 | nan | 0.5859 | 0.6960 | 0.3651 | 0.9524 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7562 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.5785 | 0.3076 | 0.0 | nan | 0.0006 | 0.6137 | 0.2652 | 0.0 | 0.9137 | 0.7894 | 0.9462 | 0.0047 | 0.0233 | 0.2785 | 0.0 | nan | 0.0 | 0.8547 | 0.6570 | 0.6717 | 0.3981 | nan | 0.4752 | 0.5136 | 0.2840 | 0.8540 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6352 | 0.0 | 0.0 | 0.6998 | 0.0 | 0.4314 | 0.2281 | 0.0 | nan | 0.0006 | 0.3950 | 0.2482 | 0.0 | 0.8399 | 0.7002 | 0.9241 | 0.0047 | 0.0168 | 0.2233 | 0.0 | nan | | 0.3161 | 30.0 | 3210 | 0.6593 | 0.3152 | 0.3911 | 0.8377 | nan | 0.9621 | 0.6650 | 0.8330 | 0.2707 | nan | 0.5675 | 0.6548 | 0.4130 | 0.9506 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8448 | 0.0 | 0.0 | 0.8609 | 0.0 | 0.6193 | 0.3949 | 0.0 | nan | 0.0063 | 0.5849 | 0.2664 | 0.0 | 0.9208 | 0.7922 | 0.9469 | 0.0065 | 0.2712 | 0.2931 | 0.0 | nan | 0.0 | 0.8521 | 0.6586 | 0.7352 | 0.2605 | nan | 0.4690 | 0.5158 | 0.2397 | 0.8622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6299 | 0.0 | 0.0 | 0.7146 | 0.0 | 0.4575 | 0.2541 | 0.0 | nan | 0.0062 | 0.3950 | 0.2498 | 0.0 | 0.8202 | 0.6884 | 0.9214 | 0.0065 | 0.1217 | 0.2268 | 0.0 | nan | | 0.313 | 31.0 | 3317 | 0.6433 | 0.3097 | 0.3889 | 0.8233 | nan | 0.9383 | 0.6196 | 0.7380 | 0.2652 | nan | 0.6008 | 0.6056 | 0.3335 | 0.9413 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8374 | 0.0 | 0.0 | 0.8739 | 0.0 | 0.6614 | 0.5532 | 0.225 | nan | 0.0223 | 0.5705 | 0.2980 | 0.0 | 0.9193 | 0.7590 | 0.9416 | 0.0000 | 0.0354 | 0.3158 | 0.0 | nan | 0.0 | 0.8442 | 0.6157 | 0.6554 | 0.2457 | nan | 0.4546 | 0.5057 | 0.2083 | 0.8601 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.0 | 0.7275 | 0.0 | 0.5052 | 0.2533 | 0.0101 | nan | 0.0183 | 0.3946 | 0.2786 | 0.0 | 0.8199 | 0.6784 | 0.9204 | 0.0000 | 0.0258 | 0.2359 | 0.0 | nan | | 0.3307 | 32.0 | 3424 | 0.6272 | 0.3160 | 0.3842 | 0.8345 | nan | 0.9630 | 0.6226 | 0.7989 | 0.2465 | nan | 0.5957 | 0.5553 | 0.3671 | 0.9542 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7552 | 0.0 | 0.0 | 0.9090 | 0.0 | 0.6869 | 0.3914 | 0.0 | nan | 0.0017 | 0.5437 | 0.3359 | 0.0 | 0.9029 | 0.8032 | 0.8902 | 0.0004 | 0.3616 | 0.2246 | 0.0 | nan | 0.0 | 0.8622 | 0.6181 | 0.7303 | 0.2333 | nan | 0.4845 | 0.4797 | 0.2222 | 0.8376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6155 | 0.0 | 0.0 | 0.7008 | 0.0 | 0.5204 | 0.2567 | 0.0 | nan | 0.0017 | 0.3890 | 0.3034 | 0.0 | 0.8214 | 0.6789 | 0.8777 | 0.0004 | 0.2872 | 0.1912 | 0.0 | nan | | 0.2934 | 33.0 | 3531 | 0.6393 | 0.3154 | 0.3915 | 0.8232 | nan | 0.9394 | 0.6453 | 0.8035 | 0.2705 | nan | 0.5682 | 0.6117 | 0.5255 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7935 | 0.0 | 0.0 | 0.8735 | 0.0 | 0.6049 | 0.4505 | 0.0 | nan | 0.0216 | 0.5927 | 0.3485 | 0.0 | 0.8786 | 0.8584 | 0.9319 | 0.0013 | 0.1623 | 0.3116 | 0.0 | nan | 0.0 | 0.8422 | 0.6409 | 0.6508 | 0.2542 | nan | 0.4755 | 0.5129 | 0.3335 | 0.8693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6654 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.4609 | 0.2225 | 0.0 | nan | 0.0187 | 0.4007 | 0.3113 | 0.0 | 0.8030 | 0.6581 | 0.9098 | 0.0013 | 0.1338 | 0.2215 | 0.0 | nan | | 0.3073 | 34.0 | 3638 | 0.6573 | 0.3146 | 0.3949 | 0.8165 | nan | 0.8918 | 0.6377 | 0.9139 | 0.3212 | nan | 0.5001 | 0.6803 | 0.5055 | 0.9578 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7891 | 0.0 | 0.0 | 0.8599 | 0.0116 | 0.6606 | 0.2960 | 0.0 | nan | 0.0160 | 0.6499 | 0.2813 | 0.0 | 0.9182 | 0.8127 | 0.9574 | 0.0007 | 0.2847 | 0.2969 | 0.0 | nan | 0.0 | 0.8013 | 0.6330 | 0.5518 | 0.2993 | nan | 0.4348 | 0.5373 | 0.3145 | 0.8598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.0 | 0.7167 | 0.0113 | 0.4596 | 0.2073 | 0.0 | nan | 0.0143 | 0.3847 | 0.2628 | 0.0 | 0.8303 | 0.7056 | 0.9301 | 0.0007 | 0.2155 | 0.2286 | 0.0 | nan | | 0.2787 | 35.0 | 3745 | 0.5653 | 0.3246 | 0.4052 | 0.8349 | nan | 0.9330 | 0.6632 | 0.8588 | 0.3982 | nan | 0.6274 | 0.6235 | 0.4885 | 0.9278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8205 | 0.0 | 0.0 | 0.8537 | 0.0 | 0.7589 | 0.3149 | 0.0 | nan | 0.0072 | 0.6352 | 0.3399 | 0.0 | 0.9115 | 0.8036 | 0.9626 | 0.0111 | 0.3528 | 0.2679 | 0.0 | nan | 0.0 | 0.8494 | 0.6538 | 0.6869 | 0.3586 | nan | 0.4899 | 0.5093 | 0.2641 | 0.8677 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6734 | 0.0 | 0.0 | 0.7203 | 0.0 | 0.4977 | 0.2194 | 0.0 | nan | 0.0068 | 0.3967 | 0.2994 | 0.0 | 0.8190 | 0.6647 | 0.9319 | 0.0105 | 0.2500 | 0.2172 | 0.0 | nan | | 0.2828 | 36.0 | 3852 | 0.6333 | 0.3228 | 0.4016 | 0.8377 | nan | 0.9532 | 0.6161 | 0.8298 | 0.3279 | nan | 0.5614 | 0.6539 | 0.6564 | 0.9453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7608 | 0.0 | 0.0 | 0.8998 | 0.0171 | 0.7045 | 0.3198 | 0.0 | nan | 0.0 | 0.6384 | 0.3772 | 0.0 | 0.9301 | 0.6951 | 0.9620 | 0.0057 | 0.3720 | 0.2240 | 0.0 | nan | 0.0 | 0.8478 | 0.6100 | 0.7004 | 0.3116 | nan | 0.4626 | 0.5188 | 0.2794 | 0.8629 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6648 | 0.0 | 0.0 | 0.7274 | 0.0170 | 0.5115 | 0.2200 | 0.0 | nan | 0.0 | 0.4004 | 0.3402 | 0.0 | 0.8297 | 0.6536 | 0.9306 | 0.0057 | 0.2442 | 0.1919 | 0.0 | nan | | 0.2686 | 37.0 | 3959 | 0.5766 | 0.3280 | 0.4041 | 0.8423 | nan | 0.9515 | 0.6531 | 0.8647 | 0.3277 | nan | 0.5861 | 0.6537 | 0.5780 | 0.9543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8164 | 0.0 | 0.0 | 0.8772 | 0.0100 | 0.7140 | 0.3120 | 0.0 | nan | 0.0132 | 0.6123 | 0.3934 | 0.0 | 0.9442 | 0.7230 | 0.9512 | 0.0087 | 0.3074 | 0.2736 | 0.0 | nan | 0.0 | 0.8667 | 0.6395 | 0.7574 | 0.3026 | nan | 0.5002 | 0.5131 | 0.2961 | 0.8600 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6657 | 0.0 | 0.0 | 0.7264 | 0.0097 | 0.5066 | 0.2298 | 0.0 | nan | 0.0107 | 0.4090 | 0.3482 | 0.0 | 0.8243 | 0.6750 | 0.9290 | 0.0086 | 0.1977 | 0.2184 | 0.0 | nan | | 0.2872 | 38.0 | 4066 | 0.7600 | 0.3028 | 0.3828 | 0.7887 | nan | 0.8301 | 0.5952 | 0.9243 | 0.2099 | nan | 0.6148 | 0.6372 | 0.3157 | 0.9564 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7528 | 0.0 | 0.0 | 0.8400 | 0.0620 | 0.5784 | 0.4437 | 0.0 | nan | 0.0003 | 0.6813 | 0.4380 | 0.0 | 0.9478 | 0.7159 | 0.9605 | 0.0004 | 0.0724 | 0.2892 | 0.0 | nan | 0.0 | 0.7550 | 0.5920 | 0.4648 | 0.2005 | nan | 0.4681 | 0.5265 | 0.2530 | 0.8598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6530 | 0.0 | 0.0 | 0.7064 | 0.0451 | 0.4417 | 0.2671 | 0.0 | nan | 0.0003 | 0.3835 | 0.3671 | 0.0 | 0.8275 | 0.6661 | 0.9329 | 0.0004 | 0.0570 | 0.2215 | 0.0 | nan | | 0.2988 | 39.0 | 4173 | 0.6956 | 0.3137 | 0.4024 | 0.8060 | nan | 0.8486 | 0.7527 | 0.9051 | 0.4368 | nan | 0.5564 | 0.4663 | 0.6503 | 0.9574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7798 | 0.0 | 0.0 | 0.8769 | 0.0076 | 0.6471 | 0.3134 | 0.0 | nan | 0.0013 | 0.5886 | 0.4146 | 0.0 | 0.9096 | 0.7897 | 0.9540 | 0.0315 | 0.3085 | 0.2778 | 0.0 | nan | 0.0 | 0.7775 | 0.7446 | 0.5061 | 0.3735 | nan | 0.4825 | 0.4014 | 0.2063 | 0.8661 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6520 | 0.0 | 0.0 | 0.7083 | 0.0076 | 0.4158 | 0.1801 | 0.0 | nan | 0.0012 | 0.4124 | 0.3577 | 0.0 | 0.8235 | 0.6763 | 0.9285 | 0.0304 | 0.2659 | 0.2209 | 0.0 | nan | | 0.2554 | 40.0 | 4280 | 0.5925 | 0.3213 | 0.3982 | 0.8403 | nan | 0.9438 | 0.7390 | 0.8390 | 0.3689 | nan | 0.5711 | 0.6502 | 0.5845 | 0.9649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8041 | 0.0 | 0.0 | 0.8783 | 0.0001 | 0.5734 | 0.3989 | 0.0 | nan | 0.0181 | 0.6474 | 0.2346 | 0.0 | 0.9157 | 0.8202 | 0.9624 | 0.0716 | 0.0365 | 0.3229 | 0.0 | nan | 0.0 | 0.8637 | 0.7244 | 0.7277 | 0.3249 | nan | 0.4866 | 0.5165 | 0.2970 | 0.8582 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.0 | 0.7153 | 0.0001 | 0.4233 | 0.2486 | 0.0 | nan | 0.0168 | 0.3913 | 0.2256 | 0.0 | 0.8333 | 0.7040 | 0.9306 | 0.0692 | 0.0314 | 0.2344 | 0.0 | nan | | 0.2549 | 41.0 | 4387 | 0.6137 | 0.3175 | 0.4036 | 0.8348 | nan | 0.9280 | 0.6296 | 0.9200 | 0.2669 | nan | 0.6599 | 0.5151 | 0.5457 | 0.9527 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8299 | 0.0 | 0.0 | 0.8628 | 0.0039 | 0.6988 | 0.4697 | 0.1125 | nan | 0.0043 | 0.6066 | 0.2872 | 0.0 | 0.9294 | 0.7896 | 0.9474 | 0.0271 | 0.2414 | 0.2841 | 0.0 | nan | 0.0 | 0.8513 | 0.6222 | 0.6898 | 0.2564 | nan | 0.4924 | 0.4449 | 0.2277 | 0.8669 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6512 | 0.0 | 0.0 | 0.7296 | 0.0039 | 0.4976 | 0.2478 | 0.0128 | nan | 0.0041 | 0.4068 | 0.2688 | 0.0 | 0.8341 | 0.6984 | 0.9264 | 0.0262 | 0.1851 | 0.2162 | 0.0 | nan | | 0.2354 | 42.0 | 4494 | 0.6317 | 0.3154 | 0.3936 | 0.8313 | nan | 0.9302 | 0.7064 | 0.8898 | 0.2278 | nan | 0.6420 | 0.5582 | 0.6139 | 0.9384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8030 | 0.0 | 0.0 | 0.8834 | 0.0 | 0.5782 | 0.3702 | 0.0 | nan | 0.0192 | 0.6504 | 0.3178 | 0.0 | 0.9325 | 0.7654 | 0.9594 | 0.0016 | 0.1285 | 0.2850 | 0.0 | nan | 0.0 | 0.8420 | 0.7002 | 0.6594 | 0.2167 | nan | 0.5181 | 0.4815 | 0.2914 | 0.8742 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6824 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.4338 | 0.2444 | 0.0 | nan | 0.0177 | 0.3958 | 0.2949 | 0.0 | 0.8282 | 0.6779 | 0.9325 | 0.0016 | 0.0717 | 0.2155 | 0.0 | nan | | 0.2573 | 43.0 | 4601 | 0.6638 | 0.3210 | 0.4055 | 0.8307 | nan | 0.9147 | 0.7127 | 0.8974 | 0.2779 | nan | 0.6535 | 0.6889 | 0.6945 | 0.9396 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7530 | 0.0 | 0.0046 | 0.8750 | 0.0200 | 0.5979 | 0.3331 | 0.0 | nan | 0.0335 | 0.6971 | 0.3345 | 0.0 | 0.9309 | 0.8372 | 0.9505 | 0.0388 | 0.1107 | 0.2742 | 0.0 | nan | 0.0 | 0.8328 | 0.7039 | 0.6265 | 0.2615 | nan | 0.5346 | 0.5493 | 0.2865 | 0.8751 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.0046 | 0.7166 | 0.0196 | 0.4378 | 0.2408 | 0.0 | nan | 0.0325 | 0.3868 | 0.3039 | 0.0 | 0.8334 | 0.7071 | 0.9292 | 0.0382 | 0.0811 | 0.2187 | 0.0 | nan | | 0.2599 | 44.0 | 4708 | 0.6196 | 0.3244 | 0.4032 | 0.8396 | nan | 0.9392 | 0.6877 | 0.9035 | 0.2769 | nan | 0.6472 | 0.5983 | 0.6718 | 0.9534 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7589 | 0.0 | 0.0 | 0.9145 | 0.0003 | 0.5502 | 0.3588 | 0.0625 | nan | 0.0184 | 0.6013 | 0.3435 | 0.0 | 0.9215 | 0.8015 | 0.9602 | 0.0108 | 0.2543 | 0.2641 | 0.0 | nan | 0.0 | 0.8565 | 0.6822 | 0.7163 | 0.2620 | nan | 0.5244 | 0.4975 | 0.2733 | 0.8634 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6556 | 0.0 | 0.0 | 0.7052 | 0.0003 | 0.4242 | 0.2415 | 0.0181 | nan | 0.0153 | 0.4087 | 0.3124 | 0.0 | 0.8391 | 0.7028 | 0.9304 | 0.0107 | 0.2206 | 0.2216 | 0.0 | nan | | 0.2529 | 45.0 | 4815 | 0.6302 | 0.3224 | 0.4042 | 0.8371 | nan | 0.9314 | 0.6702 | 0.9042 | 0.3293 | nan | 0.6666 | 0.5921 | 0.6454 | 0.9319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7982 | 0.0 | 0.0 | 0.8871 | 0.0 | 0.5281 | 0.4077 | 0.0 | nan | 0.0023 | 0.6458 | 0.3395 | 0.0 | 0.9404 | 0.7694 | 0.9567 | 0.0000 | 0.3069 | 0.2783 | 0.0 | nan | 0.0 | 0.8519 | 0.6655 | 0.6871 | 0.3055 | nan | 0.5104 | 0.4922 | 0.2660 | 0.8720 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6501 | 0.0 | 0.0 | 0.7079 | 0.0 | 0.4104 | 0.2737 | 0.0 | nan | 0.0022 | 0.4162 | 0.3119 | 0.0 | 0.8253 | 0.6790 | 0.9335 | 0.0000 | 0.2281 | 0.2292 | 0.0 | nan | | 0.2276 | 46.0 | 4922 | 0.6255 | 0.3253 | 0.4020 | 0.8418 | nan | 0.9661 | 0.6236 | 0.8573 | 0.2166 | nan | 0.6236 | 0.6989 | 0.6588 | 0.9574 | 0.0 | 0.0104 | 0.0 | 0.0 | 0.7680 | 0.0 | 0.0 | 0.8693 | 0.0111 | 0.5761 | 0.4166 | 0.0 | nan | 0.0086 | 0.6356 | 0.3650 | 0.0 | 0.9240 | 0.8207 | 0.9607 | 0.0002 | 0.2081 | 0.2867 | 0.0 | nan | 0.0 | 0.8675 | 0.6203 | 0.7974 | 0.2036 | nan | 0.4959 | 0.5226 | 0.3157 | 0.8640 | 0.0 | 0.0104 | 0.0 | 0.0 | 0.6408 | 0.0 | 0.0 | 0.7240 | 0.0109 | 0.4506 | 0.3072 | 0.0 | nan | 0.0075 | 0.4135 | 0.3288 | 0.0 | 0.8224 | 0.6748 | 0.9333 | 0.0002 | 0.1640 | 0.2329 | 0.0 | nan | | 0.2427 | 47.0 | 5029 | 0.6093 | 0.3226 | 0.4113 | 0.8449 | nan | 0.9583 | 0.6256 | 0.8814 | 0.2647 | nan | 0.6329 | 0.4902 | 0.6976 | 0.9514 | 0.0 | 0.0414 | 0.0 | 0.0 | 0.8144 | 0.0 | 0.0 | 0.8750 | 0.0047 | 0.6638 | 0.4526 | 0.2062 | nan | 0.0430 | 0.6420 | 0.3008 | 0.0 | 0.9298 | 0.8125 | 0.9579 | 0.0 | 0.2264 | 0.2764 | 0.0 | nan | 0.0 | 0.8712 | 0.6212 | 0.7939 | 0.2490 | nan | 0.5023 | 0.4054 | 0.2064 | 0.8732 | 0.0 | 0.0414 | 0.0 | 0.0 | 0.6399 | 0.0 | 0.0 | 0.7253 | 0.0044 | 0.4843 | 0.2982 | 0.0358 | nan | 0.0321 | 0.4041 | 0.2754 | 0.0 | 0.8420 | 0.7234 | 0.9310 | 0.0 | 0.1466 | 0.2163 | 0.0 | nan | | 0.2303 | 48.0 | 5136 | 0.6381 | 0.3261 | 0.4072 | 0.8457 | nan | 0.9577 | 0.7092 | 0.9185 | 0.2747 | nan | 0.5507 | 0.6217 | 0.5527 | 0.9458 | 0.0 | 0.0887 | 0.0 | 0.0 | 0.8262 | 0.0 | 0.0 | 0.8852 | 0.0237 | 0.6067 | 0.3769 | 0.0 | nan | 0.0189 | 0.6713 | 0.2886 | 0.0 | 0.9241 | 0.8327 | 0.9500 | 0.0006 | 0.3745 | 0.2248 | 0.0 | nan | 0.0 | 0.8618 | 0.7047 | 0.7718 | 0.2607 | nan | 0.4691 | 0.4999 | 0.2526 | 0.8814 | 0.0 | 0.0886 | 0.0 | 0.0 | 0.6479 | 0.0 | 0.0 | 0.7159 | 0.0228 | 0.4523 | 0.2813 | 0.0 | nan | 0.0152 | 0.3797 | 0.2696 | 0.0 | 0.8326 | 0.7174 | 0.9286 | 0.0006 | 0.1907 | 0.1899 | 0.0 | nan | | 0.2392 | 49.0 | 5243 | 0.6558 | 0.3184 | 0.4016 | 0.8339 | nan | 0.9390 | 0.6214 | 0.8553 | 0.2535 | nan | 0.6478 | 0.5244 | 0.6586 | 0.9625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7632 | 0.0 | 0.0 | 0.8693 | 0.0001 | 0.5707 | 0.3258 | 0.0 | nan | 0.0207 | 0.6880 | 0.3607 | 0.0 | 0.9410 | 0.7973 | 0.9581 | 0.0092 | 0.4327 | 0.2511 | 0.0 | nan | 0.0 | 0.8481 | 0.6183 | 0.7038 | 0.2347 | nan | 0.5121 | 0.4383 | 0.2360 | 0.8539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6423 | 0.0 | 0.0 | 0.7145 | 0.0001 | 0.4356 | 0.2695 | 0.0 | nan | 0.0169 | 0.3838 | 0.3152 | 0.0 | 0.8368 | 0.7196 | 0.9310 | 0.0092 | 0.2585 | 0.2117 | 0.0 | nan | | 0.237 | 50.0 | 5350 | 0.6710 | 0.3204 | 0.4038 | 0.8369 | nan | 0.9533 | 0.6190 | 0.9035 | 0.2047 | nan | 0.5981 | 0.5344 | 0.6234 | 0.9413 | 0.1139 | 0.0 | 0.0 | 0.0 | 0.8222 | 0.0 | 0.0 | 0.8759 | 0.0 | 0.5728 | 0.5058 | 0.0 | nan | 0.0181 | 0.6576 | 0.3454 | 0.0 | 0.9373 | 0.7299 | 0.9508 | 0.0028 | 0.3569 | 0.2521 | 0.0 | nan | 0.0 | 0.8544 | 0.6119 | 0.7662 | 0.1959 | nan | 0.4797 | 0.4514 | 0.2373 | 0.8759 | 0.0262 | 0.0 | 0.0 | 0.0 | 0.6584 | 0.0 | 0.0 | 0.7154 | 0.0 | 0.4302 | 0.3280 | 0.0 | nan | 0.0135 | 0.3882 | 0.3064 | 0.0 | 0.8327 | 0.6856 | 0.9294 | 0.0027 | 0.2539 | 0.2084 | 0.0 | nan | | 0.2224 | 51.0 | 5457 | 0.6493 | 0.3273 | 0.4107 | 0.8439 | nan | 0.9551 | 0.6831 | 0.9049 | 0.2683 | nan | 0.6261 | 0.6141 | 0.5829 | 0.9609 | 0.0 | 0.0279 | 0.0 | 0.0 | 0.8182 | 0.0 | 0.0264 | 0.8745 | 0.0002 | 0.5981 | 0.4327 | 0.0 | nan | 0.0131 | 0.6526 | 0.3670 | 0.0 | 0.9285 | 0.7689 | 0.9607 | 0.0027 | 0.4246 | 0.2390 | 0.0 | nan | 0.0 | 0.8617 | 0.6760 | 0.7923 | 0.2494 | nan | 0.5177 | 0.4909 | 0.2681 | 0.8700 | 0.0 | 0.0279 | 0.0 | 0.0 | 0.6421 | 0.0 | 0.0263 | 0.7098 | 0.0001 | 0.4424 | 0.2941 | 0.0 | nan | 0.0107 | 0.3983 | 0.3253 | 0.0 | 0.8296 | 0.6983 | 0.9322 | 0.0026 | 0.2031 | 0.2062 | 0.0 | nan | | 0.229 | 52.0 | 5564 | 0.6737 | 0.3294 | 0.4178 | 0.8319 | nan | 0.9129 | 0.7412 | 0.9291 | 0.3018 | nan | 0.6283 | 0.5970 | 0.5446 | 0.9533 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.8282 | 0.0 | 0.0 | 0.8931 | 0.0 | 0.5834 | 0.4663 | 0.1313 | nan | 0.0639 | 0.6584 | 0.3552 | 0.0 | 0.9062 | 0.8006 | 0.9567 | 0.0043 | 0.3740 | 0.3202 | 0.0 | nan | 0.0 | 0.8299 | 0.7314 | 0.6376 | 0.2770 | nan | 0.5090 | 0.5047 | 0.2880 | 0.8749 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.6588 | 0.0 | 0.0 | 0.7263 | 0.0 | 0.4638 | 0.3083 | 0.0212 | nan | 0.0507 | 0.4104 | 0.3115 | 0.0 | 0.8294 | 0.6875 | 0.9332 | 0.0040 | 0.2403 | 0.2443 | 0.0 | nan | | 0.2254 | 53.0 | 5671 | 0.6654 | 0.3209 | 0.4026 | 0.8324 | nan | 0.9260 | 0.6064 | 0.8878 | 0.2435 | nan | 0.6632 | 0.5332 | 0.6017 | 0.9566 | 0.0 | 0.0101 | 0.0 | 0.0 | 0.7508 | 0.0 | 0.0 | 0.8782 | 0.0075 | 0.6724 | 0.4060 | 0.0187 | nan | 0.0080 | 0.6623 | 0.3158 | 0.0 | 0.9310 | 0.7930 | 0.9602 | 0.0001 | 0.3620 | 0.2862 | 0.0 | nan | 0.0 | 0.8340 | 0.6043 | 0.6700 | 0.2275 | nan | 0.4996 | 0.4676 | 0.2847 | 0.8706 | 0.0 | 0.0101 | 0.0 | 0.0 | 0.6487 | 0.0 | 0.0 | 0.7268 | 0.0073 | 0.4959 | 0.3014 | 0.0032 | nan | 0.0076 | 0.4016 | 0.2878 | 0.0 | 0.8397 | 0.7052 | 0.9350 | 0.0001 | 0.2028 | 0.2363 | 0.0 | nan | | 0.2415 | 54.0 | 5778 | 0.6740 | 0.3286 | 0.4156 | 0.8346 | nan | 0.9349 | 0.6618 | 0.8220 | 0.2996 | nan | 0.6069 | 0.6193 | 0.5060 | 0.9570 | 0.0 | 0.0211 | 0.0 | 0.0 | 0.8534 | 0.0 | 0.0419 | 0.8708 | 0.0 | 0.7082 | 0.4654 | 0.0938 | nan | 0.0385 | 0.6392 | 0.3864 | 0.0 | 0.9225 | 0.8292 | 0.9491 | 0.0005 | 0.4108 | 0.2466 | 0.0 | nan | 0.0 | 0.8470 | 0.6588 | 0.6522 | 0.2816 | nan | 0.5130 | 0.5003 | 0.2877 | 0.8744 | 0.0 | 0.0211 | 0.0 | 0.0 | 0.6472 | 0.0 | 0.0398 | 0.7324 | 0.0 | 0.5093 | 0.3134 | 0.0099 | nan | 0.0337 | 0.4038 | 0.3350 | 0.0 | 0.8274 | 0.7014 | 0.9293 | 0.0005 | 0.1871 | 0.2080 | 0.0 | nan | | 0.221 | 55.0 | 5885 | 0.6909 | 0.3223 | 0.4142 | 0.8306 | nan | 0.9170 | 0.6117 | 0.8562 | 0.3737 | nan | 0.6095 | 0.5343 | 0.5795 | 0.9537 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8619 | 0.0 | 0.1067 | 0.8753 | 0.0038 | 0.6945 | 0.3922 | 0.0813 | nan | 0.0089 | 0.6576 | 0.3427 | 0.0 | 0.9263 | 0.7883 | 0.9620 | 0.0 | 0.4127 | 0.2916 | 0.0 | nan | 0.0 | 0.8306 | 0.6088 | 0.6141 | 0.3401 | nan | 0.5027 | 0.4343 | 0.2386 | 0.8715 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6278 | 0.0 | 0.0858 | 0.7306 | 0.0038 | 0.5040 | 0.2729 | 0.0077 | nan | 0.0084 | 0.4144 | 0.3100 | 0.0 | 0.8374 | 0.7052 | 0.9358 | 0.0 | 0.1914 | 0.2369 | 0.0 | nan | | 0.2074 | 56.0 | 5992 | 0.7699 | 0.3291 | 0.4182 | 0.8152 | nan | 0.8691 | 0.7636 | 0.9224 | 0.2872 | nan | 0.6505 | 0.7132 | 0.5722 | 0.9525 | 0.0 | 0.0611 | 0.0 | 0.0 | 0.8172 | 0.0 | 0.0386 | 0.8604 | 0.0627 | 0.7000 | 0.3267 | 0.0 | nan | 0.0147 | 0.6363 | 0.3634 | 0.0 | 0.9226 | 0.7950 | 0.9523 | 0.0 | 0.3682 | 0.3155 | 0.0 | nan | 0.0 | 0.7887 | 0.7536 | 0.5410 | 0.2689 | nan | 0.4568 | 0.5390 | 0.3787 | 0.8756 | 0.0 | 0.0611 | 0.0 | 0.0 | 0.6728 | 0.0 | 0.0344 | 0.7223 | 0.0534 | 0.5107 | 0.2404 | 0.0 | nan | 0.0144 | 0.4146 | 0.3298 | 0.0 | 0.8343 | 0.6879 | 0.9328 | 0.0 | 0.1741 | 0.2471 | 0.0 | nan | | 0.2097 | 57.0 | 6099 | 0.6681 | 0.3257 | 0.4134 | 0.8332 | nan | 0.9235 | 0.6683 | 0.9220 | 0.2396 | nan | 0.6375 | 0.6844 | 0.6427 | 0.9642 | 0.0 | 0.0367 | 0.0 | 0.0 | 0.8189 | 0.0 | 0.0 | 0.8918 | 0.0 | 0.5310 | 0.4057 | 0.0312 | nan | 0.0335 | 0.6402 | 0.3212 | 0.0 | 0.9227 | 0.8067 | 0.9636 | 0.0046 | 0.4122 | 0.3143 | 0.0 | nan | 0.0 | 0.8392 | 0.6619 | 0.6690 | 0.2313 | nan | 0.5076 | 0.5141 | 0.3320 | 0.8681 | 0.0 | 0.0367 | 0.0 | 0.0 | 0.6556 | 0.0 | 0.0 | 0.7150 | 0.0 | 0.4240 | 0.2731 | 0.0139 | nan | 0.0295 | 0.4037 | 0.2925 | 0.0 | 0.8409 | 0.7117 | 0.9347 | 0.0045 | 0.2151 | 0.2483 | 0.0 | nan | | 0.2165 | 58.0 | 6206 | 0.6632 | 0.3289 | 0.4253 | 0.8299 | nan | 0.9149 | 0.7228 | 0.9001 | 0.2897 | nan | 0.6420 | 0.6057 | 0.6761 | 0.9534 | 0.0 | 0.1276 | 0.0 | 0.0 | 0.8216 | 0.0 | 0.0018 | 0.8821 | 0.0272 | 0.6320 | 0.4526 | 0.2437 | nan | 0.0022 | 0.6404 | 0.3255 | 0.0 | 0.9114 | 0.7856 | 0.9527 | 0.0029 | 0.3668 | 0.3018 | 0.0 | nan | 0.0 | 0.8267 | 0.7099 | 0.6362 | 0.2726 | nan | 0.5115 | 0.4868 | 0.3000 | 0.8809 | 0.0 | 0.1276 | 0.0 | 0.0 | 0.6437 | 0.0 | 0.0016 | 0.7222 | 0.0261 | 0.4739 | 0.2372 | 0.0449 | nan | 0.0022 | 0.4094 | 0.2953 | 0.0 | 0.8354 | 0.7086 | 0.9303 | 0.0028 | 0.2019 | 0.2375 | 0.0 | nan | | 0.2063 | 59.0 | 6313 | 0.5923 | 0.3350 | 0.4298 | 0.8498 | nan | 0.9495 | 0.7412 | 0.8961 | 0.3872 | nan | 0.6426 | 0.5348 | 0.7126 | 0.9513 | 0.0 | 0.1035 | 0.0 | 0.0 | 0.8241 | 0.0 | 0.0 | 0.8897 | 0.0040 | 0.6145 | 0.3738 | 0.3125 | nan | 0.0035 | 0.6229 | 0.3600 | 0.0 | 0.9254 | 0.8080 | 0.9576 | 0.0094 | 0.3913 | 0.3094 | 0.0 | nan | 0.0 | 0.8726 | 0.7312 | 0.7975 | 0.3414 | nan | 0.5172 | 0.4462 | 0.2328 | 0.8786 | 0.0 | 0.1035 | 0.0 | 0.0 | 0.6222 | 0.0 | 0.0 | 0.7145 | 0.0040 | 0.4620 | 0.2481 | 0.0353 | nan | 0.0034 | 0.4156 | 0.3212 | 0.0 | 0.8411 | 0.7126 | 0.9342 | 0.0092 | 0.2317 | 0.2439 | 0.0 | nan | | 0.1987 | 60.0 | 6420 | 0.6066 | 0.3346 | 0.4253 | 0.8474 | nan | 0.9419 | 0.7984 | 0.9099 | 0.4116 | nan | 0.5710 | 0.5670 | 0.6728 | 0.9555 | 0.0 | 0.0172 | 0.0 | 0.0 | 0.8215 | 0.0 | 0.0 | 0.8915 | 0.0097 | 0.5686 | 0.3623 | 0.275 | nan | 0.0203 | 0.6397 | 0.3399 | 0.0 | 0.9224 | 0.8174 | 0.9585 | 0.0007 | 0.4142 | 0.2981 | 0.0 | nan | 0.0 | 0.8589 | 0.7853 | 0.7415 | 0.3669 | nan | 0.4919 | 0.4847 | 0.3184 | 0.8783 | 0.0 | 0.0172 | 0.0 | 0.0 | 0.6637 | 0.0 | 0.0 | 0.7088 | 0.0097 | 0.4240 | 0.2588 | 0.0152 | nan | 0.0165 | 0.4153 | 0.3043 | 0.0 | 0.8358 | 0.7098 | 0.9332 | 0.0007 | 0.2289 | 0.2387 | 0.0 | nan | | 0.1965 | 61.0 | 6527 | 0.6652 | 0.3331 | 0.4147 | 0.8418 | nan | 0.9252 | 0.7814 | 0.9085 | 0.3468 | nan | 0.6564 | 0.6203 | 0.6600 | 0.9555 | 0.0 | 0.0371 | 0.0 | 0.0 | 0.8150 | 0.0 | 0.0 | 0.8787 | 0.0 | 0.6327 | 0.3960 | 0.0 | nan | 0.0008 | 0.6478 | 0.3278 | 0.0 | 0.9413 | 0.7810 | 0.9517 | 0.0026 | 0.2830 | 0.3068 | 0.0 | nan | 0.0 | 0.8467 | 0.7739 | 0.6773 | 0.3114 | nan | 0.5093 | 0.5140 | 0.3437 | 0.8790 | 0.0 | 0.0371 | 0.0 | 0.0 | 0.6765 | 0.0 | 0.0 | 0.7190 | 0.0 | 0.4513 | 0.2595 | 0.0 | nan | 0.0007 | 0.4232 | 0.2986 | 0.0 | 0.8324 | 0.7053 | 0.9326 | 0.0026 | 0.2168 | 0.2479 | 0.0 | nan | | 0.2375 | 62.0 | 6634 | 0.6513 | 0.3532 | 0.4410 | 0.8491 | nan | 0.9484 | 0.7704 | 0.9049 | 0.3333 | nan | 0.6475 | 0.6281 | 0.6242 | 0.9505 | 0.0010 | 0.2547 | 0.0 | 0.0 | 0.8266 | 0.0 | 0.1389 | 0.8732 | 0.0008 | 0.6250 | 0.4415 | 0.2437 | nan | 0.0089 | 0.6583 | 0.3795 | 0.0 | 0.9286 | 0.8049 | 0.9628 | 0.0038 | 0.4099 | 0.3004 | 0.0 | nan | 0.0 | 0.8626 | 0.7619 | 0.7658 | 0.3039 | nan | 0.5182 | 0.5244 | 0.3866 | 0.8849 | 0.0003 | 0.2532 | 0.0 | 0.0 | 0.6890 | 0.0 | 0.0933 | 0.7175 | 0.0008 | 0.4573 | 0.2608 | 0.0155 | nan | 0.0085 | 0.4143 | 0.3299 | 0.0 | 0.8400 | 0.7171 | 0.9358 | 0.0037 | 0.3159 | 0.2408 | 0.0 | nan | | 0.2038 | 63.0 | 6741 | 0.6612 | 0.3524 | 0.4454 | 0.8509 | nan | 0.9564 | 0.7208 | 0.9065 | 0.3680 | nan | 0.6164 | 0.5981 | 0.6924 | 0.9593 | 0.0 | 0.4113 | 0.0 | 0.0 | 0.8250 | 0.0066 | 0.1491 | 0.8856 | 0.0010 | 0.5553 | 0.4319 | 0.2437 | nan | 0.0173 | 0.6263 | 0.3769 | 0.0 | 0.9247 | 0.8068 | 0.9598 | 0.0118 | 0.4464 | 0.3107 | 0.0 | nan | 0.0 | 0.8695 | 0.7165 | 0.7840 | 0.3252 | nan | 0.5074 | 0.5023 | 0.3169 | 0.8780 | 0.0 | 0.3931 | 0.0 | 0.0 | 0.6635 | 0.0066 | 0.0931 | 0.7112 | 0.0010 | 0.4337 | 0.3201 | 0.0124 | nan | 0.0153 | 0.4182 | 0.3300 | 0.0 | 0.8374 | 0.7034 | 0.9350 | 0.0115 | 0.2454 | 0.2447 | 0.0 | nan | | 0.2032 | 64.0 | 6848 | 0.6955 | 0.3405 | 0.4289 | 0.8427 | nan | 0.9370 | 0.7084 | 0.9082 | 0.3603 | nan | 0.6120 | 0.5744 | 0.6172 | 0.9577 | 0.0 | 0.2278 | 0.0 | 0.0 | 0.8386 | 0.0 | 0.2275 | 0.8882 | 0.0 | 0.5512 | 0.4337 | 0.0 | nan | 0.0069 | 0.6541 | 0.3693 | 0.0 | 0.9277 | 0.8052 | 0.9551 | 0.0000 | 0.4523 | 0.2835 | 0.0 | nan | 0.0 | 0.8535 | 0.7040 | 0.6957 | 0.3340 | nan | 0.5008 | 0.4873 | 0.3055 | 0.8699 | 0.0 | 0.2206 | 0.0 | 0.0 | 0.6540 | 0.0 | 0.0652 | 0.7080 | 0.0 | 0.4246 | 0.2881 | 0.0 | nan | 0.0064 | 0.4155 | 0.3277 | 0.0 | 0.8423 | 0.7210 | 0.9328 | 0.0000 | 0.3034 | 0.2358 | 0.0 | nan | | 0.1779 | 65.0 | 6955 | 0.6245 | 0.3440 | 0.4381 | 0.8475 | nan | 0.9554 | 0.6769 | 0.9034 | 0.3076 | nan | 0.6356 | 0.5976 | 0.7211 | 0.9625 | 0.0 | 0.2490 | 0.0 | 0.0 | 0.8013 | 0.0 | 0.2058 | 0.8923 | 0.0092 | 0.5539 | 0.4429 | 0.2437 | nan | 0.0147 | 0.6354 | 0.3979 | 0.0019 | 0.9380 | 0.7643 | 0.9505 | 0.0000 | 0.4523 | 0.2666 | 0.0 | nan | 0.0 | 0.8748 | 0.6711 | 0.8215 | 0.2815 | nan | 0.5152 | 0.4938 | 0.2837 | 0.8712 | 0.0 | 0.2412 | 0.0 | 0.0 | 0.6513 | 0.0 | 0.0539 | 0.7128 | 0.0090 | 0.4291 | 0.2781 | 0.0115 | nan | 0.0127 | 0.4207 | 0.3428 | 0.0019 | 0.8363 | 0.7030 | 0.9310 | 0.0000 | 0.3321 | 0.2274 | 0.0 | nan | | 0.1994 | 66.0 | 7062 | 0.7361 | 0.3424 | 0.4352 | 0.8261 | nan | 0.8954 | 0.7920 | 0.9197 | 0.3070 | nan | 0.6031 | 0.5250 | 0.6670 | 0.9536 | 0.0075 | 0.3880 | 0.0 | 0.0 | 0.8344 | 0.0 | 0.1875 | 0.8611 | 0.0442 | 0.5474 | 0.5096 | 0.0187 | nan | 0.0028 | 0.6569 | 0.3891 | 0.0 | 0.9487 | 0.7565 | 0.9497 | 0.0004 | 0.4237 | 0.3017 | 0.0 | nan | 0.0 | 0.8134 | 0.7840 | 0.5793 | 0.2901 | nan | 0.5018 | 0.4532 | 0.2747 | 0.8813 | 0.0022 | 0.3849 | 0.0 | 0.0 | 0.6553 | 0.0 | 0.0813 | 0.7194 | 0.0431 | 0.4348 | 0.3113 | 0.0019 | nan | 0.0026 | 0.4112 | 0.3381 | 0.0 | 0.8315 | 0.6931 | 0.9324 | 0.0004 | 0.2932 | 0.2421 | 0.0 | nan | | 0.2042 | 67.0 | 7169 | 0.6379 | 0.3460 | 0.4351 | 0.8445 | nan | 0.9469 | 0.7206 | 0.8789 | 0.3703 | nan | 0.6277 | 0.5328 | 0.7046 | 0.9609 | 0.0 | 0.3627 | 0.0 | 0.0 | 0.8194 | 0.0 | 0.1188 | 0.8701 | 0.0680 | 0.5137 | 0.4835 | 0.0 | nan | 0.0493 | 0.6272 | 0.3888 | 0.0 | 0.9288 | 0.8016 | 0.9542 | 0.0039 | 0.4222 | 0.3323 | 0.0 | nan | 0.0 | 0.8604 | 0.7124 | 0.7387 | 0.3382 | nan | 0.5290 | 0.4461 | 0.2510 | 0.8721 | 0.0 | 0.3203 | 0.0 | 0.0 | 0.6730 | 0.0 | 0.0326 | 0.7178 | 0.0634 | 0.4204 | 0.3170 | 0.0 | nan | 0.0430 | 0.4101 | 0.3346 | 0.0 | 0.8279 | 0.6898 | 0.9334 | 0.0037 | 0.2853 | 0.2527 | 0.0 | nan | | 0.1892 | 68.0 | 7276 | 0.6145 | 0.3492 | 0.4436 | 0.8497 | nan | 0.9523 | 0.6885 | 0.8930 | 0.3634 | nan | 0.6069 | 0.5364 | 0.6714 | 0.9584 | 0.0 | 0.4421 | 0.0 | 0.0 | 0.8351 | 0.0 | 0.1344 | 0.8818 | 0.0143 | 0.6136 | 0.4827 | 0.2 | nan | 0.0099 | 0.6301 | 0.4093 | 0.0 | 0.9419 | 0.7722 | 0.9554 | 0.0329 | 0.4400 | 0.2855 | 0.0 | nan | 0.0 | 0.8653 | 0.6839 | 0.7622 | 0.3382 | nan | 0.5129 | 0.4536 | 0.2669 | 0.8795 | 0.0 | 0.3602 | 0.0 | 0.0 | 0.6766 | 0.0 | 0.1123 | 0.7224 | 0.0143 | 0.4619 | 0.3269 | 0.0180 | nan | 0.0084 | 0.4102 | 0.3471 | 0.0 | 0.8361 | 0.7064 | 0.9343 | 0.0312 | 0.2075 | 0.2374 | 0.0 | nan | | 0.1806 | 69.0 | 7383 | 0.6227 | 0.3588 | 0.4538 | 0.8503 | nan | 0.9603 | 0.7382 | 0.8458 | 0.3164 | nan | 0.6730 | 0.6943 | 0.6756 | 0.9611 | 0.0 | 0.6505 | 0.0 | 0.0 | 0.8082 | 0.0 | 0.1193 | 0.8748 | 0.0075 | 0.5783 | 0.4306 | 0.2125 | nan | 0.0386 | 0.6536 | 0.4158 | 0.0080 | 0.9454 | 0.7716 | 0.9557 | 0.0064 | 0.4136 | 0.3117 | 0.0 | nan | 0.0 | 0.8699 | 0.7321 | 0.7770 | 0.2972 | nan | 0.5320 | 0.5260 | 0.3494 | 0.8789 | 0.0 | 0.4939 | 0.0 | 0.0 | 0.6939 | 0.0 | 0.0940 | 0.7181 | 0.0075 | 0.4451 | 0.3113 | 0.0139 | nan | 0.0319 | 0.4160 | 0.3496 | 0.0080 | 0.8316 | 0.6997 | 0.9339 | 0.0063 | 0.2088 | 0.2546 | 0.0 | nan | | 0.1765 | 70.0 | 7490 | 0.6313 | 0.3565 | 0.4413 | 0.8497 | nan | 0.9490 | 0.7730 | 0.8858 | 0.3452 | nan | 0.6099 | 0.6449 | 0.6679 | 0.9575 | 0.0 | 0.4449 | 0.0 | 0.0 | 0.8146 | 0.0 | 0.0603 | 0.8784 | 0.0302 | 0.6475 | 0.4057 | 0.1187 | nan | 0.0085 | 0.6298 | 0.4022 | 0.0004 | 0.9409 | 0.7872 | 0.9530 | 0.0142 | 0.3924 | 0.3175 | 0.0 | nan | 0.0 | 0.8583 | 0.7652 | 0.7370 | 0.3204 | nan | 0.5144 | 0.5196 | 0.3425 | 0.8782 | 0.0 | 0.4308 | 0.0 | 0.0 | 0.6934 | 0.0 | 0.0516 | 0.7300 | 0.0300 | 0.4881 | 0.2800 | 0.0114 | nan | 0.0080 | 0.4272 | 0.3481 | 0.0004 | 0.8340 | 0.7028 | 0.9339 | 0.0136 | 0.2351 | 0.2552 | 0.0 | nan | | 0.1843 | 71.0 | 7597 | 0.6618 | 0.3557 | 0.4457 | 0.8495 | nan | 0.9538 | 0.7391 | 0.8784 | 0.3530 | nan | 0.6186 | 0.5889 | 0.6761 | 0.9545 | 0.0 | 0.4611 | 0.0 | 0.0 | 0.8195 | 0.0 | 0.0391 | 0.8756 | 0.0729 | 0.5874 | 0.4737 | 0.275 | nan | 0.0072 | 0.6736 | 0.3946 | 0.0042 | 0.9386 | 0.7848 | 0.9578 | 0.0024 | 0.3905 | 0.2958 | 0.0 | nan | 0.0 | 0.8621 | 0.7324 | 0.7601 | 0.3193 | nan | 0.5120 | 0.4994 | 0.3209 | 0.8823 | 0.0 | 0.4503 | 0.0 | 0.0 | 0.6941 | 0.0 | 0.0366 | 0.7256 | 0.0670 | 0.4611 | 0.3008 | 0.0126 | nan | 0.0068 | 0.4063 | 0.3475 | 0.0042 | 0.8394 | 0.7111 | 0.9355 | 0.0024 | 0.2519 | 0.2416 | 0.0 | nan | | 0.1963 | 72.0 | 7704 | 0.6606 | 0.3553 | 0.4464 | 0.8492 | nan | 0.9571 | 0.6539 | 0.8904 | 0.3235 | nan | 0.5954 | 0.6040 | 0.7013 | 0.9641 | 0.0 | 0.4748 | 0.0 | 0.0 | 0.7963 | 0.0 | 0.0525 | 0.8734 | 0.0262 | 0.7053 | 0.4696 | 0.2437 | nan | 0.0009 | 0.6628 | 0.4195 | 0.0261 | 0.9285 | 0.7971 | 0.9519 | 0.0 | 0.4156 | 0.3058 | 0.0 | nan | 0.0 | 0.8647 | 0.6506 | 0.7858 | 0.2997 | nan | 0.5060 | 0.5092 | 0.3109 | 0.8750 | 0.0 | 0.4536 | 0.0 | 0.0 | 0.6948 | 0.0 | 0.0417 | 0.7376 | 0.0261 | 0.5073 | 0.2922 | 0.0140 | nan | 0.0008 | 0.4197 | 0.3551 | 0.0261 | 0.8347 | 0.7078 | 0.9327 | 0.0 | 0.2775 | 0.2472 | 0.0 | nan | | 0.1701 | 73.0 | 7811 | 0.6595 | 0.3580 | 0.4510 | 0.8457 | nan | 0.9483 | 0.7395 | 0.8713 | 0.3601 | nan | 0.5932 | 0.5760 | 0.6494 | 0.9530 | 0.0 | 0.5823 | 0.0 | 0.0 | 0.8339 | 0.0 | 0.0814 | 0.8828 | 0.0357 | 0.6340 | 0.5187 | 0.2437 | nan | 0.0050 | 0.6530 | 0.4225 | 0.0174 | 0.9199 | 0.7790 | 0.9588 | 0.0007 | 0.4193 | 0.3027 | 0.0 | nan | 0.0 | 0.8590 | 0.7335 | 0.7310 | 0.3248 | nan | 0.5060 | 0.4917 | 0.2991 | 0.8790 | 0.0 | 0.5390 | 0.0 | 0.0 | 0.6810 | 0.0 | 0.0436 | 0.7355 | 0.0354 | 0.4795 | 0.2947 | 0.0188 | nan | 0.0047 | 0.4261 | 0.3595 | 0.0174 | 0.8262 | 0.6819 | 0.9353 | 0.0006 | 0.2982 | 0.2533 | 0.0 | nan | | 0.1832 | 74.0 | 7918 | 0.6407 | 0.3536 | 0.4369 | 0.8459 | nan | 0.9483 | 0.7026 | 0.8679 | 0.3165 | nan | 0.6293 | 0.6089 | 0.6828 | 0.9609 | 0.0 | 0.4223 | 0.0 | 0.0 | 0.7934 | 0.0 | 0.0692 | 0.8790 | 0.0340 | 0.6769 | 0.4033 | 0.0 | nan | 0.0568 | 0.6328 | 0.4218 | 0.0045 | 0.9336 | 0.7981 | 0.9507 | 0.0041 | 0.4346 | 0.3107 | 0.0 | nan | 0.0 | 0.8621 | 0.6970 | 0.7363 | 0.2910 | nan | 0.5168 | 0.5189 | 0.3320 | 0.8773 | 0.0 | 0.4172 | 0.0 | 0.0 | 0.6823 | 0.0 | 0.0565 | 0.7348 | 0.0336 | 0.4966 | 0.2842 | 0.0 | nan | 0.0485 | 0.4312 | 0.3596 | 0.0045 | 0.8309 | 0.6934 | 0.9324 | 0.0039 | 0.2209 | 0.2530 | 0.0 | nan | | 0.191 | 75.0 | 8025 | 0.6309 | 0.3546 | 0.4407 | 0.8506 | nan | 0.9570 | 0.7392 | 0.8813 | 0.3426 | nan | 0.6174 | 0.6167 | 0.6875 | 0.9575 | 0.0 | 0.4695 | 0.0 | 0.0 | 0.8098 | 0.0 | 0.0748 | 0.8841 | 0.0145 | 0.6456 | 0.4572 | 0.0875 | nan | 0.0032 | 0.6581 | 0.3656 | 0.0011 | 0.9234 | 0.7992 | 0.9533 | 0.0035 | 0.4062 | 0.3058 | 0.0 | nan | 0.0 | 0.8686 | 0.7334 | 0.7751 | 0.3124 | nan | 0.5212 | 0.5152 | 0.3269 | 0.8793 | 0.0 | 0.4577 | 0.0 | 0.0 | 0.6856 | 0.0 | 0.0576 | 0.7287 | 0.0145 | 0.4824 | 0.3021 | 0.0076 | nan | 0.0030 | 0.4238 | 0.3299 | 0.0011 | 0.8311 | 0.6908 | 0.9336 | 0.0033 | 0.2117 | 0.2499 | 0.0 | nan | | 0.173 | 76.0 | 8132 | 0.6050 | 0.3649 | 0.4491 | 0.8570 | nan | 0.9665 | 0.7584 | 0.8873 | 0.3469 | nan | 0.6342 | 0.6371 | 0.6514 | 0.9524 | 0.0 | 0.7350 | 0.0 | 0.0 | 0.8269 | 0.0 | 0.1226 | 0.8787 | 0.0078 | 0.6362 | 0.4019 | 0.0 | nan | 0.0103 | 0.6364 | 0.3893 | 0.0 | 0.9430 | 0.7880 | 0.9531 | 0.0092 | 0.4201 | 0.3280 | 0.0 | nan | 0.0 | 0.8770 | 0.7529 | 0.8315 | 0.3139 | nan | 0.5357 | 0.5318 | 0.3448 | 0.8840 | 0.0 | 0.5760 | 0.0 | 0.0 | 0.6837 | 0.0 | 0.1091 | 0.7256 | 0.0078 | 0.4800 | 0.3034 | 0.0 | nan | 0.0097 | 0.4363 | 0.3458 | 0.0 | 0.8342 | 0.7053 | 0.9340 | 0.0085 | 0.1846 | 0.2602 | 0.0 | nan | | 0.1804 | 77.0 | 8239 | 0.6179 | 0.3566 | 0.4435 | 0.8511 | nan | 0.9515 | 0.7527 | 0.9046 | 0.3404 | nan | 0.6184 | 0.5797 | 0.6939 | 0.9568 | 0.0 | 0.6416 | 0.0 | 0.0 | 0.8165 | 0.0 | 0.0915 | 0.8844 | 0.0066 | 0.6108 | 0.4441 | 0.0 | nan | 0.0110 | 0.6568 | 0.3916 | 0.0042 | 0.9415 | 0.7792 | 0.9590 | 0.0002 | 0.4145 | 0.2978 | 0.0 | nan | 0.0 | 0.8634 | 0.7459 | 0.7733 | 0.3095 | nan | 0.5263 | 0.4962 | 0.3011 | 0.8814 | 0.0 | 0.5124 | 0.0 | 0.0 | 0.6799 | 0.0 | 0.0849 | 0.7254 | 0.0066 | 0.4721 | 0.3176 | 0.0 | nan | 0.0104 | 0.4236 | 0.3467 | 0.0042 | 0.8406 | 0.7148 | 0.9351 | 0.0002 | 0.1934 | 0.2471 | 0.0 | nan | | 0.1521 | 78.0 | 8346 | 0.6272 | 0.3539 | 0.4464 | 0.8520 | nan | 0.9524 | 0.7614 | 0.9033 | 0.3808 | nan | 0.6072 | 0.6319 | 0.7026 | 0.9628 | 0.0 | 0.5280 | 0.0 | 0.0 | 0.7991 | 0.0 | 0.0332 | 0.8833 | 0.0205 | 0.6436 | 0.4083 | 0.0563 | nan | 0.0242 | 0.6628 | 0.4179 | 0.0371 | 0.9280 | 0.7873 | 0.9532 | 0.0 | 0.4481 | 0.3064 | 0.0 | nan | 0.0 | 0.8628 | 0.7547 | 0.7656 | 0.3476 | nan | 0.5170 | 0.5133 | 0.2991 | 0.8739 | 0.0 | 0.3584 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.0222 | 0.7269 | 0.0205 | 0.4883 | 0.2996 | 0.0131 | nan | 0.0224 | 0.4248 | 0.3603 | 0.0371 | 0.8398 | 0.7076 | 0.9335 | 0.0 | 0.2071 | 0.2519 | 0.0 | nan | | 0.1799 | 79.0 | 8453 | 0.6194 | 0.3524 | 0.4452 | 0.8509 | nan | 0.9495 | 0.7524 | 0.8921 | 0.3520 | nan | 0.6454 | 0.6272 | 0.6971 | 0.9618 | 0.0 | 0.5029 | 0.0 | 0.0 | 0.7933 | 0.0 | 0.0423 | 0.8843 | 0.0145 | 0.6689 | 0.3939 | 0.0813 | nan | 0.0127 | 0.6782 | 0.3984 | 0.0152 | 0.9309 | 0.7829 | 0.9618 | 0.0 | 0.4578 | 0.3037 | 0.0 | nan | 0.0 | 0.8667 | 0.7449 | 0.7732 | 0.3195 | nan | 0.5181 | 0.5200 | 0.3078 | 0.8729 | 0.0 | 0.3628 | 0.0 | 0.0 | 0.6751 | 0.0 | 0.0277 | 0.7248 | 0.0145 | 0.4932 | 0.2953 | 0.0118 | nan | 0.0116 | 0.4166 | 0.3518 | 0.0152 | 0.8420 | 0.7117 | 0.9356 | 0.0 | 0.2127 | 0.2514 | 0.0 | nan | | 0.1529 | 80.0 | 8560 | 0.6282 | 0.3608 | 0.4494 | 0.8518 | nan | 0.9489 | 0.7543 | 0.8989 | 0.3880 | nan | 0.6021 | 0.6315 | 0.6799 | 0.9540 | 0.0 | 0.6394 | 0.0 | 0.0 | 0.7860 | 0.0 | 0.0589 | 0.8804 | 0.0209 | 0.6611 | 0.4523 | 0.0688 | nan | 0.0279 | 0.6861 | 0.3766 | 0.0019 | 0.9353 | 0.7833 | 0.9580 | 0.0 | 0.4245 | 0.3116 | 0.0 | nan | 0.0 | 0.8610 | 0.7479 | 0.7475 | 0.3534 | nan | 0.5135 | 0.5295 | 0.3395 | 0.8814 | 0.0 | 0.5218 | 0.0 | 0.0 | 0.6878 | 0.0 | 0.0339 | 0.7322 | 0.0209 | 0.5075 | 0.2982 | 0.0157 | nan | 0.0234 | 0.4172 | 0.3415 | 0.0019 | 0.8390 | 0.7119 | 0.9355 | 0.0 | 0.2269 | 0.2570 | 0.0 | nan | | 0.166 | 81.0 | 8667 | 0.6279 | 0.3577 | 0.4439 | 0.8490 | nan | 0.9533 | 0.7275 | 0.8831 | 0.3242 | nan | 0.6127 | 0.6101 | 0.6920 | 0.9605 | 0.0 | 0.5907 | 0.0 | 0.0 | 0.8052 | 0.0 | 0.0619 | 0.8763 | 0.0744 | 0.6010 | 0.4477 | 0.0 | nan | 0.0292 | 0.6681 | 0.4083 | 0.0057 | 0.9367 | 0.7857 | 0.9648 | 0.0 | 0.4124 | 0.3300 | 0.0 | nan | 0.0 | 0.8641 | 0.7195 | 0.7667 | 0.3018 | nan | 0.5061 | 0.5137 | 0.3198 | 0.8759 | 0.0 | 0.5116 | 0.0 | 0.0 | 0.6767 | 0.0 | 0.0274 | 0.7233 | 0.0688 | 0.4665 | 0.3027 | 0.0 | nan | 0.0242 | 0.4218 | 0.3539 | 0.0057 | 0.8377 | 0.7092 | 0.9365 | 0.0 | 0.2496 | 0.2647 | 0.0 | nan | | 0.1697 | 82.0 | 8774 | 0.6282 | 0.3631 | 0.4433 | 0.8553 | nan | 0.9649 | 0.7444 | 0.8983 | 0.3198 | nan | 0.6134 | 0.6597 | 0.6757 | 0.9608 | 0.0 | 0.5509 | 0.0 | 0.0 | 0.8053 | 0.0 | 0.0387 | 0.8854 | 0.0480 | 0.6178 | 0.4345 | 0.0 | nan | 0.0250 | 0.6563 | 0.4026 | 0.0152 | 0.9360 | 0.7849 | 0.9592 | 0.0035 | 0.4236 | 0.3191 | 0.0 | nan | 0.0 | 0.8690 | 0.7383 | 0.8198 | 0.2968 | nan | 0.5073 | 0.5432 | 0.3594 | 0.8761 | 0.0 | 0.5307 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.0284 | 0.7266 | 0.0461 | 0.4823 | 0.3155 | 0.0 | nan | 0.0215 | 0.4262 | 0.3552 | 0.0151 | 0.8401 | 0.7128 | 0.9359 | 0.0035 | 0.2291 | 0.2627 | 0.0 | nan | | 0.1759 | 83.0 | 8881 | 0.6254 | 0.3687 | 0.4556 | 0.8546 | nan | 0.9487 | 0.7577 | 0.9105 | 0.3828 | nan | 0.6561 | 0.6781 | 0.6462 | 0.9595 | 0.0 | 0.5947 | 0.0 | 0.0 | 0.8039 | 0.0 | 0.0540 | 0.8859 | 0.0652 | 0.6671 | 0.3923 | 0.1562 | nan | 0.0424 | 0.6636 | 0.4088 | 0.0095 | 0.9365 | 0.7900 | 0.9583 | 0.0006 | 0.4436 | 0.3098 | 0.0 | nan | 0.0 | 0.8678 | 0.7495 | 0.7744 | 0.3465 | nan | 0.5252 | 0.5508 | 0.3706 | 0.8805 | 0.0 | 0.5768 | 0.0 | 0.0 | 0.6856 | 0.0 | 0.0305 | 0.7298 | 0.0635 | 0.4991 | 0.2812 | 0.0136 | nan | 0.0361 | 0.4310 | 0.3592 | 0.0095 | 0.8398 | 0.7151 | 0.9358 | 0.0006 | 0.2675 | 0.2583 | 0.0 | nan | | 0.1845 | 84.0 | 8988 | 0.6191 | 0.3661 | 0.4453 | 0.8550 | nan | 0.9603 | 0.6939 | 0.8936 | 0.3612 | nan | 0.6130 | 0.6616 | 0.6170 | 0.9583 | 0.0 | 0.6178 | 0.0 | 0.0 | 0.8085 | 0.0 | 0.0566 | 0.8824 | 0.0209 | 0.6377 | 0.4212 | 0.0625 | nan | 0.0178 | 0.6805 | 0.3949 | 0.0 | 0.9412 | 0.8005 | 0.9584 | 0.0037 | 0.4240 | 0.3153 | 0.0 | nan | 0.0 | 0.8686 | 0.6899 | 0.8021 | 0.3289 | nan | 0.5149 | 0.5529 | 0.3929 | 0.8815 | 0.0 | 0.5950 | 0.0 | 0.0 | 0.6950 | 0.0 | 0.0302 | 0.7284 | 0.0209 | 0.4950 | 0.3162 | 0.0064 | nan | 0.0163 | 0.4234 | 0.3515 | 0.0 | 0.8405 | 0.7180 | 0.9361 | 0.0037 | 0.2467 | 0.2589 | 0.0 | nan | | 0.1596 | 85.0 | 9095 | 0.6263 | 0.3657 | 0.4544 | 0.8493 | nan | 0.9426 | 0.7419 | 0.8969 | 0.3595 | nan | 0.6549 | 0.6157 | 0.6517 | 0.9617 | 0.0 | 0.6764 | 0.0 | 0.0 | 0.8125 | 0.0 | 0.0647 | 0.8916 | 0.0132 | 0.6306 | 0.4466 | 0.2 | nan | 0.0382 | 0.6448 | 0.4031 | 0.0201 | 0.9325 | 0.7857 | 0.9600 | 0.0 | 0.4219 | 0.3200 | 0.0 | nan | 0.0 | 0.8624 | 0.7354 | 0.7443 | 0.3285 | nan | 0.5277 | 0.5261 | 0.3375 | 0.8764 | 0.0 | 0.6417 | 0.0 | 0.0 | 0.6802 | 0.0 | 0.0334 | 0.7263 | 0.0132 | 0.4879 | 0.3006 | 0.0171 | nan | 0.0325 | 0.4294 | 0.3556 | 0.0201 | 0.8405 | 0.7180 | 0.9360 | 0.0 | 0.2714 | 0.2606 | 0.0 | nan | | 0.1553 | 86.0 | 9202 | 0.6448 | 0.3621 | 0.4523 | 0.8471 | nan | 0.9444 | 0.7536 | 0.8986 | 0.2873 | nan | 0.6561 | 0.5925 | 0.6642 | 0.9597 | 0.0 | 0.7311 | 0.0 | 0.0 | 0.8175 | 0.0 | 0.0600 | 0.8902 | 0.0174 | 0.6205 | 0.4392 | 0.15 | nan | 0.0332 | 0.6709 | 0.3955 | 0.0189 | 0.9333 | 0.7839 | 0.9570 | 0.0 | 0.4379 | 0.3088 | 0.0 | nan | 0.0 | 0.8583 | 0.7470 | 0.7471 | 0.2693 | nan | 0.5274 | 0.5115 | 0.3220 | 0.8794 | 0.0 | 0.6809 | 0.0 | 0.0 | 0.6799 | 0.0 | 0.0433 | 0.7252 | 0.0173 | 0.4812 | 0.2932 | 0.0141 | nan | 0.0291 | 0.4259 | 0.3535 | 0.0189 | 0.8370 | 0.7127 | 0.9355 | 0.0 | 0.2215 | 0.2550 | 0.0 | nan | | 0.1557 | 87.0 | 9309 | 0.6366 | 0.3634 | 0.4460 | 0.8525 | nan | 0.9470 | 0.7521 | 0.9110 | 0.3741 | nan | 0.6356 | 0.6082 | 0.6606 | 0.9557 | 0.0 | 0.6639 | 0.0 | 0.0 | 0.8120 | 0.0 | 0.0422 | 0.8898 | 0.0074 | 0.6472 | 0.4156 | 0.0312 | nan | 0.0134 | 0.6581 | 0.3902 | 0.0030 | 0.9408 | 0.7783 | 0.9553 | 0.0 | 0.4195 | 0.3130 | 0.0 | nan | 0.0 | 0.8618 | 0.7468 | 0.7629 | 0.3438 | nan | 0.5229 | 0.5228 | 0.3351 | 0.8831 | 0.0 | 0.6489 | 0.0 | 0.0 | 0.6834 | 0.0 | 0.0362 | 0.7254 | 0.0074 | 0.4954 | 0.2944 | 0.0043 | nan | 0.0123 | 0.4301 | 0.3508 | 0.0030 | 0.8376 | 0.7135 | 0.9350 | 0.0 | 0.2167 | 0.2568 | 0.0 | nan | | 0.1717 | 88.0 | 9416 | 0.6363 | 0.3677 | 0.4602 | 0.8513 | nan | 0.9474 | 0.7618 | 0.8904 | 0.3745 | nan | 0.6498 | 0.6481 | 0.6823 | 0.9592 | 0.0 | 0.7203 | 0.0 | 0.0 | 0.8057 | 0.0 | 0.0503 | 0.8838 | 0.0094 | 0.6700 | 0.4280 | 0.2437 | nan | 0.0436 | 0.6507 | 0.3993 | 0.0258 | 0.9316 | 0.7769 | 0.9590 | 0.0000 | 0.4301 | 0.3255 | 0.0 | nan | 0.0 | 0.8612 | 0.7545 | 0.7491 | 0.3423 | nan | 0.5243 | 0.5386 | 0.3401 | 0.8795 | 0.0 | 0.6688 | 0.0 | 0.0 | 0.6842 | 0.0 | 0.0354 | 0.7296 | 0.0094 | 0.5004 | 0.2950 | 0.0182 | nan | 0.0381 | 0.4270 | 0.3540 | 0.0257 | 0.8405 | 0.7115 | 0.9357 | 0.0000 | 0.2432 | 0.2617 | 0.0 | nan | | 0.1364 | 89.0 | 9523 | 0.6415 | 0.3675 | 0.4577 | 0.8498 | nan | 0.9461 | 0.7699 | 0.8952 | 0.3342 | nan | 0.6375 | 0.6155 | 0.6783 | 0.9598 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.8117 | 0.0 | 0.0416 | 0.8834 | 0.0204 | 0.6517 | 0.4052 | 0.225 | nan | 0.0323 | 0.6599 | 0.3950 | 0.0216 | 0.9374 | 0.7838 | 0.9562 | 0.0001 | 0.4317 | 0.3280 | 0.0 | nan | 0.0 | 0.8580 | 0.7599 | 0.7437 | 0.3094 | nan | 0.5260 | 0.5210 | 0.3331 | 0.8797 | 0.0 | 0.7298 | 0.0 | 0.0 | 0.6873 | 0.0 | 0.0339 | 0.7272 | 0.0204 | 0.4901 | 0.2975 | 0.0178 | nan | 0.0288 | 0.4305 | 0.3513 | 0.0216 | 0.8409 | 0.7161 | 0.9354 | 0.0001 | 0.2373 | 0.2623 | 0.0 | nan | | 0.158 | 90.0 | 9630 | 0.6370 | 0.3672 | 0.4582 | 0.8512 | nan | 0.9563 | 0.7639 | 0.8676 | 0.3162 | nan | 0.6235 | 0.6300 | 0.6667 | 0.9545 | 0.0 | 0.8083 | 0.0 | 0.0 | 0.8174 | 0.0026 | 0.0421 | 0.8780 | 0.0271 | 0.6564 | 0.4406 | 0.2 | nan | 0.0331 | 0.6646 | 0.3940 | 0.0178 | 0.9357 | 0.7985 | 0.9567 | 0.0001 | 0.4184 | 0.3341 | 0.0 | nan | 0.0 | 0.8582 | 0.7542 | 0.7574 | 0.2950 | nan | 0.5214 | 0.5283 | 0.3325 | 0.8836 | 0.0 | 0.6996 | 0.0 | 0.0 | 0.6894 | 0.0023 | 0.0369 | 0.7299 | 0.0270 | 0.4996 | 0.3114 | 0.0171 | nan | 0.0296 | 0.4279 | 0.3502 | 0.0178 | 0.8409 | 0.7218 | 0.9358 | 0.0001 | 0.2178 | 0.2629 | 0.0 | nan | | 0.1604 | 91.0 | 9737 | 0.6377 | 0.3680 | 0.4566 | 0.8503 | nan | 0.9476 | 0.7486 | 0.8878 | 0.3495 | nan | 0.6397 | 0.6496 | 0.6712 | 0.9572 | 0.0 | 0.7654 | 0.0 | 0.0 | 0.8113 | 0.0028 | 0.0474 | 0.8835 | 0.0145 | 0.6551 | 0.4330 | 0.1625 | nan | 0.0285 | 0.6574 | 0.3951 | 0.0220 | 0.9372 | 0.7868 | 0.9538 | 0.0002 | 0.4259 | 0.3224 | 0.0 | nan | 0.0 | 0.8588 | 0.7411 | 0.7498 | 0.3202 | nan | 0.5264 | 0.5393 | 0.3456 | 0.8818 | 0.0 | 0.7120 | 0.0 | 0.0 | 0.6867 | 0.0026 | 0.0380 | 0.7266 | 0.0145 | 0.4968 | 0.3089 | 0.0167 | nan | 0.0254 | 0.4301 | 0.3520 | 0.0220 | 0.8391 | 0.7157 | 0.9343 | 0.0002 | 0.2307 | 0.2604 | 0.0 | nan | | 0.1394 | 92.0 | 9844 | 0.6513 | 0.3669 | 0.4544 | 0.8487 | nan | 0.9485 | 0.7507 | 0.8841 | 0.3155 | nan | 0.6332 | 0.6399 | 0.6662 | 0.9562 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.8061 | 0.0015 | 0.0410 | 0.8879 | 0.0153 | 0.6529 | 0.4204 | 0.2062 | nan | 0.0279 | 0.6589 | 0.3786 | 0.0178 | 0.9372 | 0.7815 | 0.9500 | 0.0001 | 0.4198 | 0.3204 | 0.0 | nan | 0.0 | 0.8569 | 0.7430 | 0.7463 | 0.2945 | nan | 0.5210 | 0.5389 | 0.3490 | 0.8820 | 0.0 | 0.7220 | 0.0 | 0.0 | 0.6915 | 0.0014 | 0.0333 | 0.7247 | 0.0153 | 0.4960 | 0.3024 | 0.0194 | nan | 0.0250 | 0.4290 | 0.3435 | 0.0178 | 0.8397 | 0.7124 | 0.9326 | 0.0001 | 0.2429 | 0.2603 | 0.0 | nan | | 0.1517 | 93.0 | 9951 | 0.6587 | 0.3671 | 0.4553 | 0.8497 | nan | 0.9497 | 0.7316 | 0.8852 | 0.3586 | nan | 0.6265 | 0.6221 | 0.6655 | 0.9580 | 0.0 | 0.7487 | 0.0 | 0.0 | 0.8097 | 0.0003 | 0.0332 | 0.8893 | 0.0080 | 0.6474 | 0.4295 | 0.2437 | nan | 0.0247 | 0.6429 | 0.3869 | 0.0326 | 0.9309 | 0.7872 | 0.9543 | 0.0001 | 0.4314 | 0.3176 | 0.0 | nan | 0.0 | 0.8577 | 0.7276 | 0.7485 | 0.3255 | nan | 0.5202 | 0.5295 | 0.3450 | 0.8808 | 0.0 | 0.7103 | 0.0 | 0.0 | 0.6907 | 0.0003 | 0.0276 | 0.7250 | 0.0080 | 0.4970 | 0.3078 | 0.0160 | nan | 0.0224 | 0.4286 | 0.3480 | 0.0325 | 0.8411 | 0.7139 | 0.9342 | 0.0001 | 0.2503 | 0.2596 | 0.0 | nan | | 0.1732 | 93.4579 | 10000 | 0.6343 | 0.3675 | 0.4554 | 0.8499 | nan | 0.9433 | 0.7564 | 0.8913 | 0.3568 | nan | 0.6624 | 0.6380 | 0.6670 | 0.9602 | 0.0 | 0.7202 | 0.0 | 0.0 | 0.8125 | 0.0 | 0.0394 | 0.8794 | 0.0198 | 0.6460 | 0.4446 | 0.15 | nan | 0.0324 | 0.6618 | 0.3908 | 0.0155 | 0.9407 | 0.7856 | 0.9523 | 0.0001 | 0.4305 | 0.3187 | 0.0 | nan | 0.0 | 0.8597 | 0.7477 | 0.7475 | 0.3261 | nan | 0.5300 | 0.5338 | 0.3441 | 0.8786 | 0.0 | 0.6854 | 0.0 | 0.0 | 0.6862 | 0.0 | 0.0302 | 0.7283 | 0.0198 | 0.4970 | 0.3062 | 0.0139 | nan | 0.0288 | 0.4300 | 0.3498 | 0.0155 | 0.8365 | 0.7142 | 0.9339 | 0.0001 | 0.2573 | 0.2598 | 0.0 | nan | ### Framework versions - Transformers 4.46.0 - Pytorch 2.1.0 - Datasets 3.0.2 - Tokenizers 0.20.1