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---
license: other
tags:
- image-segmentation
- vision
- generated_from_trainer
model-index:
- name: segformer-finetuned-sidewalk-10k-steps
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-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
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