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---
library_name: transformers
license: other
base_model: nvidia/mit-b0
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: 0.6392
- Mean Iou: 0.2886
- Mean Accuracy: 0.3681
- Overall Accuracy: 0.8204
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.7238
- Accuracy Flat-sidewalk: 0.9385
- Accuracy Flat-crosswalk: 0.7581
- Accuracy Flat-cyclinglane: 0.8054
- Accuracy Flat-parkingdriveway: 0.3003
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.3967
- Accuracy Human-person: 0.6829
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9452
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: nan
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6017
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8226
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5230
- Accuracy Construction-fenceguardrail: 0.3548
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.4428
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9102
- Accuracy Nature-terrain: 0.8618
- Accuracy Sky: 0.9672
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0271
- Accuracy Void-static: 0.3487
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.6174
- Iou Flat-sidewalk: 0.8440
- Iou Flat-crosswalk: 0.5049
- Iou Flat-cyclinglane: 0.5664
- Iou Flat-parkingdriveway: 0.2522
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.2854
- Iou Human-person: 0.4224
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7668
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: nan
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.3442
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6692
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3465
- Iou Construction-fenceguardrail: 0.2751
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2844
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8289
- Iou Nature-terrain: 0.7310
- Iou Sky: 0.9220
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0257
- Iou Void-static: 0.2604
- 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: 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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| 2.5976 | 1.0 | 107 | 1.8167 | 0.1207 | 0.1734 | 0.6649 | nan | 0.7126 | 0.8829 | 0.0 | 0.0340 | 0.0059 | nan | 0.0000 | 0.0 | 0.0 | 0.7375 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8716 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8401 | 0.7639 | 0.5274 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4342 | 0.7303 | 0.0 | 0.0335 | 0.0058 | nan | 0.0000 | 0.0 | 0.0 | 0.5006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6088 | 0.4971 | 0.5238 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7804 | 2.0 | 214 | 1.5213 | 0.1383 | 0.1855 | 0.6885 | nan | 0.4849 | 0.9320 | 0.0 | 0.4088 | 0.0091 | nan | 0.0000 | 0.0 | 0.0 | 0.7975 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8645 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8760 | 0.7240 | 0.6529 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3862 | 0.7022 | 0.0 | 0.3873 | 0.0090 | nan | 0.0000 | 0.0 | 0.0 | 0.5313 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4432 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6380 | 0.5454 | 0.6448 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4506 | 3.0 | 321 | 1.3304 | 0.1479 | 0.1988 | 0.7053 | nan | 0.5295 | 0.9284 | 0.0 | 0.5240 | 0.0117 | nan | 0.0010 | 0.0 | 0.0 | 0.8111 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8987 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8123 | 0.8090 | 0.8372 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4384 | 0.7208 | 0.0 | 0.4336 | 0.0116 | nan | 0.0010 | 0.0 | 0.0 | 0.5375 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4566 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6543 | 0.5342 | 0.7963 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2854 | 4.0 | 428 | 1.1582 | 0.1502 | 0.2038 | 0.7119 | nan | 0.5613 | 0.9518 | 0.0 | 0.5963 | 0.0190 | nan | 0.0013 | 0.0 | 0.0 | 0.9129 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8395 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7245 | 0.8063 | 0.9043 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4473 | 0.7302 | 0.0 | 0.4682 | 0.0187 | nan | 0.0013 | 0.0 | 0.0 | 0.5643 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5325 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6076 | 0.4632 | 0.8239 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1642 | 5.0 | 535 | 1.1097 | 0.1582 | 0.2158 | 0.7293 | nan | 0.6286 | 0.9087 | 0.0 | 0.7528 | 0.0587 | nan | 0.0063 | 0.0 | 0.0 | 0.9277 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8254 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8157 | 0.8256 | 0.9404 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4666 | 0.7665 | 0.0 | 0.4925 | 0.0546 | nan | 0.0062 | 0.0 | 0.0 | 0.5415 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5305 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6739 | 0.5518 | 0.8213 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0799 | 6.0 | 642 | 1.0014 | 0.1630 | 0.2154 | 0.7393 | nan | 0.5980 | 0.9488 | 0.0 | 0.6784 | 0.0697 | nan | 0.0122 | 0.0 | 0.0 | 0.9414 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8431 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0008 | 0.0 | 0.0 | 0.8262 | 0.8225 | 0.9372 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4718 | 0.7595 | 0.0 | 0.5230 | 0.0649 | nan | 0.0117 | 0.0 | 0.0 | 0.5774 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5299 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0008 | 0.0 | 0.0 | 0.7045 | 0.5885 | 0.8205 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0072 | 7.0 | 749 | 0.9490 | 0.1724 | 0.2253 | 0.7464 | nan | 0.6910 | 0.9306 | 0.0070 | 0.6716 | 0.1430 | nan | 0.2003 | 0.0 | 0.0 | 0.9354 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8738 | 0.0 | 0.0042 | 0.0 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.8074 | 0.8153 | 0.9013 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5294 | 0.7917 | 0.0070 | 0.6067 | 0.1168 | nan | 0.1458 | 0.0 | 0.0 | 0.5637 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5090 | 0.0 | 0.0041 | 0.0 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.6821 | 0.5533 | 0.8340 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 0.984 | 8.0 | 856 | 0.9205 | 0.1772 | 0.2278 | 0.7460 | nan | 0.6086 | 0.9221 | 0.1486 | 0.7371 | 0.1348 | nan | 0.1743 | 0.0 | 0.0 | 0.9382 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8566 | 0.0 | 0.0314 | 0.0 | 0.0 | nan | 0.0 | 0.0205 | 0.0 | 0.0 | 0.8991 | 0.6871 | 0.9047 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.4910 | 0.7736 | 0.1485 | 0.4415 | 0.1161 | nan | 0.1336 | 0.0 | 0.0 | 0.6013 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5408 | 0.0 | 0.0307 | 0.0 | 0.0 | nan | 0.0 | 0.0202 | 0.0 | 0.0 | 0.7323 | 0.6197 | 0.8432 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.915 | 9.0 | 963 | 0.8332 | 0.2041 | 0.2582 | 0.7702 | nan | 0.7090 | 0.9415 | 0.5864 | 0.6835 | 0.1982 | nan | 0.3057 | 0.0 | 0.0 | 0.9341 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8404 | 0.0 | 0.1437 | 0.0 | 0.0 | nan | 0.0 | 0.0645 | 0.0 | 0.0 | 0.8329 | 0.8255 | 0.9328 | 0.0 | 0.0 | 0.0053 | 0.0 | nan | 0.5848 | 0.8019 | 0.4699 | 0.6121 | 0.1550 | nan | 0.1767 | 0.0 | 0.0 | 0.6370 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5652 | 0.0 | 0.1308 | 0.0 | 0.0 | nan | 0.0 | 0.0597 | 0.0 | 0.0 | 0.6993 | 0.5785 | 0.8524 | 0.0 | 0.0 | 0.0051 | 0.0 |
| 0.8824 | 10.0 | 1070 | 0.9102 | 0.1980 | 0.2624 | 0.7420 | nan | 0.8493 | 0.7731 | 0.7441 | 0.7581 | 0.1750 | nan | 0.2783 | 0.0 | 0.0 | 0.9236 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8843 | 0.0 | 0.0371 | 0.0 | 0.0 | nan | 0.0 | 0.1120 | 0.0 | 0.0 | 0.9100 | 0.7427 | 0.9336 | 0.0 | 0.0 | 0.0131 | 0.0 | nan | 0.5509 | 0.7306 | 0.5175 | 0.4615 | 0.1452 | nan | 0.1624 | 0.0 | 0.0 | 0.6323 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5406 | 0.0 | 0.0352 | 0.0 | 0.0 | nan | 0.0 | 0.0968 | 0.0 | 0.0 | 0.7475 | 0.6595 | 0.8444 | 0.0 | 0.0 | 0.0123 | 0.0 |
| 0.8133 | 11.0 | 1177 | 0.8147 | 0.2158 | 0.2729 | 0.7737 | nan | 0.6984 | 0.9167 | 0.6660 | 0.7662 | 0.2418 | nan | 0.3263 | 0.0308 | 0.0 | 0.9386 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8471 | 0.0 | 0.2570 | 0.0001 | 0.0 | nan | 0.0 | 0.1876 | 0.0 | 0.0 | 0.8677 | 0.7725 | 0.9201 | 0.0 | 0.0 | 0.0227 | 0.0 | nan | 0.5743 | 0.7964 | 0.5137 | 0.5765 | 0.1849 | nan | 0.1982 | 0.0299 | 0.0 | 0.6371 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5412 | 0.0 | 0.1887 | 0.0001 | 0.0 | nan | 0.0 | 0.1367 | 0.0 | 0.0 | 0.7657 | 0.6809 | 0.8434 | 0.0 | 0.0 | 0.0212 | 0.0 |
| 0.8029 | 12.0 | 1284 | 0.8597 | 0.2071 | 0.2775 | 0.7427 | nan | 0.4170 | 0.9044 | 0.7924 | 0.8064 | 0.3262 | nan | 0.3257 | 0.1800 | 0.0 | 0.9401 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8274 | 0.0 | 0.2257 | 0.0001 | 0.0 | nan | 0.0 | 0.1968 | 0.0 | 0.0 | 0.8370 | 0.8542 | 0.9124 | 0.0 | 0.0 | 0.0575 | 0.0 | nan | 0.3817 | 0.7994 | 0.4960 | 0.4040 | 0.2183 | nan | 0.1876 | 0.1545 | 0.0 | 0.6549 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5649 | 0.0 | 0.1804 | 0.0001 | 0.0 | nan | 0.0 | 0.1465 | 0.0 | 0.0 | 0.7280 | 0.5926 | 0.8639 | 0.0 | 0.0 | 0.0486 | 0.0 |
| 0.8166 | 13.0 | 1391 | 0.8034 | 0.2194 | 0.2775 | 0.7655 | nan | 0.5905 | 0.9075 | 0.6942 | 0.7621 | 0.2267 | nan | 0.2631 | 0.2544 | 0.0 | 0.9342 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8364 | 0.0 | 0.2578 | 0.0 | 0.0 | nan | 0.0 | 0.2317 | 0.0 | 0.0 | 0.9264 | 0.7529 | 0.9297 | 0.0 | 0.0 | 0.0362 | 0.0 | nan | 0.5142 | 0.7828 | 0.5555 | 0.4370 | 0.1793 | nan | 0.1845 | 0.2029 | 0.0 | 0.6656 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5759 | 0.0 | 0.2117 | 0.0 | 0.0 | nan | 0.0 | 0.1479 | 0.0 | 0.0 | 0.7646 | 0.6831 | 0.8628 | 0.0 | 0.0 | 0.0336 | 0.0 |
| 0.7582 | 14.0 | 1498 | 0.7747 | 0.2238 | 0.2900 | 0.7727 | nan | 0.6522 | 0.9323 | 0.7450 | 0.7468 | 0.2863 | nan | 0.3414 | 0.2355 | 0.0 | 0.8890 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8060 | 0.0 | 0.4223 | 0.0022 | 0.0 | nan | 0.0 | 0.2442 | 0.0 | 0.0 | 0.8169 | 0.8710 | 0.9435 | 0.0 | 0.0 | 0.0539 | 0.0 | nan | 0.5628 | 0.8109 | 0.5183 | 0.5597 | 0.2211 | nan | 0.2118 | 0.1857 | 0.0 | 0.6934 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5605 | 0.0 | 0.2575 | 0.0022 | 0.0 | nan | 0.0 | 0.1531 | 0.0 | 0.0 | 0.7164 | 0.5691 | 0.8665 | 0.0 | 0.0 | 0.0498 | 0.0 |
| 0.7669 | 15.0 | 1605 | 0.7869 | 0.2203 | 0.2861 | 0.7690 | nan | 0.5781 | 0.9404 | 0.7369 | 0.6943 | 0.2288 | nan | 0.3506 | 0.2633 | 0.0 | 0.9461 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7878 | 0.0 | 0.3742 | 0.0034 | 0.0 | nan | 0.0 | 0.3000 | 0.0 | 0.0 | 0.8762 | 0.8169 | 0.9231 | 0.0 | 0.0 | 0.0484 | 0.0 | nan | 0.5133 | 0.8055 | 0.4899 | 0.4820 | 0.1886 | nan | 0.1978 | 0.2088 | 0.0 | 0.6478 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5657 | 0.0 | 0.2425 | 0.0034 | 0.0 | nan | 0.0 | 0.1512 | 0.0 | 0.0 | 0.7638 | 0.6658 | 0.8597 | 0.0 | 0.0 | 0.0436 | 0.0 |
| 0.6652 | 16.0 | 1712 | 0.7644 | 0.2314 | 0.2962 | 0.7832 | nan | 0.6354 | 0.9192 | 0.8311 | 0.7933 | 0.2521 | nan | 0.3079 | 0.4108 | 0.0 | 0.8721 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8814 | 0.0 | 0.3337 | 0.0004 | 0.0 | nan | 0.0 | 0.2649 | 0.0 | 0.0 | 0.9223 | 0.7857 | 0.9252 | 0.0 | 0.0 | 0.0474 | 0.0 | nan | 0.5614 | 0.8214 | 0.5449 | 0.5722 | 0.2055 | nan | 0.1959 | 0.2604 | 0.0 | 0.6819 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5338 | 0.0 | 0.2333 | 0.0004 | 0.0 | nan | 0.0 | 0.1648 | 0.0 | 0.0 | 0.7777 | 0.7013 | 0.8747 | 0.0 | 0.0 | 0.0437 | 0.0 |
| 0.6706 | 17.0 | 1819 | 0.7996 | 0.2290 | 0.2982 | 0.7649 | nan | 0.5029 | 0.9083 | 0.7270 | 0.8303 | 0.2801 | nan | 0.2322 | 0.5548 | 0.0 | 0.9107 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8498 | 0.0 | 0.3778 | 0.0101 | 0.0 | nan | 0.0 | 0.2880 | 0.0 | 0.0 | 0.8799 | 0.8575 | 0.9585 | 0.0 | 0.0 | 0.0766 | 0.0 | nan | 0.4506 | 0.7961 | 0.5817 | 0.4110 | 0.2289 | nan | 0.1612 | 0.3049 | 0.0 | 0.7249 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5856 | 0.0 | 0.2506 | 0.0101 | 0.0 | nan | 0.0 | 0.1801 | 0.0 | 0.0 | 0.7806 | 0.6819 | 0.8821 | 0.0 | 0.0 | 0.0693 | 0.0 |
| 0.6466 | 18.0 | 1926 | 0.8046 | 0.2313 | 0.3064 | 0.7562 | nan | 0.4422 | 0.8782 | 0.8584 | 0.8431 | 0.3039 | nan | 0.2654 | 0.5326 | 0.0 | 0.9447 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8108 | 0.0 | 0.4841 | 0.0262 | 0.0 | nan | 0.0 | 0.2361 | 0.0 | 0.0 | 0.9130 | 0.8432 | 0.9411 | 0.0 | 0.0 | 0.1762 | 0.0 | nan | 0.4058 | 0.7978 | 0.5696 | 0.3526 | 0.2396 | nan | 0.1869 | 0.3165 | 0.0 | 0.6949 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5962 | 0.0 | 0.2776 | 0.0259 | 0.0 | nan | 0.0 | 0.1815 | 0.0 | 0.0 | 0.7897 | 0.7060 | 0.8873 | 0.0 | 0.0 | 0.1423 | 0.0 |
| 0.652 | 19.0 | 2033 | 0.8110 | 0.2281 | 0.3026 | 0.7623 | nan | 0.4601 | 0.9339 | 0.7580 | 0.7384 | 0.2594 | nan | 0.2439 | 0.6299 | 0.0 | 0.9147 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8059 | 0.0 | 0.5654 | 0.0161 | 0.0 | nan | 0.0 | 0.2749 | 0.0 | 0.0 | 0.8663 | 0.8739 | 0.9341 | 0.0 | 0.0 | 0.1054 | 0.0 | nan | 0.4140 | 0.7907 | 0.5175 | 0.4120 | 0.2180 | nan | 0.1772 | 0.3186 | 0.0 | 0.7379 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6110 | 0.0 | 0.3079 | 0.0161 | 0.0 | nan | 0.0 | 0.1810 | 0.0 | 0.0 | 0.7572 | 0.6320 | 0.8871 | 0.0 | 0.0 | 0.0937 | 0.0 |
| 0.6547 | 20.0 | 2140 | 0.7205 | 0.2457 | 0.3240 | 0.7885 | nan | 0.6505 | 0.9035 | 0.8563 | 0.7943 | 0.3934 | nan | 0.3291 | 0.6328 | 0.0 | 0.9440 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8135 | 0.0 | 0.3920 | 0.0793 | 0.0 | nan | 0.0 | 0.3951 | 0.0 | 0.0 | 0.9087 | 0.8299 | 0.9350 | 0.0 | 0.0 | 0.1874 | 0.0 | nan | 0.5700 | 0.8166 | 0.5098 | 0.4864 | 0.2733 | nan | 0.2266 | 0.3297 | 0.0 | 0.7049 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6299 | 0.0 | 0.2870 | 0.0758 | 0.0 | nan | 0.0 | 0.1770 | 0.0 | 0.0 | 0.7944 | 0.7015 | 0.8913 | 0.0 | 0.0 | 0.1436 | 0.0 |
| 0.6278 | 21.0 | 2247 | 0.7129 | 0.2506 | 0.3313 | 0.7905 | nan | 0.6842 | 0.9158 | 0.7069 | 0.8021 | 0.4035 | nan | 0.4743 | 0.7155 | 0.0 | 0.9386 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7191 | 0.0 | 0.5394 | 0.1114 | 0.0 | nan | 0.0 | 0.3563 | 0.0 | 0.0 | 0.8706 | 0.8750 | 0.9442 | 0.0 | 0.0 | 0.2143 | 0.0 | nan | 0.5997 | 0.8250 | 0.5481 | 0.5635 | 0.2724 | nan | 0.2581 | 0.3280 | 0.0 | 0.7233 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6040 | 0.0 | 0.3067 | 0.1003 | 0.0 | nan | 0.0 | 0.1893 | 0.0 | 0.0 | 0.7686 | 0.6375 | 0.8921 | 0.0 | 0.0 | 0.1503 | 0.0 |
| 0.5872 | 22.0 | 2354 | 0.7458 | 0.2420 | 0.3189 | 0.7798 | nan | 0.6225 | 0.9094 | 0.7462 | 0.7844 | 0.3205 | nan | 0.3655 | 0.7130 | 0.0 | 0.9209 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7515 | 0.0 | 0.5099 | 0.0535 | 0.0 | nan | 0.0 | 0.2839 | 0.0 | 0.0 | 0.9015 | 0.8558 | 0.9401 | 0.0 | 0.0 | 0.2068 | 0.0 | nan | 0.5430 | 0.8100 | 0.5161 | 0.4419 | 0.2491 | nan | 0.2294 | 0.3168 | 0.0 | 0.7347 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6130 | 0.0 | 0.2994 | 0.0516 | 0.0 | nan | 0.0 | 0.2037 | 0.0 | 0.0 | 0.7680 | 0.6703 | 0.8899 | 0.0 | 0.0 | 0.1663 | 0.0 |
| 0.6228 | 23.0 | 2461 | 0.7450 | 0.2419 | 0.3263 | 0.7736 | nan | 0.6472 | 0.8888 | 0.7566 | 0.8048 | 0.3356 | nan | 0.3355 | 0.7324 | 0.0 | 0.9423 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7653 | 0.0 | 0.4119 | 0.1850 | 0.0 | nan | 0.0 | 0.3526 | 0.0 | 0.0 | 0.8384 | 0.8906 | 0.9624 | 0.0 | 0.0 | 0.2648 | 0.0 | nan | 0.5476 | 0.8075 | 0.4781 | 0.4550 | 0.2538 | nan | 0.2163 | 0.3276 | 0.0 | 0.7182 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6293 | 0.0 | 0.2881 | 0.1631 | 0.0 | nan | 0.0 | 0.1998 | 0.0 | 0.0 | 0.7407 | 0.5909 | 0.8925 | 0.0 | 0.0 | 0.1918 | 0.0 |
| 0.6222 | 24.0 | 2568 | 0.7382 | 0.2374 | 0.3133 | 0.7739 | nan | 0.5528 | 0.9168 | 0.7508 | 0.7890 | 0.3020 | nan | 0.3212 | 0.6682 | 0.0 | 0.9338 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8326 | 0.0 | 0.3981 | 0.1325 | 0.0 | nan | 0.0 | 0.2781 | 0.0 | 0.0 | 0.8591 | 0.8718 | 0.9459 | 0.0 | 0.0 | 0.1607 | 0.0 | nan | 0.4997 | 0.8057 | 0.4342 | 0.4341 | 0.2483 | nan | 0.2183 | 0.3521 | 0.0 | 0.7237 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6097 | 0.0 | 0.2596 | 0.1219 | 0.0 | nan | 0.0 | 0.2118 | 0.0 | 0.0 | 0.7705 | 0.6371 | 0.8957 | 0.0 | 0.0 | 0.1366 | 0.0 |
| 0.6091 | 25.0 | 2675 | 0.6769 | 0.2532 | 0.3263 | 0.7990 | nan | 0.6930 | 0.9233 | 0.7425 | 0.7658 | 0.2776 | nan | 0.4027 | 0.7489 | 0.0 | 0.9408 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8422 | 0.0 | 0.3359 | 0.1438 | 0.0 | nan | 0.0 | 0.3705 | 0.0 | 0.0 | 0.9120 | 0.8170 | 0.9583 | 0.0 | 0.0 | 0.2414 | 0.0 | nan | 0.5936 | 0.8118 | 0.4921 | 0.5285 | 0.2306 | nan | 0.2546 | 0.3397 | 0.0 | 0.7310 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6450 | 0.0 | 0.2660 | 0.1331 | 0.0 | nan | 0.0 | 0.2199 | 0.0 | 0.0 | 0.8024 | 0.7058 | 0.9035 | 0.0 | 0.0 | 0.1903 | 0.0 |
| 0.6221 | 26.0 | 2782 | 0.7356 | 0.2484 | 0.3257 | 0.7831 | nan | 0.6024 | 0.8967 | 0.7598 | 0.8172 | 0.2849 | nan | 0.3519 | 0.7217 | 0.0 | 0.9282 | 0.0 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.7736 | 0.0 | 0.4579 | 0.2123 | 0.0 | nan | 0.0 | 0.3190 | 0.0 | 0.0 | 0.9313 | 0.8619 | 0.9649 | 0.0 | 0.0 | 0.2119 | 0.0 | nan | 0.5268 | 0.8065 | 0.4723 | 0.4266 | 0.2423 | nan | 0.2471 | 0.3466 | 0.0 | 0.7237 | 0.0 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.6215 | 0.0 | 0.2864 | 0.1824 | 0.0 | nan | 0.0 | 0.2185 | 0.0 | 0.0 | 0.8029 | 0.7278 | 0.9007 | 0.0 | 0.0 | 0.1676 | 0.0 |
| 0.5454 | 27.0 | 2889 | 0.6964 | 0.2545 | 0.3195 | 0.7991 | nan | 0.6905 | 0.9550 | 0.7176 | 0.6758 | 0.2731 | nan | 0.3235 | 0.6696 | 0.0 | 0.9271 | 0.0 | 0.0 | nan | 0.0 | 0.0079 | 0.0 | 0.0 | 0.8401 | 0.0 | 0.3947 | 0.1746 | 0.0 | nan | 0.0 | 0.3356 | 0.0 | 0.0 | 0.8809 | 0.8600 | 0.9397 | 0.0 | 0.0 | 0.2391 | 0.0 | nan | 0.6150 | 0.7982 | 0.5271 | 0.5649 | 0.2321 | nan | 0.2303 | 0.3531 | 0.0 | 0.7279 | 0.0 | 0.0 | nan | 0.0 | 0.0078 | 0.0 | 0.0 | 0.6194 | 0.0 | 0.2701 | 0.1594 | 0.0 | nan | 0.0 | 0.2254 | 0.0 | 0.0 | 0.7922 | 0.6901 | 0.8969 | 0.0 | 0.0 | 0.1801 | 0.0 |
| 0.5709 | 28.0 | 2996 | 0.6863 | 0.2585 | 0.3311 | 0.7998 | nan | 0.6394 | 0.9416 | 0.7343 | 0.7834 | 0.3074 | nan | 0.3770 | 0.6648 | 0.0 | 0.9282 | 0.0 | 0.0 | nan | 0.0 | 0.0342 | 0.0 | 0.0 | 0.8184 | 0.0 | 0.4355 | 0.2241 | 0.0 | nan | 0.0 | 0.3578 | 0.0 | 0.0 | 0.8885 | 0.8821 | 0.9442 | 0.0 | 0.0 | 0.3020 | 0.0 | nan | 0.5704 | 0.8268 | 0.5172 | 0.5331 | 0.2495 | nan | 0.2496 | 0.3605 | 0.0 | 0.7422 | 0.0 | 0.0 | nan | 0.0 | 0.0340 | 0.0 | 0.0 | 0.6371 | 0.0 | 0.2831 | 0.1905 | 0.0 | nan | 0.0 | 0.2284 | 0.0 | 0.0 | 0.7927 | 0.6862 | 0.9028 | 0.0 | 0.0 | 0.2106 | 0.0 |
| 0.5664 | 29.0 | 3103 | 0.7072 | 0.2569 | 0.3329 | 0.7891 | nan | 0.5688 | 0.9470 | 0.7123 | 0.7990 | 0.2892 | nan | 0.3470 | 0.7599 | 0.0 | 0.9391 | 0.0 | 0.0 | nan | 0.0 | 0.0695 | 0.0 | 0.0 | 0.8023 | 0.0 | 0.3598 | 0.3131 | 0.0 | nan | 0.0 | 0.3526 | 0.0 | 0.0 | 0.8557 | 0.8637 | 0.9613 | 0.0 | 0.0 | 0.3811 | 0.0 | nan | 0.5071 | 0.8211 | 0.5396 | 0.4799 | 0.2494 | nan | 0.2235 | 0.3648 | 0.0 | 0.7594 | 0.0 | 0.0 | nan | 0.0 | 0.0682 | 0.0 | 0.0 | 0.6435 | 0.0 | 0.2619 | 0.2397 | 0.0 | nan | 0.0 | 0.2406 | 0.0 | 0.0 | 0.7766 | 0.6522 | 0.9013 | 0.0 | 0.0 | 0.2344 | 0.0 |
| 0.542 | 30.0 | 3210 | 0.7051 | 0.2591 | 0.3323 | 0.7947 | nan | 0.6422 | 0.9135 | 0.7425 | 0.8342 | 0.3012 | nan | 0.3047 | 0.7422 | 0.0 | 0.9221 | 0.0 | 0.0 | nan | 0.0 | 0.1002 | 0.0 | 0.0 | 0.7592 | 0.0 | 0.4753 | 0.2181 | 0.0 | nan | 0.0 | 0.3815 | 0.0 | 0.0 | 0.9551 | 0.8181 | 0.9605 | 0.0 | 0.0 | 0.2309 | 0.0 | nan | 0.5443 | 0.8263 | 0.5331 | 0.4606 | 0.2513 | nan | 0.2196 | 0.3693 | 0.0 | 0.7698 | 0.0 | 0.0 | nan | 0.0 | 0.0988 | 0.0 | 0.0 | 0.6302 | 0.0 | 0.3013 | 0.1828 | 0.0 | nan | 0.0 | 0.2259 | 0.0 | 0.0 | 0.8015 | 0.7289 | 0.9066 | 0.0 | 0.0 | 0.1811 | 0.0 |
| 0.5375 | 31.0 | 3317 | 0.7305 | 0.2559 | 0.3371 | 0.7863 | nan | 0.5278 | 0.9229 | 0.8719 | 0.7952 | 0.3352 | nan | 0.3344 | 0.6944 | 0.0 | 0.9275 | 0.0 | 0.0 | nan | 0.0 | 0.1426 | 0.0 | 0.0 | 0.7617 | 0.0 | 0.5301 | 0.1755 | 0.0 | nan | 0.0 | 0.3532 | 0.0 | 0.0 | 0.9200 | 0.9046 | 0.9511 | 0.0 | 0.0 | 0.3034 | 0.0 | nan | 0.4846 | 0.8235 | 0.4748 | 0.4504 | 0.2700 | nan | 0.2310 | 0.3834 | 0.0 | 0.7458 | 0.0 | 0.0 | nan | 0.0 | 0.1389 | 0.0 | 0.0 | 0.6345 | 0.0 | 0.3094 | 0.1584 | 0.0 | nan | 0.0 | 0.2308 | 0.0 | 0.0 | 0.7904 | 0.6851 | 0.9074 | 0.0 | 0.0 | 0.2131 | 0.0 |
| 0.535 | 32.0 | 3424 | 0.6733 | 0.2626 | 0.3442 | 0.8012 | nan | 0.6451 | 0.9327 | 0.8096 | 0.7600 | 0.3220 | nan | 0.4133 | 0.8020 | 0.0 | 0.9368 | 0.0 | 0.0 | nan | 0.0 | 0.0770 | 0.0 | 0.0 | 0.7739 | 0.0 | 0.5520 | 0.3066 | 0.0 | nan | 0.0 | 0.2987 | 0.0 | 0.0 | 0.9102 | 0.8559 | 0.9566 | 0.0 | 0.0 | 0.3188 | 0.0 | nan | 0.5613 | 0.8315 | 0.4555 | 0.5372 | 0.2513 | nan | 0.2616 | 0.3445 | 0.0 | 0.7486 | 0.0 | 0.0 | nan | 0.0 | 0.0752 | 0.0 | 0.0 | 0.6316 | 0.0 | 0.3036 | 0.2293 | 0.0 | nan | 0.0 | 0.2302 | 0.0 | 0.0 | 0.8180 | 0.7326 | 0.9071 | 0.0 | 0.0 | 0.2221 | 0.0 |
| 0.5636 | 33.0 | 3531 | 0.6684 | 0.2677 | 0.3416 | 0.8084 | nan | 0.7065 | 0.9194 | 0.7694 | 0.8019 | 0.3084 | nan | 0.4192 | 0.6938 | 0.0 | 0.9437 | 0.0 | 0.0 | nan | 0.0 | 0.1731 | 0.0 | 0.0 | 0.8092 | 0.0 | 0.5336 | 0.2053 | 0.0 | nan | 0.0 | 0.3518 | 0.0 | 0.0 | 0.9391 | 0.8313 | 0.9488 | 0.0 | 0.0 | 0.2363 | 0.0 | nan | 0.5897 | 0.8382 | 0.4765 | 0.5526 | 0.2401 | nan | 0.2642 | 0.3804 | 0.0 | 0.7330 | 0.0 | 0.0 | nan | 0.0 | 0.1652 | 0.0 | 0.0 | 0.6529 | 0.0 | 0.3369 | 0.1906 | 0.0 | nan | 0.0 | 0.2337 | 0.0 | 0.0 | 0.8184 | 0.7367 | 0.9075 | 0.0 | 0.0 | 0.1834 | 0.0 |
| 0.5505 | 34.0 | 3638 | 0.7332 | 0.2601 | 0.3391 | 0.7873 | nan | 0.5729 | 0.9154 | 0.7549 | 0.8124 | 0.2890 | nan | 0.3676 | 0.7762 | 0.0 | 0.9385 | 0.0 | 0.0 | nan | 0.0 | 0.2165 | 0.0 | 0.0 | 0.8225 | 0.0 | 0.4930 | 0.2114 | 0.0 | nan | 0.0 | 0.3487 | 0.0 | 0.0 | 0.8935 | 0.8461 | 0.9644 | 0.0 | 0.0 | 0.2902 | 0.0 | nan | 0.5078 | 0.8100 | 0.4893 | 0.4534 | 0.2354 | nan | 0.2312 | 0.3614 | 0.0 | 0.7485 | 0.0 | 0.0 | nan | 0.0 | 0.1998 | 0.0 | 0.0 | 0.6439 | 0.0 | 0.3108 | 0.1959 | 0.0 | nan | 0.0 | 0.2385 | 0.0 | 0.0 | 0.8070 | 0.7042 | 0.9016 | 0.0 | 0.0 | 0.2243 | 0.0 |
| 0.4997 | 35.0 | 3745 | 0.7480 | 0.2590 | 0.3389 | 0.7855 | nan | 0.5502 | 0.9315 | 0.7571 | 0.7602 | 0.3260 | nan | 0.3386 | 0.6972 | 0.0 | 0.9486 | 0.0 | 0.0 | nan | 0.0 | 0.2345 | 0.0 | 0.0 | 0.7751 | 0.0 | 0.5303 | 0.2318 | 0.0 | nan | 0.0 | 0.3373 | 0.0 | 0.0 | 0.8844 | 0.8640 | 0.9589 | 0.0 | 0.0 | 0.3800 | 0.0 | nan | 0.4969 | 0.8142 | 0.4231 | 0.4485 | 0.2628 | nan | 0.2292 | 0.3751 | 0.0 | 0.7350 | 0.0 | 0.0 | nan | 0.0 | 0.2137 | 0.0 | 0.0 | 0.6395 | 0.0 | 0.3165 | 0.2005 | 0.0 | nan | 0.0 | 0.2428 | 0.0 | 0.0 | 0.7945 | 0.6729 | 0.9070 | 0.0 | 0.0 | 0.2580 | 0.0 |
| 0.5366 | 36.0 | 3852 | 0.6978 | 0.2724 | 0.3505 | 0.7977 | nan | 0.6501 | 0.9283 | 0.7469 | 0.8005 | 0.2835 | nan | 0.3836 | 0.7427 | 0.0 | 0.9230 | 0.0 | 0.0 | nan | 0.0 | 0.3942 | 0.0 | 0.0 | 0.7552 | 0.0 | 0.5338 | 0.2691 | 0.0 | nan | 0.0 | 0.3771 | 0.0 | 0.0 | 0.9043 | 0.8510 | 0.9554 | 0.0 | 0.0 | 0.3655 | 0.0 | nan | 0.5597 | 0.8241 | 0.5020 | 0.4912 | 0.2395 | nan | 0.2554 | 0.4260 | 0.0 | 0.7661 | 0.0 | 0.0 | nan | 0.0 | 0.3214 | 0.0 | 0.0 | 0.6322 | 0.0 | 0.3176 | 0.2114 | 0.0 | nan | 0.0 | 0.2546 | 0.0 | 0.0 | 0.7995 | 0.6891 | 0.9091 | 0.0 | 0.0 | 0.2469 | 0.0 |
| 0.4906 | 37.0 | 3959 | 0.7503 | 0.2662 | 0.3443 | 0.7841 | nan | 0.6486 | 0.8787 | 0.7669 | 0.8392 | 0.2410 | nan | 0.3306 | 0.7101 | 0.0 | 0.9204 | 0.0 | 0.0 | nan | 0.0 | 0.4669 | 0.0 | 0.0 | 0.8165 | 0.0 | 0.4623 | 0.2961 | 0.0 | nan | 0.0 | 0.3859 | 0.0 | 0.0 | 0.9264 | 0.8190 | 0.9419 | 0.0 | 0.0 | 0.2223 | 0.0 | nan | 0.5394 | 0.8015 | 0.5329 | 0.4188 | 0.2102 | nan | 0.2279 | 0.4203 | 0.0 | 0.7588 | 0.0 | 0.0 | nan | 0.0 | 0.3451 | 0.0 | 0.0 | 0.6432 | 0.0 | 0.3002 | 0.2197 | 0.0 | nan | 0.0 | 0.2377 | 0.0 | 0.0 | 0.8072 | 0.7085 | 0.9051 | 0.0 | 0.0 | 0.1770 | 0.0 |
| 0.5118 | 38.0 | 4066 | 0.7362 | 0.2637 | 0.3344 | 0.7879 | nan | 0.5729 | 0.9456 | 0.7244 | 0.7807 | 0.2551 | nan | 0.3013 | 0.6684 | 0.0 | 0.9446 | 0.0 | 0.0 | nan | 0.0 | 0.3851 | 0.0 | 0.0 | 0.8273 | 0.0 | 0.3642 | 0.2801 | 0.0 | nan | 0.0 | 0.3352 | 0.0 | 0.0 | 0.8640 | 0.8435 | 0.9518 | 0.0 | 0.0 | 0.3227 | 0.0 | nan | 0.5185 | 0.8029 | 0.5411 | 0.4916 | 0.2205 | nan | 0.2126 | 0.4145 | 0.0 | 0.7423 | 0.0 | 0.0 | nan | 0.0 | 0.3095 | 0.0 | 0.0 | 0.6429 | 0.0 | 0.2657 | 0.2221 | 0.0 | nan | 0.0 | 0.2425 | 0.0 | 0.0 | 0.7717 | 0.6285 | 0.9072 | 0.0 | 0.0 | 0.2407 | 0.0 |
| 0.4985 | 39.0 | 4173 | 0.7233 | 0.2682 | 0.3402 | 0.7881 | nan | 0.6099 | 0.8904 | 0.7353 | 0.8480 | 0.2743 | nan | 0.3697 | 0.5992 | 0.0 | 0.9158 | 0.0 | 0.0 | nan | 0.0 | 0.4215 | 0.0 | 0.0 | 0.8302 | 0.0 | 0.4468 | 0.2901 | 0.0 | nan | 0.0 | 0.3290 | 0.0 | 0.0 | 0.9398 | 0.8284 | 0.9471 | 0.0 | 0.0 | 0.2700 | 0.0 | nan | 0.5266 | 0.8018 | 0.5318 | 0.4409 | 0.2393 | nan | 0.2438 | 0.3929 | 0.0 | 0.7450 | 0.0 | 0.0 | nan | 0.0 | 0.3260 | 0.0 | 0.0 | 0.6305 | 0.0 | 0.2947 | 0.2345 | 0.0 | nan | 0.0 | 0.2406 | 0.0 | 0.0 | 0.8164 | 0.7316 | 0.9071 | 0.0 | 0.0 | 0.2110 | 0.0 |
| 0.4699 | 40.0 | 4280 | 0.7067 | 0.2701 | 0.3557 | 0.7910 | nan | 0.6314 | 0.8917 | 0.7668 | 0.8297 | 0.3961 | nan | 0.3949 | 0.8516 | 0.0 | 0.8734 | 0.0 | 0.0 | nan | 0.0 | 0.4776 | 0.0 | 0.0 | 0.8024 | 0.0 | 0.4394 | 0.2990 | 0.0 | nan | 0.0 | 0.3618 | 0.0 | 0.0 | 0.9336 | 0.8484 | 0.9286 | 0.0 | 0.0 | 0.3008 | 0.0 | nan | 0.5416 | 0.8156 | 0.5027 | 0.4659 | 0.2965 | nan | 0.2429 | 0.3845 | 0.0 | 0.7560 | 0.0 | 0.0 | nan | 0.0 | 0.3136 | 0.0 | 0.0 | 0.6335 | 0.0 | 0.2927 | 0.2385 | 0.0 | nan | 0.0 | 0.2540 | 0.0 | 0.0 | 0.8100 | 0.7224 | 0.9014 | 0.0 | 0.0 | 0.2002 | 0.0 |
| 0.4902 | 41.0 | 4387 | 0.7404 | 0.2692 | 0.3587 | 0.7830 | nan | 0.5802 | 0.8845 | 0.7597 | 0.8527 | 0.3826 | nan | 0.3178 | 0.8739 | 0.0 | 0.9216 | 0.0 | 0.0 | nan | 0.0 | 0.3965 | 0.0 | 0.0 | 0.7649 | 0.0 | 0.5976 | 0.2691 | 0.0 | nan | 0.0 | 0.3949 | 0.0 | 0.0 | 0.9068 | 0.8636 | 0.9478 | 0.0 | 0.0 | 0.4058 | 0.0 | nan | 0.5109 | 0.8126 | 0.5259 | 0.4046 | 0.2973 | nan | 0.2343 | 0.3629 | 0.0 | 0.7619 | 0.0 | 0.0 | nan | 0.0 | 0.3085 | 0.0 | 0.0 | 0.6407 | 0.0 | 0.3309 | 0.2333 | 0.0 | nan | 0.0 | 0.2607 | 0.0 | 0.0 | 0.8057 | 0.6980 | 0.9111 | 0.0 | 0.0 | 0.2455 | 0.0 |
| 0.4767 | 42.0 | 4494 | 0.6919 | 0.2796 | 0.3582 | 0.8064 | nan | 0.6851 | 0.9297 | 0.7496 | 0.7418 | 0.3449 | nan | 0.3448 | 0.7722 | 0.0 | 0.9300 | 0.0 | 0.0 | nan | 0.0 | 0.5528 | 0.0 | 0.0 | 0.8010 | 0.0 | 0.5965 | 0.3051 | 0.0 | nan | 0.0 | 0.3570 | 0.0 | 0.0 | 0.9151 | 0.8617 | 0.9490 | 0.0 | 0.0 | 0.2682 | 0.0 | nan | 0.5924 | 0.8285 | 0.5237 | 0.4808 | 0.2830 | nan | 0.2527 | 0.4378 | 0.0 | 0.7672 | 0.0 | 0.0 | nan | 0.0 | 0.3667 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.3385 | 0.2486 | 0.0 | nan | 0.0 | 0.2532 | 0.0 | 0.0 | 0.8147 | 0.7287 | 0.9081 | 0.0 | 0.0 | 0.2032 | 0.0 |
| 0.4808 | 43.0 | 4601 | 0.6529 | 0.2818 | 0.3593 | 0.8101 | nan | 0.7343 | 0.9109 | 0.7658 | 0.7978 | 0.3431 | nan | 0.3968 | 0.7423 | 0.0 | 0.9343 | 0.0 | 0.0 | nan | 0.0 | 0.5331 | 0.0 | 0.0 | 0.8205 | 0.0 | 0.4271 | 0.2740 | 0.0 | nan | 0.0 | 0.3703 | 0.0 | 0.0 | 0.9224 | 0.8530 | 0.9610 | 0.0 | 0.0 | 0.3525 | 0.0 | nan | 0.6153 | 0.8280 | 0.5224 | 0.5367 | 0.2787 | nan | 0.2573 | 0.4419 | 0.0 | 0.7656 | 0.0 | 0.0 | nan | 0.0 | 0.3610 | 0.0 | 0.0 | 0.6496 | 0.0 | 0.2974 | 0.2360 | 0.0 | nan | 0.0 | 0.2641 | 0.0 | 0.0 | 0.8132 | 0.7256 | 0.9133 | 0.0 | 0.0 | 0.2293 | 0.0 |
| 0.4856 | 44.0 | 4708 | 0.6946 | 0.2764 | 0.3565 | 0.7992 | nan | 0.6798 | 0.9001 | 0.7601 | 0.8449 | 0.2588 | nan | 0.3744 | 0.7376 | 0.0 | 0.9370 | 0.0 | 0.0 | nan | 0.0 | 0.4988 | 0.0 | 0.0 | 0.7544 | 0.0 | 0.5563 | 0.3635 | 0.0 | nan | 0.0 | 0.3504 | 0.0 | 0.0 | 0.9442 | 0.8244 | 0.9559 | 0.0 | 0.0 | 0.3124 | 0.0 | nan | 0.5626 | 0.8144 | 0.4741 | 0.5032 | 0.2217 | nan | 0.2427 | 0.4349 | 0.0 | 0.7634 | 0.0 | 0.0 | nan | 0.0 | 0.3501 | 0.0 | 0.0 | 0.6420 | 0.0 | 0.3396 | 0.2511 | 0.0 | nan | 0.0 | 0.2577 | 0.0 | 0.0 | 0.8181 | 0.7435 | 0.9146 | 0.0 | 0.0 | 0.2363 | 0.0 |
| 0.4851 | 45.0 | 4815 | 0.6892 | 0.2793 | 0.3573 | 0.8059 | nan | 0.6574 | 0.9390 | 0.7532 | 0.7958 | 0.2108 | nan | 0.3503 | 0.7433 | 0.0 | 0.9144 | 0.0 | 0.0 | nan | 0.0 | 0.5928 | 0.0 | 0.0 | 0.7679 | 0.0 | 0.5722 | 0.3934 | 0.0 | nan | 0.0 | 0.3709 | 0.0 | 0.0 | 0.9406 | 0.8411 | 0.9444 | 0.0 | 0.0 | 0.2887 | 0.0 | nan | 0.5712 | 0.8248 | 0.5218 | 0.5058 | 0.1911 | nan | 0.2599 | 0.4379 | 0.0 | 0.7827 | 0.0 | 0.0 | nan | 0.0 | 0.3790 | 0.0 | 0.0 | 0.6408 | 0.0 | 0.3427 | 0.2521 | 0.0 | nan | 0.0 | 0.2649 | 0.0 | 0.0 | 0.8192 | 0.7368 | 0.9113 | 0.0 | 0.0 | 0.2172 | 0.0 |
| 0.4501 | 46.0 | 4922 | 0.6820 | 0.2781 | 0.3600 | 0.8030 | nan | 0.6432 | 0.9322 | 0.7870 | 0.7889 | 0.3163 | nan | 0.3808 | 0.8010 | 0.0 | 0.9385 | 0.0 | 0.0 | nan | 0.0 | 0.5823 | 0.0 | 0.0 | 0.7657 | 0.0 | 0.5302 | 0.2218 | 0.0 | nan | 0.0 | 0.3789 | 0.0 | 0.0 | 0.9145 | 0.8685 | 0.9582 | 0.0 | 0.0 | 0.3514 | 0.0 | nan | 0.5579 | 0.8203 | 0.5376 | 0.5080 | 0.2548 | nan | 0.2661 | 0.4270 | 0.0 | 0.7802 | 0.0 | 0.0 | nan | 0.0 | 0.3629 | 0.0 | 0.0 | 0.6477 | 0.0 | 0.3393 | 0.1958 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.8082 | 0.7028 | 0.9138 | 0.0 | 0.0 | 0.2406 | 0.0 |
| 0.4478 | 47.0 | 5029 | 0.7221 | 0.2778 | 0.3637 | 0.7967 | nan | 0.7054 | 0.8899 | 0.7680 | 0.8137 | 0.3156 | nan | 0.3652 | 0.7185 | 0.0 | 0.9240 | 0.0 | 0.0 | nan | 0.0 | 0.6559 | 0.0 | 0.0 | 0.7282 | 0.0 | 0.4257 | 0.4742 | 0.0 | nan | 0.0 | 0.3897 | 0.0 | 0.0 | 0.9437 | 0.8486 | 0.9545 | 0.0 | 0.0 | 0.3549 | 0.0 | nan | 0.5889 | 0.8045 | 0.5210 | 0.4584 | 0.2630 | nan | 0.2712 | 0.4264 | 0.0 | 0.7758 | 0.0 | 0.0 | nan | 0.0 | 0.3385 | 0.0 | 0.0 | 0.6341 | 0.0 | 0.3064 | 0.2461 | 0.0 | nan | 0.0 | 0.2608 | 0.0 | 0.0 | 0.8207 | 0.7302 | 0.9161 | 0.0 | 0.0 | 0.2488 | 0.0 |
| 0.4762 | 48.0 | 5136 | 0.6645 | 0.2827 | 0.3633 | 0.8107 | nan | 0.7275 | 0.9203 | 0.7465 | 0.7937 | 0.2813 | nan | 0.4107 | 0.7740 | 0.0 | 0.9282 | 0.0 | 0.0 | nan | 0.0 | 0.5589 | 0.0 | 0.0 | 0.7870 | 0.0 | 0.5524 | 0.3175 | 0.0 | nan | 0.0 | 0.3892 | 0.0 | 0.0 | 0.9237 | 0.8385 | 0.9705 | 0.0 | 0.0 | 0.3434 | 0.0 | nan | 0.6172 | 0.8257 | 0.5270 | 0.5230 | 0.2408 | nan | 0.2668 | 0.4306 | 0.0 | 0.7532 | 0.0 | 0.0 | nan | 0.0 | 0.3529 | 0.0 | 0.0 | 0.6576 | 0.0 | 0.3446 | 0.2534 | 0.0 | nan | 0.0 | 0.2651 | 0.0 | 0.0 | 0.8246 | 0.7306 | 0.9123 | 0.0 | 0.0 | 0.2384 | 0.0 |
| 0.4917 | 49.0 | 5243 | 0.7079 | 0.2791 | 0.3604 | 0.7981 | nan | 0.6644 | 0.9004 | 0.7786 | 0.8153 | 0.3339 | nan | 0.3815 | 0.6652 | 0.0 | 0.9455 | 0.0 | 0.0 | nan | 0.0 | 0.5722 | 0.0 | 0.0 | 0.8442 | 0.0 | 0.4818 | 0.3261 | 0.0 | nan | 0.0 | 0.4037 | 0.0 | 0.0 | 0.8852 | 0.8469 | 0.9598 | 0.0 | 0.0 | 0.3689 | 0.0 | nan | 0.5724 | 0.8112 | 0.5596 | 0.4531 | 0.2750 | nan | 0.2653 | 0.4145 | 0.0 | 0.7500 | 0.0 | 0.0 | nan | 0.0 | 0.3419 | 0.0 | 0.0 | 0.6639 | 0.0 | 0.3434 | 0.2549 | 0.0 | nan | 0.0 | 0.2607 | 0.0 | 0.0 | 0.8107 | 0.7003 | 0.9152 | 0.0 | 0.0 | 0.2599 | 0.0 |
| 0.4523 | 50.0 | 5350 | 0.7000 | 0.2789 | 0.3622 | 0.8017 | nan | 0.7184 | 0.9130 | 0.7435 | 0.8149 | 0.3005 | nan | 0.3628 | 0.6609 | 0.0 | 0.9177 | 0.0 | 0.0 | nan | 0.0 | 0.5839 | 0.0 | 0.0 | 0.7922 | 0.0 | 0.5745 | 0.4293 | 0.0 | nan | 0.0 | 0.3886 | 0.0 | 0.0 | 0.8609 | 0.8872 | 0.9617 | 0.0 | 0.0 | 0.3187 | 0.0 | nan | 0.6084 | 0.8243 | 0.5365 | 0.4960 | 0.2604 | nan | 0.2593 | 0.4192 | 0.0 | 0.7757 | 0.0 | 0.0 | nan | 0.0 | 0.3434 | 0.0 | 0.0 | 0.6541 | 0.0 | 0.3544 | 0.2607 | 0.0 | nan | 0.0 | 0.2651 | 0.0 | 0.0 | 0.7833 | 0.6482 | 0.9171 | 0.0 | 0.0 | 0.2391 | 0.0 |
| 0.4565 | 51.0 | 5457 | 0.7123 | 0.2758 | 0.3549 | 0.7915 | nan | 0.5536 | 0.9207 | 0.7533 | 0.8168 | 0.3336 | nan | 0.3353 | 0.7255 | 0.0 | 0.9232 | 0.0 | 0.0 | nan | 0.0 | 0.5423 | 0.0 | 0.0 | 0.8088 | 0.0 | 0.4947 | 0.3499 | 0.0 | nan | 0.0 | 0.4062 | 0.0 | 0.0 | 0.9100 | 0.8568 | 0.9548 | 0.0 | 0.0 | 0.3173 | 0.0 | nan | 0.5027 | 0.8115 | 0.5413 | 0.4239 | 0.2755 | nan | 0.2584 | 0.4348 | 0.0 | 0.7631 | 0.0 | 0.0 | nan | 0.0 | 0.3517 | 0.0 | 0.0 | 0.6558 | 0.0 | 0.3388 | 0.2649 | 0.0 | nan | 0.0 | 0.2735 | 0.0 | 0.0 | 0.8037 | 0.6949 | 0.9172 | 0.0 | 0.0 | 0.2376 | 0.0 |
| 0.4248 | 52.0 | 5564 | 0.6752 | 0.2806 | 0.3555 | 0.8075 | nan | 0.6239 | 0.9453 | 0.7679 | 0.7682 | 0.3031 | nan | 0.3571 | 0.7205 | 0.0 | 0.9305 | 0.0 | 0.0 | nan | 0.0 | 0.5404 | 0.0 | 0.0 | 0.8278 | 0.0 | 0.4859 | 0.3435 | 0.0 | nan | 0.0 | 0.3815 | 0.0 | 0.0 | 0.9189 | 0.8629 | 0.9586 | 0.0 | 0.0000 | 0.2831 | 0.0 | nan | 0.5560 | 0.8251 | 0.5339 | 0.5117 | 0.2578 | nan | 0.2642 | 0.4317 | 0.0 | 0.7654 | 0.0 | 0.0 | nan | 0.0 | 0.3624 | 0.0 | 0.0 | 0.6392 | 0.0 | 0.3280 | 0.2749 | 0.0 | nan | 0.0 | 0.2665 | 0.0 | 0.0 | 0.8207 | 0.7240 | 0.9173 | 0.0 | 0.0000 | 0.2209 | 0.0 |
| 0.4218 | 53.0 | 5671 | 0.6816 | 0.2822 | 0.3600 | 0.8085 | nan | 0.6578 | 0.9295 | 0.7550 | 0.8020 | 0.2817 | nan | 0.3405 | 0.7257 | 0.0 | 0.9452 | 0.0 | 0.0 | nan | 0.0 | 0.5465 | 0.0 | 0.0 | 0.7758 | 0.0 | 0.5144 | 0.3515 | 0.0 | nan | 0.0 | 0.4191 | 0.0 | 0.0 | 0.9420 | 0.8643 | 0.9652 | 0.0 | 0.0 | 0.3450 | 0.0 | nan | 0.5813 | 0.8160 | 0.5004 | 0.4981 | 0.2505 | nan | 0.2549 | 0.4316 | 0.0 | 0.7683 | 0.0 | 0.0 | nan | 0.0 | 0.3490 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.3509 | 0.2679 | 0.0 | nan | 0.0 | 0.2748 | 0.0 | 0.0 | 0.8282 | 0.7411 | 0.9189 | 0.0 | 0.0 | 0.2598 | 0.0 |
| 0.4514 | 54.0 | 5778 | 0.6784 | 0.2805 | 0.3626 | 0.8073 | nan | 0.6776 | 0.9220 | 0.7563 | 0.7668 | 0.3245 | nan | 0.3478 | 0.7157 | 0.0 | 0.9410 | 0.0 | 0.0 | nan | 0.0 | 0.5251 | 0.0 | 0.0 | 0.7912 | 0.0 | 0.5559 | 0.3531 | 0.0 | nan | 0.0 | 0.4347 | 0.0 | 0.0 | 0.9304 | 0.8485 | 0.9629 | 0.0 | 0.0004 | 0.3863 | 0.0 | nan | 0.5839 | 0.8272 | 0.4846 | 0.5130 | 0.2580 | nan | 0.2523 | 0.4217 | 0.0 | 0.7435 | 0.0 | 0.0 | nan | 0.0 | 0.3361 | 0.0 | 0.0 | 0.6573 | 0.0 | 0.3289 | 0.2610 | 0.0 | nan | 0.0 | 0.2712 | 0.0 | 0.0 | 0.8264 | 0.7364 | 0.9184 | 0.0 | 0.0004 | 0.2751 | 0.0 |
| 0.4168 | 55.0 | 5885 | 0.6997 | 0.2760 | 0.3602 | 0.7997 | nan | 0.6400 | 0.9072 | 0.7917 | 0.8417 | 0.2920 | nan | 0.3422 | 0.6280 | 0.0 | 0.9134 | 0.0 | 0.0 | nan | 0.0 | 0.6425 | 0.0 | 0.0 | 0.8287 | 0.0 | 0.4732 | 0.3694 | 0.0 | nan | 0.0 | 0.4165 | 0.0 | 0.0 | 0.9180 | 0.8484 | 0.9645 | 0.0 | 0.0053 | 0.3442 | 0.0 | nan | 0.5551 | 0.8198 | 0.4647 | 0.4659 | 0.2484 | nan | 0.2458 | 0.4105 | 0.0 | 0.7689 | 0.0 | 0.0 | nan | 0.0 | 0.3150 | 0.0 | 0.0 | 0.6620 | 0.0 | 0.3391 | 0.2658 | 0.0 | nan | 0.0 | 0.2755 | 0.0 | 0.0 | 0.8233 | 0.7237 | 0.9193 | 0.0 | 0.0053 | 0.2491 | 0.0 |
| 0.4228 | 56.0 | 5992 | 0.6602 | 0.2834 | 0.3658 | 0.8084 | nan | 0.7340 | 0.9149 | 0.7481 | 0.8042 | 0.3096 | nan | 0.3692 | 0.6450 | 0.0 | 0.9247 | 0.0 | 0.0 | nan | 0.0 | 0.6628 | 0.0 | 0.0 | 0.7989 | 0.0 | 0.5178 | 0.4246 | 0.0 | nan | 0.0 | 0.4219 | 0.0 | 0.0 | 0.9013 | 0.8472 | 0.9629 | 0.0 | 0.0051 | 0.3471 | 0.0 | nan | 0.6149 | 0.8221 | 0.5431 | 0.5138 | 0.2602 | nan | 0.2672 | 0.4115 | 0.0 | 0.7631 | 0.0 | 0.0 | nan | 0.0 | 0.3302 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.3504 | 0.2763 | 0.0 | nan | 0.0 | 0.2775 | 0.0 | 0.0 | 0.8129 | 0.7024 | 0.9181 | 0.0 | 0.0050 | 0.2608 | 0.0 |
| 0.4154 | 57.0 | 6099 | 0.6856 | 0.2811 | 0.3603 | 0.8081 | nan | 0.7005 | 0.9251 | 0.7720 | 0.8221 | 0.2841 | nan | 0.3737 | 0.6752 | 0.0 | 0.9465 | 0.0 | 0.0 | nan | 0.0 | 0.5514 | 0.0 | 0.0 | 0.8250 | 0.0 | 0.5237 | 0.3432 | 0.0 | nan | 0.0 | 0.4026 | 0.0 | 0.0 | 0.8836 | 0.8501 | 0.9598 | 0.0 | 0.0063 | 0.3241 | 0.0 | nan | 0.6020 | 0.8322 | 0.5428 | 0.5011 | 0.2408 | nan | 0.2689 | 0.4195 | 0.0 | 0.7482 | 0.0 | 0.0 | nan | 0.0 | 0.3416 | 0.0 | 0.0 | 0.6591 | 0.0 | 0.3526 | 0.2573 | 0.0 | nan | 0.0 | 0.2710 | 0.0 | 0.0 | 0.8100 | 0.6958 | 0.9137 | 0.0 | 0.0063 | 0.2497 | 0.0 |
| 0.4185 | 58.0 | 6206 | 0.6807 | 0.2819 | 0.3651 | 0.8066 | nan | 0.6582 | 0.9402 | 0.7584 | 0.8173 | 0.3110 | nan | 0.3462 | 0.7283 | 0.0 | 0.9417 | 0.0 | 0.0 | nan | 0.0 | 0.5558 | 0.0 | 0.0 | 0.7530 | 0.0 | 0.5542 | 0.3828 | 0.0 | nan | 0.0 | 0.4525 | 0.0 | 0.0 | 0.8912 | 0.8618 | 0.9643 | 0.0 | 0.0042 | 0.3962 | 0.0 | nan | 0.5832 | 0.8335 | 0.5385 | 0.5230 | 0.2576 | nan | 0.2599 | 0.4362 | 0.0 | 0.7538 | 0.0 | 0.0 | nan | 0.0 | 0.3421 | 0.0 | 0.0 | 0.6490 | 0.0 | 0.3638 | 0.2660 | 0.0 | nan | 0.0 | 0.2738 | 0.0 | 0.0 | 0.7934 | 0.6745 | 0.9191 | 0.0 | 0.0042 | 0.2672 | 0.0 |
| 0.4203 | 59.0 | 6313 | 0.7072 | 0.2794 | 0.3654 | 0.7987 | nan | 0.6565 | 0.9085 | 0.7455 | 0.8298 | 0.3045 | nan | 0.3652 | 0.7667 | 0.0 | 0.9353 | 0.0 | 0.0 | nan | 0.0 | 0.6305 | 0.0 | 0.0 | 0.7986 | 0.0 | 0.5800 | 0.3477 | 0.0 | nan | 0.0 | 0.4127 | 0.0 | 0.0 | 0.8912 | 0.8488 | 0.9692 | 0.0 | 0.0015 | 0.3360 | 0.0 | nan | 0.5579 | 0.8211 | 0.5652 | 0.4602 | 0.2555 | nan | 0.2586 | 0.4249 | 0.0 | 0.7665 | 0.0 | 0.0 | nan | 0.0 | 0.3194 | 0.0 | 0.0 | 0.6585 | 0.0 | 0.3716 | 0.2623 | 0.0 | nan | 0.0 | 0.2781 | 0.0 | 0.0 | 0.8040 | 0.6852 | 0.9147 | 0.0 | 0.0015 | 0.2572 | 0.0 |
| 0.417 | 60.0 | 6420 | 0.7032 | 0.2805 | 0.3639 | 0.8006 | nan | 0.6459 | 0.8999 | 0.7560 | 0.8442 | 0.2684 | nan | 0.3858 | 0.6827 | 0.0 | 0.9220 | 0.0 | 0.0 | nan | 0.0 | 0.5983 | 0.0 | 0.0 | 0.7877 | 0.0 | 0.6158 | 0.3466 | 0.0 | nan | 0.0 | 0.4242 | 0.0 | 0.0 | 0.9386 | 0.8617 | 0.9640 | 0.0 | 0.0057 | 0.3339 | 0.0 | nan | 0.5510 | 0.8246 | 0.5400 | 0.4608 | 0.2319 | nan | 0.2586 | 0.4366 | 0.0 | 0.7695 | 0.0 | 0.0 | nan | 0.0 | 0.3287 | 0.0 | 0.0 | 0.6570 | 0.0 | 0.3673 | 0.2609 | 0.0 | nan | 0.0 | 0.2797 | 0.0 | 0.0 | 0.8204 | 0.7356 | 0.9175 | 0.0 | 0.0056 | 0.2512 | 0.0 |
| 0.398 | 61.0 | 6527 | 0.6723 | 0.2801 | 0.3643 | 0.8061 | nan | 0.6579 | 0.9296 | 0.7609 | 0.8164 | 0.3094 | nan | 0.3781 | 0.6883 | 0.0 | 0.9195 | 0.0 | 0.0 | nan | 0.0 | 0.6289 | 0.0 | 0.0 | 0.8152 | 0.0 | 0.5801 | 0.3892 | 0.0 | nan | 0.0 | 0.3927 | 0.0 | 0.0 | 0.8838 | 0.8830 | 0.9617 | 0.0 | 0.0066 | 0.2910 | 0.0 | nan | 0.5647 | 0.8408 | 0.5221 | 0.5176 | 0.2541 | nan | 0.2664 | 0.4308 | 0.0 | 0.7710 | 0.0 | 0.0 | nan | 0.0 | 0.3183 | 0.0 | 0.0 | 0.6582 | 0.0 | 0.3725 | 0.2770 | 0.0 | nan | 0.0 | 0.2726 | 0.0 | 0.0 | 0.7930 | 0.6674 | 0.9184 | 0.0 | 0.0065 | 0.2332 | 0.0 |
| 0.4197 | 62.0 | 6634 | 0.6787 | 0.2822 | 0.3601 | 0.8123 | nan | 0.6517 | 0.9426 | 0.7708 | 0.8139 | 0.2646 | nan | 0.3700 | 0.6540 | 0.0 | 0.9271 | 0.0 | 0.0 | nan | 0.0 | 0.6072 | 0.0 | 0.0 | 0.8064 | 0.0 | 0.5006 | 0.3317 | 0.0 | nan | 0.0 | 0.4244 | 0.0 | 0.0 | 0.9299 | 0.8622 | 0.9640 | 0.0 | 0.0029 | 0.3394 | 0.0 | nan | 0.5524 | 0.8456 | 0.5251 | 0.5272 | 0.2296 | nan | 0.2640 | 0.4227 | 0.0 | 0.7819 | 0.0 | 0.0 | nan | 0.0 | 0.3277 | 0.0 | 0.0 | 0.6618 | 0.0 | 0.3472 | 0.2646 | 0.0 | nan | 0.0 | 0.2765 | 0.0 | 0.0 | 0.8148 | 0.7247 | 0.9168 | 0.0 | 0.0029 | 0.2627 | 0.0 |
| 0.3838 | 63.0 | 6741 | 0.6800 | 0.2827 | 0.3666 | 0.8083 | nan | 0.6878 | 0.9174 | 0.7592 | 0.8203 | 0.2945 | nan | 0.4190 | 0.6540 | 0.0 | 0.9416 | 0.0 | 0.0 | nan | 0.0 | 0.6011 | 0.0 | 0.0 | 0.7822 | 0.0 | 0.5273 | 0.3865 | 0.0 | nan | 0.0 | 0.4558 | 0.0 | 0.0 | 0.9123 | 0.8738 | 0.9701 | 0.0 | 0.0107 | 0.3498 | 0.0 | nan | 0.5748 | 0.8390 | 0.5349 | 0.5177 | 0.2519 | nan | 0.2845 | 0.4150 | 0.0 | 0.7634 | 0.0 | 0.0 | nan | 0.0 | 0.3294 | 0.0 | 0.0 | 0.6560 | 0.0 | 0.3529 | 0.2812 | 0.0 | nan | 0.0 | 0.2721 | 0.0 | 0.0 | 0.8068 | 0.7049 | 0.9125 | 0.0 | 0.0105 | 0.2550 | 0.0 |
| 0.4471 | 64.0 | 6848 | 0.7182 | 0.2802 | 0.3680 | 0.7968 | nan | 0.6033 | 0.9041 | 0.7544 | 0.8566 | 0.2978 | nan | 0.3797 | 0.7498 | 0.0 | 0.9325 | 0.0 | 0.0 | nan | 0.0 | 0.6419 | 0.0 | 0.0 | 0.8000 | 0.0 | 0.5549 | 0.3949 | 0.0 | nan | 0.0 | 0.4305 | 0.0 | 0.0 | 0.9053 | 0.8840 | 0.9694 | 0.0 | 0.0091 | 0.3397 | 0.0 | nan | 0.5134 | 0.8294 | 0.5295 | 0.4379 | 0.2559 | nan | 0.2681 | 0.4405 | 0.0 | 0.7845 | 0.0 | 0.0 | nan | 0.0 | 0.3362 | 0.0 | 0.0 | 0.6645 | 0.0 | 0.3663 | 0.2819 | 0.0 | nan | 0.0 | 0.2787 | 0.0 | 0.0 | 0.8178 | 0.7032 | 0.9181 | 0.0 | 0.0089 | 0.2521 | 0.0 |
| 0.4149 | 65.0 | 6955 | 0.6931 | 0.2805 | 0.3592 | 0.8058 | nan | 0.6723 | 0.9082 | 0.7354 | 0.8402 | 0.3043 | nan | 0.3839 | 0.6769 | 0.0 | 0.9395 | 0.0 | 0.0 | nan | 0.0 | 0.6009 | 0.0 | 0.0 | 0.8235 | 0.0 | 0.4561 | 0.3400 | 0.0 | nan | 0.0 | 0.4317 | 0.0 | 0.0 | 0.9364 | 0.8402 | 0.9635 | 0.0 | 0.0050 | 0.2775 | 0.0 | nan | 0.5657 | 0.8271 | 0.5347 | 0.4764 | 0.2591 | nan | 0.2631 | 0.4228 | 0.0 | 0.7623 | 0.0 | 0.0 | nan | 0.0 | 0.3316 | 0.0 | 0.0 | 0.6593 | 0.0 | 0.3350 | 0.2625 | 0.0 | nan | 0.0 | 0.2773 | 0.0 | 0.0 | 0.8313 | 0.7414 | 0.9174 | 0.0 | 0.0050 | 0.2242 | 0.0 |
| 0.3943 | 66.0 | 7062 | 0.6714 | 0.2860 | 0.3713 | 0.8116 | nan | 0.6790 | 0.9179 | 0.7562 | 0.8389 | 0.3158 | nan | 0.4381 | 0.7579 | 0.0 | 0.9472 | 0.0 | 0.0 | nan | 0.0 | 0.5989 | 0.0 | 0.0 | 0.7888 | 0.0 | 0.5939 | 0.3847 | 0.0 | nan | 0.0 | 0.4186 | 0.0 | 0.0 | 0.9221 | 0.8524 | 0.9688 | 0.0 | 0.0071 | 0.3243 | 0.0 | nan | 0.5673 | 0.8415 | 0.5095 | 0.5276 | 0.2582 | nan | 0.2786 | 0.4298 | 0.0 | 0.7730 | 0.0 | 0.0 | nan | 0.0 | 0.3394 | 0.0 | 0.0 | 0.6535 | 0.0 | 0.3656 | 0.2825 | 0.0 | nan | 0.0 | 0.2832 | 0.0 | 0.0 | 0.8347 | 0.7449 | 0.9180 | 0.0 | 0.0070 | 0.2524 | 0.0 |
| 0.3824 | 67.0 | 7169 | 0.6796 | 0.2841 | 0.3667 | 0.8108 | nan | 0.7126 | 0.9128 | 0.7508 | 0.8257 | 0.3170 | nan | 0.4102 | 0.7090 | 0.0 | 0.9297 | 0.0 | 0.0 | nan | 0.0 | 0.6499 | 0.0 | 0.0 | 0.8094 | 0.0 | 0.5290 | 0.3449 | 0.0 | nan | 0.0 | 0.4488 | 0.0 | 0.0 | 0.9221 | 0.8491 | 0.9699 | 0.0 | 0.0027 | 0.2733 | 0.0 | nan | 0.6012 | 0.8292 | 0.5310 | 0.5010 | 0.2655 | nan | 0.2773 | 0.4323 | 0.0 | 0.7786 | 0.0 | 0.0 | nan | 0.0 | 0.3255 | 0.0 | 0.0 | 0.6565 | 0.0 | 0.3626 | 0.2617 | 0.0 | nan | 0.0 | 0.2802 | 0.0 | 0.0 | 0.8292 | 0.7334 | 0.9165 | 0.0 | 0.0027 | 0.2233 | 0.0 |
| 0.4009 | 68.0 | 7276 | 0.6937 | 0.2802 | 0.3679 | 0.8040 | nan | 0.6575 | 0.9254 | 0.7541 | 0.8147 | 0.3373 | nan | 0.3767 | 0.7182 | 0.0 | 0.9417 | 0.0 | 0.0 | nan | 0.0 | 0.6320 | 0.0 | 0.0 | 0.7746 | 0.0 | 0.5899 | 0.4236 | 0.0 | nan | 0.0 | 0.4153 | 0.0 | 0.0 | 0.8856 | 0.8653 | 0.9662 | 0.0 | 0.0043 | 0.3229 | 0.0 | nan | 0.5641 | 0.8383 | 0.5073 | 0.4999 | 0.2720 | nan | 0.2732 | 0.4259 | 0.0 | 0.7616 | 0.0 | 0.0 | nan | 0.0 | 0.3260 | 0.0 | 0.0 | 0.6527 | 0.0 | 0.3692 | 0.2748 | 0.0 | nan | 0.0 | 0.2804 | 0.0 | 0.0 | 0.7980 | 0.6736 | 0.9191 | 0.0 | 0.0042 | 0.2476 | 0.0 |
| 0.3921 | 69.0 | 7383 | 0.7092 | 0.2809 | 0.3621 | 0.8024 | nan | 0.6248 | 0.9226 | 0.7410 | 0.8279 | 0.3148 | nan | 0.3177 | 0.6676 | 0.0 | 0.9266 | 0.0 | 0.0 | nan | 0.0 | 0.6194 | 0.0 | 0.0 | 0.8148 | 0.0 | 0.5482 | 0.4052 | 0.0 | nan | 0.0 | 0.4209 | 0.0 | 0.0 | 0.9116 | 0.8578 | 0.9544 | 0.0 | 0.0117 | 0.3370 | 0.0 | nan | 0.5437 | 0.8296 | 0.5253 | 0.4551 | 0.2613 | nan | 0.2452 | 0.4261 | 0.0 | 0.7721 | 0.0 | 0.0 | nan | 0.0 | 0.3380 | 0.0 | 0.0 | 0.6633 | 0.0 | 0.3626 | 0.2807 | 0.0 | nan | 0.0 | 0.2839 | 0.0 | 0.0 | 0.8199 | 0.7187 | 0.9185 | 0.0 | 0.0115 | 0.2532 | 0.0 |
| 0.3629 | 70.0 | 7490 | 0.6679 | 0.2829 | 0.3616 | 0.8139 | nan | 0.7134 | 0.9235 | 0.7509 | 0.8072 | 0.2932 | nan | 0.3261 | 0.6752 | 0.0 | 0.9254 | 0.0 | 0.0 | nan | 0.0 | 0.6144 | 0.0 | 0.0 | 0.8335 | 0.0 | 0.5029 | 0.3630 | 0.0 | nan | 0.0 | 0.4194 | 0.0 | 0.0 | 0.9316 | 0.8543 | 0.9651 | 0.0 | 0.0071 | 0.3030 | 0.0 | nan | 0.6021 | 0.8393 | 0.5328 | 0.5152 | 0.2500 | nan | 0.2480 | 0.4220 | 0.0 | 0.7571 | 0.0 | 0.0 | nan | 0.0 | 0.3255 | 0.0 | 0.0 | 0.6533 | 0.0 | 0.3321 | 0.2661 | 0.0 | nan | 0.0 | 0.2790 | 0.0 | 0.0 | 0.8327 | 0.7528 | 0.9194 | 0.0 | 0.0070 | 0.2354 | 0.0 |
| 0.3882 | 71.0 | 7597 | 0.6614 | 0.2856 | 0.3672 | 0.8171 | nan | 0.6965 | 0.9383 | 0.7647 | 0.8004 | 0.3197 | nan | 0.3612 | 0.7896 | 0.0 | 0.9216 | 0.0 | 0.0 | nan | 0.0 | 0.6174 | 0.0 | 0.0 | 0.8281 | 0.0 | 0.5239 | 0.3704 | 0.0 | nan | 0.0 | 0.4376 | 0.0 | 0.0 | 0.9291 | 0.8294 | 0.9628 | 0.0 | 0.0116 | 0.2792 | 0.0 | nan | 0.5923 | 0.8451 | 0.4552 | 0.5443 | 0.2642 | nan | 0.2655 | 0.4427 | 0.0 | 0.7772 | 0.0 | 0.0 | nan | 0.0 | 0.3533 | 0.0 | 0.0 | 0.6583 | 0.0 | 0.3509 | 0.2719 | 0.0 | nan | 0.0 | 0.2883 | 0.0 | 0.0 | 0.8346 | 0.7533 | 0.9204 | 0.0 | 0.0114 | 0.2252 | 0.0 |
| 0.3647 | 72.0 | 7704 | 0.6559 | 0.2865 | 0.3654 | 0.8164 | nan | 0.6723 | 0.9474 | 0.7451 | 0.7571 | 0.3044 | nan | 0.3700 | 0.7397 | 0.0 | 0.9220 | 0.0 | 0.0 | nan | 0.0 | 0.6188 | 0.0 | 0.0 | 0.8267 | 0.0 | 0.5108 | 0.3751 | 0.0 | nan | 0.0 | 0.4468 | 0.0 | 0.0 | 0.9326 | 0.8561 | 0.9623 | 0.0 | 0.0106 | 0.3288 | 0.0 | nan | 0.5853 | 0.8403 | 0.4831 | 0.5332 | 0.2510 | nan | 0.2658 | 0.4437 | 0.0 | 0.7787 | 0.0 | 0.0 | nan | 0.0 | 0.3659 | 0.0 | 0.0 | 0.6606 | 0.0 | 0.3394 | 0.2768 | 0.0 | nan | 0.0 | 0.2822 | 0.0 | 0.0 | 0.8365 | 0.7571 | 0.9220 | 0.0 | 0.0104 | 0.2486 | 0.0 |
| 0.3969 | 73.0 | 7811 | 0.6693 | 0.2848 | 0.3698 | 0.8136 | nan | 0.7160 | 0.9260 | 0.7599 | 0.8212 | 0.2527 | nan | 0.3947 | 0.7357 | 0.0 | 0.9366 | 0.0 | 0.0 | nan | 0.0 | 0.6419 | 0.0 | 0.0 | 0.7478 | 0.0 | 0.5683 | 0.3866 | 0.0 | nan | 0.0 | 0.4317 | 0.0 | 0.0 | 0.9413 | 0.8391 | 0.9656 | 0.0 | 0.0044 | 0.3942 | 0.0 | nan | 0.5963 | 0.8390 | 0.4992 | 0.5369 | 0.2176 | nan | 0.2724 | 0.4317 | 0.0 | 0.7705 | 0.0 | 0.0 | nan | 0.0 | 0.3288 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.3562 | 0.2652 | 0.0 | nan | 0.0 | 0.2830 | 0.0 | 0.0 | 0.8329 | 0.7565 | 0.9209 | 0.0 | 0.0043 | 0.2695 | 0.0 |
| 0.3836 | 74.0 | 7918 | 0.7073 | 0.2803 | 0.3656 | 0.8020 | nan | 0.6342 | 0.9161 | 0.7607 | 0.8259 | 0.2978 | nan | 0.3457 | 0.7252 | 0.0 | 0.9422 | 0.0 | 0.0 | nan | 0.0 | 0.5945 | 0.0 | 0.0 | 0.8151 | 0.0 | 0.6007 | 0.3757 | 0.0 | nan | 0.0 | 0.4126 | 0.0 | 0.0 | 0.9013 | 0.8653 | 0.9553 | 0.0 | 0.0165 | 0.3497 | 0.0 | nan | 0.5474 | 0.8298 | 0.4735 | 0.4762 | 0.2504 | nan | 0.2585 | 0.4376 | 0.0 | 0.7515 | 0.0 | 0.0 | nan | 0.0 | 0.3463 | 0.0 | 0.0 | 0.6609 | 0.0 | 0.3709 | 0.2744 | 0.0 | nan | 0.0 | 0.2852 | 0.0 | 0.0 | 0.8170 | 0.7115 | 0.9180 | 0.0 | 0.0159 | 0.2637 | 0.0 |
| 0.3755 | 75.0 | 8025 | 0.6396 | 0.2875 | 0.3657 | 0.8196 | nan | 0.7578 | 0.9381 | 0.7572 | 0.7994 | 0.2604 | nan | 0.3446 | 0.6712 | 0.0 | 0.9267 | 0.0 | 0.0 | nan | 0.0 | 0.6390 | 0.0 | 0.0 | 0.8284 | 0.0 | 0.5007 | 0.3707 | 0.0 | nan | 0.0 | 0.4230 | 0.0 | 0.0 | 0.9015 | 0.8610 | 0.9633 | 0.0 | 0.0131 | 0.3809 | 0.0 | nan | 0.6324 | 0.8420 | 0.5550 | 0.5625 | 0.2280 | nan | 0.2633 | 0.4227 | 0.0 | 0.7716 | 0.0 | 0.0 | nan | 0.0 | 0.3329 | 0.0 | 0.0 | 0.6635 | 0.0 | 0.3427 | 0.2799 | 0.0 | nan | 0.0 | 0.2838 | 0.0 | 0.0 | 0.8171 | 0.7123 | 0.9198 | 0.0 | 0.0127 | 0.2712 | 0.0 |
| 0.3804 | 76.0 | 8132 | 0.6561 | 0.2865 | 0.3701 | 0.8129 | nan | 0.7043 | 0.9256 | 0.7575 | 0.8333 | 0.3082 | nan | 0.3766 | 0.7141 | 0.0 | 0.9207 | 0.0 | 0.0 | nan | 0.0 | 0.6490 | 0.0 | 0.0 | 0.8024 | 0.0 | 0.4775 | 0.4000 | 0.0 | nan | 0.0 | 0.4474 | 0.0 | 0.0 | 0.9149 | 0.8484 | 0.9633 | 0.0 | 0.0217 | 0.4087 | 0.0 | nan | 0.5963 | 0.8390 | 0.5070 | 0.5412 | 0.2541 | nan | 0.2770 | 0.4378 | 0.0 | 0.7710 | 0.0 | 0.0 | nan | 0.0 | 0.3535 | 0.0 | 0.0 | 0.6612 | 0.0 | 0.3385 | 0.2777 | 0.0 | nan | 0.0 | 0.2900 | 0.0 | 0.0 | 0.8153 | 0.7119 | 0.9223 | 0.0 | 0.0208 | 0.2660 | 0.0 |
| 0.3925 | 77.0 | 8239 | 0.6627 | 0.2856 | 0.3672 | 0.8120 | nan | 0.6720 | 0.9330 | 0.7552 | 0.8263 | 0.3201 | nan | 0.4002 | 0.6478 | 0.0 | 0.9337 | 0.0 | 0.0 | nan | 0.0 | 0.6095 | 0.0 | 0.0 | 0.8115 | 0.0 | 0.5352 | 0.4031 | 0.0 | nan | 0.0 | 0.4355 | 0.0 | 0.0 | 0.9002 | 0.8555 | 0.9667 | 0.0 | 0.0229 | 0.3548 | 0.0 | nan | 0.5809 | 0.8389 | 0.4876 | 0.5302 | 0.2691 | nan | 0.2868 | 0.4188 | 0.0 | 0.7737 | 0.0 | 0.0 | nan | 0.0 | 0.3495 | 0.0 | 0.0 | 0.6638 | 0.0 | 0.3624 | 0.2855 | 0.0 | nan | 0.0 | 0.2870 | 0.0 | 0.0 | 0.8116 | 0.7018 | 0.9220 | 0.0 | 0.0219 | 0.2627 | 0.0 |
| 0.3893 | 78.0 | 8346 | 0.6848 | 0.2816 | 0.3632 | 0.8080 | nan | 0.6715 | 0.9175 | 0.7547 | 0.8363 | 0.2756 | nan | 0.3822 | 0.6244 | 0.0 | 0.9384 | 0.0 | 0.0 | nan | 0.0 | 0.6347 | 0.0 | 0.0 | 0.8147 | 0.0 | 0.5070 | 0.3837 | 0.0 | nan | 0.0 | 0.4277 | 0.0 | 0.0 | 0.9239 | 0.8479 | 0.9642 | 0.0 | 0.0087 | 0.3466 | 0.0 | nan | 0.5698 | 0.8300 | 0.4975 | 0.4960 | 0.2391 | nan | 0.2776 | 0.4040 | 0.0 | 0.7661 | 0.0 | 0.0 | nan | 0.0 | 0.3253 | 0.0 | 0.0 | 0.6609 | 0.0 | 0.3402 | 0.2801 | 0.0 | nan | 0.0 | 0.2823 | 0.0 | 0.0 | 0.8301 | 0.7392 | 0.9208 | 0.0 | 0.0084 | 0.2634 | 0.0 |
| 0.334 | 79.0 | 8453 | 0.6411 | 0.2873 | 0.3663 | 0.8204 | nan | 0.7374 | 0.9357 | 0.7542 | 0.8292 | 0.2951 | nan | 0.4083 | 0.6805 | 0.0 | 0.9347 | 0.0 | 0.0 | nan | 0.0 | 0.6352 | 0.0 | 0.0 | 0.8213 | 0.0 | 0.4944 | 0.3839 | 0.0 | nan | 0.0 | 0.4075 | 0.0 | 0.0 | 0.9144 | 0.8405 | 0.9664 | 0.0 | 0.0106 | 0.3052 | 0.0 | nan | 0.6153 | 0.8491 | 0.5284 | 0.5738 | 0.2503 | nan | 0.2948 | 0.4172 | 0.0 | 0.7718 | 0.0 | 0.0 | nan | 0.0 | 0.3288 | 0.0 | 0.0 | 0.6581 | 0.0 | 0.3412 | 0.2883 | 0.0 | nan | 0.0 | 0.2825 | 0.0 | 0.0 | 0.8217 | 0.7156 | 0.9209 | 0.0 | 0.0103 | 0.2390 | 0.0 |
| 0.3287 | 80.0 | 8560 | 0.6547 | 0.2884 | 0.3678 | 0.8156 | nan | 0.7077 | 0.9229 | 0.7467 | 0.8293 | 0.3096 | nan | 0.4148 | 0.6752 | 0.0 | 0.9289 | 0.0 | 0.0 | nan | 0.0 | 0.5978 | 0.0 | 0.0 | 0.8321 | 0.0 | 0.5142 | 0.3578 | 0.0 | nan | 0.0 | 0.4518 | 0.0 | 0.0 | 0.9140 | 0.8710 | 0.9679 | 0.0 | 0.0278 | 0.3326 | 0.0 | nan | 0.6084 | 0.8374 | 0.5212 | 0.5350 | 0.2602 | nan | 0.2957 | 0.4265 | 0.0 | 0.7739 | 0.0 | 0.0 | nan | 0.0 | 0.3614 | 0.0 | 0.0 | 0.6717 | 0.0 | 0.3531 | 0.2778 | 0.0 | nan | 0.0 | 0.2865 | 0.0 | 0.0 | 0.8140 | 0.7128 | 0.9213 | 0.0 | 0.0264 | 0.2565 | 0.0 |
| 0.3856 | 81.0 | 8667 | 0.6557 | 0.2876 | 0.3682 | 0.8160 | nan | 0.6813 | 0.9394 | 0.7485 | 0.8261 | 0.3348 | nan | 0.3820 | 0.6808 | 0.0 | 0.9405 | 0.0 | 0.0 | nan | 0.0 | 0.6067 | 0.0 | 0.0 | 0.8280 | 0.0 | 0.5665 | 0.3503 | 0.0 | nan | 0.0 | 0.4156 | 0.0 | 0.0 | 0.8942 | 0.8611 | 0.9602 | 0.0 | 0.0263 | 0.3705 | 0.0 | nan | 0.5986 | 0.8405 | 0.4992 | 0.5520 | 0.2735 | nan | 0.2856 | 0.4253 | 0.0 | 0.7716 | 0.0 | 0.0 | nan | 0.0 | 0.3435 | 0.0 | 0.0 | 0.6681 | 0.0 | 0.3582 | 0.2842 | 0.0 | nan | 0.0 | 0.2873 | 0.0 | 0.0 | 0.8135 | 0.7004 | 0.9223 | 0.0 | 0.0249 | 0.2679 | 0.0 |
| 0.3643 | 82.0 | 8774 | 0.6647 | 0.2881 | 0.3695 | 0.8163 | nan | 0.7065 | 0.9195 | 0.7509 | 0.8409 | 0.2805 | nan | 0.4264 | 0.6926 | 0.0 | 0.9332 | 0.0 | 0.0 | nan | 0.0 | 0.6041 | 0.0 | 0.0 | 0.8190 | 0.0 | 0.5668 | 0.3617 | 0.0 | nan | 0.0 | 0.4337 | 0.0 | 0.0 | 0.9284 | 0.8664 | 0.9639 | 0.0 | 0.0167 | 0.3427 | 0.0 | nan | 0.5963 | 0.8423 | 0.5094 | 0.5431 | 0.2428 | nan | 0.2859 | 0.4228 | 0.0 | 0.7698 | 0.0 | 0.0 | nan | 0.0 | 0.3546 | 0.0 | 0.0 | 0.6641 | 0.0 | 0.3656 | 0.2824 | 0.0 | nan | 0.0 | 0.2899 | 0.0 | 0.0 | 0.8275 | 0.7393 | 0.9228 | 0.0 | 0.0162 | 0.2578 | 0.0 |
| 0.3733 | 83.0 | 8881 | 0.6518 | 0.2892 | 0.3686 | 0.8191 | nan | 0.7039 | 0.9383 | 0.7549 | 0.7998 | 0.2945 | nan | 0.4075 | 0.7322 | 0.0 | 0.9476 | 0.0 | 0.0 | nan | 0.0 | 0.5940 | 0.0 | 0.0 | 0.8223 | 0.0 | 0.5353 | 0.3589 | 0.0 | nan | 0.0 | 0.4166 | 0.0 | 0.0 | 0.9173 | 0.8598 | 0.9675 | 0.0 | 0.0254 | 0.3505 | 0.0 | nan | 0.6006 | 0.8454 | 0.5282 | 0.5499 | 0.2482 | nan | 0.2822 | 0.4274 | 0.0 | 0.7635 | 0.0 | 0.0 | nan | 0.0 | 0.3529 | 0.0 | 0.0 | 0.6685 | 0.0 | 0.3595 | 0.2770 | 0.0 | nan | 0.0 | 0.2867 | 0.0 | 0.0 | 0.8293 | 0.7354 | 0.9219 | 0.0 | 0.0243 | 0.2636 | 0.0 |
| 0.3776 | 84.0 | 8988 | 0.6377 | 0.2908 | 0.3680 | 0.8209 | nan | 0.7083 | 0.9399 | 0.7526 | 0.8089 | 0.2556 | nan | 0.3991 | 0.7663 | 0.0 | 0.9276 | 0.0 | 0.0 | nan | 0.0 | 0.6037 | 0.0 | 0.0 | 0.8258 | 0.0 | 0.5259 | 0.3242 | 0.0 | nan | 0.0 | 0.4318 | 0.0 | 0.0 | 0.9374 | 0.8545 | 0.9663 | 0.0 | 0.0275 | 0.3521 | 0.0 | nan | 0.6029 | 0.8425 | 0.5325 | 0.5493 | 0.2228 | nan | 0.2825 | 0.4452 | 0.0 | 0.7850 | 0.0 | 0.0 | nan | 0.0 | 0.3703 | 0.0 | 0.0 | 0.6717 | 0.0 | 0.3562 | 0.2652 | 0.0 | nan | 0.0 | 0.2903 | 0.0 | 0.0 | 0.8349 | 0.7526 | 0.9230 | 0.0 | 0.0260 | 0.2624 | 0.0 |
| 0.3677 | 85.0 | 9095 | 0.6633 | 0.2884 | 0.3690 | 0.8149 | nan | 0.6769 | 0.9353 | 0.7577 | 0.8210 | 0.3155 | nan | 0.3623 | 0.7319 | 0.0 | 0.9379 | 0.0 | 0.0 | nan | 0.0 | 0.5956 | 0.0 | 0.0 | 0.8065 | 0.0 | 0.5418 | 0.3730 | 0.0 | nan | 0.0 | 0.4405 | 0.0 | 0.0 | 0.9167 | 0.8607 | 0.9695 | 0.0 | 0.0367 | 0.3587 | 0.0 | nan | 0.5879 | 0.8384 | 0.5072 | 0.5248 | 0.2615 | nan | 0.2752 | 0.4397 | 0.0 | 0.7760 | 0.0 | 0.0 | nan | 0.0 | 0.3610 | 0.0 | 0.0 | 0.6687 | 0.0 | 0.3585 | 0.2823 | 0.0 | nan | 0.0 | 0.2897 | 0.0 | 0.0 | 0.8229 | 0.7226 | 0.9221 | 0.0 | 0.0344 | 0.2674 | 0.0 |
| 0.367 | 86.0 | 9202 | 0.6372 | 0.2907 | 0.3688 | 0.8210 | nan | 0.7232 | 0.9394 | 0.7501 | 0.7990 | 0.3061 | nan | 0.3935 | 0.7348 | 0.0 | 0.9403 | 0.0 | 0.0 | nan | 0.0 | 0.5879 | 0.0 | 0.0 | 0.8308 | 0.0 | 0.5010 | 0.3721 | 0.0 | nan | 0.0 | 0.4360 | 0.0 | 0.0 | 0.9168 | 0.8514 | 0.9648 | 0.0 | 0.0355 | 0.3496 | 0.0 | nan | 0.6224 | 0.8421 | 0.5220 | 0.5627 | 0.2552 | nan | 0.2826 | 0.4371 | 0.0 | 0.7691 | 0.0 | 0.0 | nan | 0.0 | 0.3584 | 0.0 | 0.0 | 0.6679 | 0.0 | 0.3430 | 0.2828 | 0.0 | nan | 0.0 | 0.2874 | 0.0 | 0.0 | 0.8289 | 0.7338 | 0.9221 | 0.0 | 0.0333 | 0.2610 | 0.0 |
| 0.3734 | 87.0 | 9309 | 0.6538 | 0.2881 | 0.3700 | 0.8167 | nan | 0.6983 | 0.9269 | 0.7606 | 0.8424 | 0.2978 | nan | 0.3835 | 0.7200 | 0.0 | 0.9319 | 0.0 | 0.0 | nan | 0.0 | 0.6134 | 0.0 | 0.0 | 0.8043 | 0.0 | 0.5449 | 0.3589 | 0.0 | nan | 0.0 | 0.4461 | 0.0 | 0.0 | 0.9303 | 0.8592 | 0.9686 | 0.0 | 0.0279 | 0.3541 | 0.0 | nan | 0.5999 | 0.8406 | 0.4925 | 0.5384 | 0.2517 | nan | 0.2822 | 0.4360 | 0.0 | 0.7801 | 0.0 | 0.0 | nan | 0.0 | 0.3487 | 0.0 | 0.0 | 0.6670 | 0.0 | 0.3561 | 0.2750 | 0.0 | nan | 0.0 | 0.2874 | 0.0 | 0.0 | 0.8269 | 0.7385 | 0.9218 | 0.0 | 0.0265 | 0.2623 | 0.0 |
| 0.3797 | 88.0 | 9416 | 0.6392 | 0.2890 | 0.3680 | 0.8199 | nan | 0.7156 | 0.9303 | 0.7574 | 0.8350 | 0.2962 | nan | 0.3755 | 0.6916 | 0.0 | 0.9327 | 0.0 | 0.0 | nan | 0.0 | 0.6016 | 0.0 | 0.0 | 0.8332 | 0.0 | 0.5229 | 0.3706 | 0.0 | nan | 0.0 | 0.4300 | 0.0 | 0.0 | 0.9256 | 0.8609 | 0.9661 | 0.0 | 0.0317 | 0.3311 | 0.0 | nan | 0.6087 | 0.8444 | 0.4905 | 0.5576 | 0.2512 | nan | 0.2794 | 0.4313 | 0.0 | 0.7791 | 0.0 | 0.0 | nan | 0.0 | 0.3525 | 0.0 | 0.0 | 0.6693 | 0.0 | 0.3464 | 0.2822 | 0.0 | nan | 0.0 | 0.2894 | 0.0 | 0.0 | 0.8312 | 0.7417 | 0.9224 | 0.0 | 0.0296 | 0.2515 | 0.0 |
| 0.3523 | 89.0 | 9523 | 0.6469 | 0.2897 | 0.3722 | 0.8184 | nan | 0.7119 | 0.9295 | 0.7567 | 0.8261 | 0.2994 | nan | 0.4019 | 0.7163 | 0.0 | 0.9297 | 0.0 | 0.0 | nan | 0.0 | 0.6151 | 0.0 | 0.0 | 0.8100 | 0.0 | 0.5601 | 0.3879 | 0.0 | nan | 0.0 | 0.4416 | 0.0 | 0.0 | 0.9203 | 0.8690 | 0.9635 | 0.0 | 0.0294 | 0.3684 | 0.0 | nan | 0.6092 | 0.8420 | 0.4933 | 0.5567 | 0.2535 | nan | 0.2870 | 0.4330 | 0.0 | 0.7788 | 0.0 | 0.0 | nan | 0.0 | 0.3519 | 0.0 | 0.0 | 0.6688 | 0.0 | 0.3612 | 0.2803 | 0.0 | nan | 0.0 | 0.2923 | 0.0 | 0.0 | 0.8258 | 0.7304 | 0.9239 | 0.0 | 0.0275 | 0.2654 | 0.0 |
| 0.3429 | 90.0 | 9630 | 0.6468 | 0.2901 | 0.3704 | 0.8205 | nan | 0.7147 | 0.9285 | 0.7542 | 0.8221 | 0.3092 | nan | 0.4025 | 0.7163 | 0.0 | 0.9350 | 0.0 | 0.0 | nan | 0.0 | 0.6058 | 0.0 | 0.0 | 0.8212 | 0.0 | 0.5217 | 0.3724 | 0.0 | nan | 0.0 | 0.4352 | 0.0 | 0.0 | 0.9360 | 0.8676 | 0.9629 | 0.0 | 0.0307 | 0.3475 | 0.0 | nan | 0.6147 | 0.8444 | 0.5084 | 0.5590 | 0.2577 | nan | 0.2873 | 0.4320 | 0.0 | 0.7710 | 0.0 | 0.0 | nan | 0.0 | 0.3492 | 0.0 | 0.0 | 0.6660 | 0.0 | 0.3474 | 0.2753 | 0.0 | nan | 0.0 | 0.2899 | 0.0 | 0.0 | 0.8323 | 0.7498 | 0.9232 | 0.0 | 0.0286 | 0.2584 | 0.0 |
| 0.3451 | 91.0 | 9737 | 0.6492 | 0.2896 | 0.3704 | 0.8192 | nan | 0.7044 | 0.9406 | 0.7545 | 0.8163 | 0.3028 | nan | 0.3806 | 0.7114 | 0.0 | 0.9401 | 0.0 | 0.0 | nan | 0.0 | 0.6080 | 0.0 | 0.0 | 0.8004 | 0.0 | 0.5398 | 0.3826 | 0.0 | nan | 0.0 | 0.4569 | 0.0 | 0.0 | 0.9192 | 0.8498 | 0.9683 | 0.0 | 0.0307 | 0.3752 | 0.0 | nan | 0.6068 | 0.8430 | 0.5136 | 0.5503 | 0.2537 | nan | 0.2804 | 0.4304 | 0.0 | 0.7727 | 0.0 | 0.0 | nan | 0.0 | 0.3453 | 0.0 | 0.0 | 0.6691 | 0.0 | 0.3585 | 0.2814 | 0.0 | nan | 0.0 | 0.2878 | 0.0 | 0.0 | 0.8300 | 0.7354 | 0.9227 | 0.0 | 0.0290 | 0.2686 | 0.0 |
| 0.3414 | 92.0 | 9844 | 0.6469 | 0.2899 | 0.3693 | 0.8197 | nan | 0.7151 | 0.9353 | 0.7561 | 0.8221 | 0.3113 | nan | 0.4008 | 0.6918 | 0.0 | 0.9382 | 0.0 | 0.0 | nan | 0.0 | 0.6002 | 0.0 | 0.0 | 0.8142 | 0.0 | 0.5216 | 0.3795 | 0.0 | nan | 0.0 | 0.4441 | 0.0 | 0.0 | 0.9201 | 0.8487 | 0.9681 | 0.0 | 0.0308 | 0.3497 | 0.0 | nan | 0.6108 | 0.8425 | 0.5082 | 0.5564 | 0.2581 | nan | 0.2868 | 0.4276 | 0.0 | 0.7752 | 0.0 | 0.0 | nan | 0.0 | 0.3509 | 0.0 | 0.0 | 0.6695 | 0.0 | 0.3499 | 0.2835 | 0.0 | nan | 0.0 | 0.2881 | 0.0 | 0.0 | 0.8308 | 0.7369 | 0.9221 | 0.0 | 0.0291 | 0.2613 | 0.0 |
| 0.3313 | 93.0 | 9951 | 0.6325 | 0.2907 | 0.3695 | 0.8223 | nan | 0.7376 | 0.9340 | 0.7604 | 0.8078 | 0.2869 | nan | 0.4028 | 0.6909 | 0.0 | 0.9377 | 0.0 | 0.0 | nan | 0.0 | 0.5972 | 0.0 | 0.0 | 0.8203 | 0.0 | 0.5104 | 0.3932 | 0.0 | nan | 0.0 | 0.4384 | 0.0 | 0.0 | 0.9290 | 0.8579 | 0.9618 | 0.0 | 0.0288 | 0.3603 | 0.0 | nan | 0.6219 | 0.8456 | 0.5104 | 0.5710 | 0.2444 | nan | 0.2881 | 0.4244 | 0.0 | 0.7735 | 0.0 | 0.0 | nan | 0.0 | 0.3474 | 0.0 | 0.0 | 0.6687 | 0.0 | 0.3457 | 0.2859 | 0.0 | nan | 0.0 | 0.2898 | 0.0 | 0.0 | 0.8328 | 0.7464 | 0.9233 | 0.0 | 0.0272 | 0.2651 | 0.0 |
| 0.3479 | 93.4579 | 10000 | 0.6392 | 0.2886 | 0.3681 | 0.8204 | nan | 0.7238 | 0.9385 | 0.7581 | 0.8054 | 0.3003 | nan | 0.3967 | 0.6829 | 0.0 | 0.9452 | 0.0 | 0.0 | nan | 0.0 | 0.6017 | 0.0 | 0.0 | 0.8226 | 0.0 | 0.5230 | 0.3548 | 0.0 | nan | 0.0 | 0.4428 | 0.0 | 0.0 | 0.9102 | 0.8618 | 0.9672 | 0.0 | 0.0271 | 0.3487 | 0.0 | nan | 0.6174 | 0.8440 | 0.5049 | 0.5664 | 0.2522 | nan | 0.2854 | 0.4224 | 0.0 | 0.7668 | 0.0 | 0.0 | nan | 0.0 | 0.3442 | 0.0 | 0.0 | 0.6692 | 0.0 | 0.3465 | 0.2751 | 0.0 | nan | 0.0 | 0.2844 | 0.0 | 0.0 | 0.8289 | 0.7310 | 0.9220 | 0.0 | 0.0257 | 0.2604 | 0.0 |
### Framework versions
- Transformers 4.46.0.dev0
- Pytorch 2.4.1+cu118
- Datasets 3.0.1
- Tokenizers 0.20.0
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