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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: 0.5890
- Mean Iou: 0.3100
- Mean Accuracy: 0.3785
- Overall Accuracy: 0.8340
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.7750
- Accuracy Flat-sidewalk: 0.9476
- Accuracy Flat-crosswalk: 0.7198
- Accuracy Flat-cyclinglane: 0.8649
- Accuracy Flat-parkingdriveway: 0.2833
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.4461
- Accuracy Human-person: 0.6623
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9432
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.7612
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8657
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5605
- Accuracy Construction-fenceguardrail: 0.5325
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3362
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.8960
- Accuracy Nature-terrain: 0.8673
- Accuracy Sky: 0.9590
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.3077
- Accuracy Void-static: 0.3834
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.6597
- Iou Flat-sidewalk: 0.8220
- Iou Flat-crosswalk: 0.6669
- Iou Flat-cyclinglane: 0.7094
- Iou Flat-parkingdriveway: 0.2634
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.2962
- Iou Human-person: 0.4612
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8019
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.4166
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6806
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.4268
- Iou Construction-fenceguardrail: 0.4087
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2241
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8381
- Iou Nature-terrain: 0.7739
- Iou Sky: 0.9036
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.2473
- Iou Void-static: 0.3211
- 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: 3407
- optimizer: Use OptimizerNames.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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| 2.6262 | 1.0 | 107 | 1.8030 | 0.1150 | 0.1631 | 0.6678 | nan | 0.4682 | 0.9266 | 0.0 | 0.1510 | 0.0020 | nan | 0.0000 | 0.0 | 0.0 | 0.8961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7523 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9321 | 0.7060 | 0.3833 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3811 | 0.6887 | 0.0 | 0.1495 | 0.0020 | nan | 0.0000 | 0.0 | 0.0 | 0.4861 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4729 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6066 | 0.5402 | 0.3543 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8747 | 2.0 | 214 | 1.5625 | 0.1290 | 0.1774 | 0.6759 | nan | 0.5144 | 0.9502 | 0.0 | 0.2435 | 0.0107 | nan | 0.0000 | 0.0 | 0.0 | 0.8290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8706 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6522 | 0.8882 | 0.7181 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4081 | 0.6930 | 0.0 | 0.2399 | 0.0106 | nan | 0.0000 | 0.0 | 0.0 | 0.6241 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5101 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5405 | 0.4174 | 0.6840 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4981 | 3.0 | 321 | 1.2528 | 0.1500 | 0.2000 | 0.7230 | nan | 0.7317 | 0.9017 | 0.0 | 0.5385 | 0.0352 | nan | 0.0 | 0.0 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7741 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8453 | 0.8460 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4742 | 0.7460 | 0.0 | 0.4950 | 0.0322 | nan | 0.0 | 0.0 | 0.0 | 0.5423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5264 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6792 | 0.5807 | 0.7242 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3616 | 4.0 | 428 | 1.1121 | 0.1538 | 0.2064 | 0.7329 | nan | 0.6492 | 0.9195 | 0.0 | 0.6889 | 0.0578 | nan | 0.0 | 0.0 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7840 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0008 | 0.0 | 0.0 | 0.8478 | 0.8760 | 0.8387 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4697 | 0.7686 | 0.0 | 0.5062 | 0.0538 | nan | 0.0 | 0.0 | 0.0 | 0.5448 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5363 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0008 | 0.0 | 0.0 | 0.6882 | 0.5835 | 0.7687 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2402 | 5.0 | 535 | 0.9807 | 0.1617 | 0.2044 | 0.7432 | nan | 0.6175 | 0.9496 | 0.0 | 0.6074 | 0.0402 | nan | 0.0 | 0.0 | 0.0 | 0.9149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9186 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8532 | 0.7998 | 0.8388 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5019 | 0.7449 | 0.0 | 0.5470 | 0.0378 | nan | 0.0 | 0.0 | 0.0 | 0.6501 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5055 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7337 | 0.6708 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1318 | 6.0 | 642 | 1.0385 | 0.1477 | 0.2019 | 0.7068 | nan | 0.4984 | 0.9470 | 0.0 | 0.7702 | 0.0691 | nan | 0.0 | 0.0 | 0.0 | 0.9543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8840 | 0.0 | 0.0178 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.0 | 0.0 | 0.6212 | 0.8926 | 0.8047 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4191 | 0.7292 | 0.0 | 0.5835 | 0.0601 | nan | 0.0 | 0.0 | 0.0 | 0.6061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5407 | 0.0 | 0.0177 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.0 | 0.0 | 0.5770 | 0.4410 | 0.7513 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0574 | 7.0 | 749 | 0.9046 | 0.1690 | 0.2127 | 0.7531 | nan | 0.6171 | 0.9520 | 0.0115 | 0.7032 | 0.0985 | nan | 0.0020 | 0.0 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8779 | 0.0 | 0.0486 | 0.0 | 0.0 | nan | 0.0 | 0.0169 | 0.0 | 0.0 | 0.8670 | 0.8317 | 0.8423 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4908 | 0.7535 | 0.0115 | 0.6164 | 0.0845 | nan | 0.0020 | 0.0 | 0.0 | 0.6419 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5622 | 0.0 | 0.0479 | 0.0 | 0.0 | nan | 0.0 | 0.0166 | 0.0 | 0.0 | 0.7327 | 0.6574 | 0.7922 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9759 | 8.0 | 856 | 0.8881 | 0.1756 | 0.2189 | 0.7547 | nan | 0.5985 | 0.9566 | 0.1262 | 0.7070 | 0.0835 | nan | 0.0258 | 0.0 | 0.0 | 0.9402 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8847 | 0.0 | 0.1283 | 0.0001 | 0.0 | nan | 0.0 | 0.0597 | 0.0 | 0.0 | 0.8756 | 0.7936 | 0.8249 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5068 | 0.7552 | 0.1260 | 0.5858 | 0.0748 | nan | 0.0248 | 0.0 | 0.0 | 0.6569 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5553 | 0.0 | 0.1171 | 0.0001 | 0.0 | nan | 0.0 | 0.0558 | 0.0 | 0.0 | 0.7294 | 0.6463 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9478 | 9.0 | 963 | 0.8427 | 0.1792 | 0.2281 | 0.7627 | nan | 0.6444 | 0.9385 | 0.1576 | 0.8233 | 0.1084 | nan | 0.0637 | 0.0 | 0.0 | 0.9471 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9072 | 0.0 | 0.1206 | 0.0010 | 0.0 | nan | 0.0 | 0.0478 | 0.0 | 0.0 | 0.8482 | 0.8364 | 0.8557 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5283 | 0.7850 | 0.1503 | 0.5470 | 0.0989 | nan | 0.0594 | 0.0 | 0.0 | 0.6174 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5622 | 0.0 | 0.1114 | 0.0010 | 0.0 | nan | 0.0 | 0.0438 | 0.0 | 0.0 | 0.7500 | 0.6754 | 0.8027 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.9357 | 10.0 | 1070 | 0.8261 | 0.1919 | 0.2394 | 0.7663 | nan | 0.7330 | 0.9060 | 0.2756 | 0.7705 | 0.0660 | nan | 0.1561 | 0.0018 | 0.0 | 0.9329 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0039 | 0.0 | 0.0 | 0.8534 | 0.0 | 0.2518 | 0.0002 | 0.0 | nan | 0.0 | 0.0967 | 0.0 | 0.0 | 0.9051 | 0.8362 | 0.8711 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.5551 | 0.7720 | 0.2581 | 0.6407 | 0.0623 | nan | 0.1264 | 0.0018 | 0.0 | 0.6682 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0039 | 0.0 | 0.0 | 0.5674 | 0.0 | 0.2233 | 0.0002 | 0.0 | nan | 0.0 | 0.0776 | 0.0 | 0.0 | 0.7281 | 0.6464 | 0.8107 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.8472 | 11.0 | 1177 | 0.7976 | 0.2078 | 0.2573 | 0.7708 | nan | 0.6694 | 0.9321 | 0.6020 | 0.7892 | 0.0857 | nan | 0.1836 | 0.0318 | 0.0 | 0.9266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8658 | 0.0 | 0.4413 | 0.0004 | 0.0 | nan | 0.0 | 0.1099 | 0.0 | 0.0 | 0.8505 | 0.8369 | 0.9076 | 0.0 | 0.0 | 0.0022 | 0.0 | nan | 0.5349 | 0.7639 | 0.5201 | 0.6244 | 0.0777 | nan | 0.1394 | 0.0313 | 0.0 | 0.6994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5838 | 0.0 | 0.3358 | 0.0004 | 0.0 | nan | 0.0 | 0.0885 | 0.0 | 0.0 | 0.7588 | 0.6643 | 0.8232 | 0.0 | 0.0 | 0.0022 | 0.0 |
| 0.8613 | 12.0 | 1284 | 0.7624 | 0.2053 | 0.2580 | 0.7782 | nan | 0.7226 | 0.9281 | 0.1215 | 0.7176 | 0.1899 | nan | 0.3386 | 0.0810 | 0.0 | 0.9500 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0216 | 0.0 | 0.0 | 0.8083 | 0.0 | 0.5341 | 0.0030 | 0.0 | nan | 0.0 | 0.2061 | 0.0 | 0.0 | 0.8630 | 0.8930 | 0.8579 | 0.0 | 0.0 | 0.0188 | 0.0 | nan | 0.5747 | 0.7922 | 0.1206 | 0.6327 | 0.1671 | nan | 0.2062 | 0.0747 | 0.0 | 0.6546 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0214 | 0.0 | 0.0 | 0.6156 | 0.0 | 0.3586 | 0.0030 | 0.0 | nan | 0.0 | 0.1199 | 0.0 | 0.0 | 0.7451 | 0.6452 | 0.8198 | 0.0 | 0.0 | 0.0183 | 0.0 |
| 0.7847 | 13.0 | 1391 | 0.7713 | 0.2170 | 0.2694 | 0.7725 | nan | 0.6374 | 0.9509 | 0.6615 | 0.5478 | 0.1946 | nan | 0.3358 | 0.2063 | 0.0 | 0.9425 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0670 | 0.0 | 0.0 | 0.8683 | 0.0 | 0.4287 | 0.0321 | 0.0 | nan | 0.0 | 0.1353 | 0.0 | 0.0 | 0.8484 | 0.8816 | 0.8796 | 0.0 | 0.0 | 0.0039 | 0.0 | nan | 0.5472 | 0.7772 | 0.5301 | 0.4776 | 0.1689 | nan | 0.2091 | 0.1927 | 0.0 | 0.6819 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0665 | 0.0 | 0.0 | 0.6125 | 0.0 | 0.3472 | 0.0320 | 0.0 | nan | 0.0 | 0.1017 | 0.0 | 0.0 | 0.7452 | 0.6313 | 0.8206 | 0.0 | 0.0 | 0.0039 | 0.0 |
| 0.8041 | 14.0 | 1498 | 0.7236 | 0.2310 | 0.2877 | 0.7880 | nan | 0.6190 | 0.9472 | 0.5927 | 0.8157 | 0.1877 | nan | 0.3897 | 0.3524 | 0.0 | 0.9307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1085 | 0.0 | 0.0 | 0.7989 | 0.0 | 0.5597 | 0.0130 | 0.0 | nan | 0.0 | 0.1964 | 0.0 | 0.0 | 0.9106 | 0.8640 | 0.9053 | 0.0 | 0.0 | 0.0136 | 0.0 | nan | 0.5518 | 0.7940 | 0.4508 | 0.6548 | 0.1720 | nan | 0.2188 | 0.3054 | 0.0 | 0.7232 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1064 | 0.0 | 0.0 | 0.6219 | 0.0 | 0.3678 | 0.0129 | 0.0 | nan | 0.0 | 0.1153 | 0.0 | 0.0 | 0.7713 | 0.6756 | 0.8352 | 0.0 | 0.0 | 0.0133 | 0.0 |
| 0.74 | 15.0 | 1605 | 0.7429 | 0.2275 | 0.2771 | 0.7791 | nan | 0.6285 | 0.9519 | 0.4719 | 0.6291 | 0.1591 | nan | 0.3397 | 0.4511 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1813 | 0.0 | 0.0 | 0.8426 | 0.0 | 0.4337 | 0.0407 | 0.0 | nan | 0.0 | 0.1488 | 0.0 | 0.0 | 0.9095 | 0.8395 | 0.9037 | 0.0 | 0.0 | 0.0042 | 0.0 | nan | 0.5371 | 0.7690 | 0.4183 | 0.5169 | 0.1449 | nan | 0.2088 | 0.3547 | 0.0 | 0.7256 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1607 | 0.0 | 0.0 | 0.6329 | 0.0 | 0.3753 | 0.0401 | 0.0 | nan | 0.0 | 0.1064 | 0.0 | 0.0 | 0.7613 | 0.6850 | 0.8378 | 0.0 | 0.0 | 0.0042 | 0.0 |
| 0.7184 | 16.0 | 1712 | 0.6646 | 0.2439 | 0.2964 | 0.8029 | nan | 0.7431 | 0.9484 | 0.4972 | 0.8103 | 0.2001 | nan | 0.3258 | 0.4629 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1821 | 0.0 | 0.0 | 0.8279 | 0.0 | 0.6112 | 0.0110 | 0.0 | nan | 0.0 | 0.2345 | 0.0 | 0.0 | 0.8917 | 0.8616 | 0.9063 | 0.0 | 0.0 | 0.0313 | 0.0 | nan | 0.6165 | 0.8048 | 0.4637 | 0.6925 | 0.1798 | nan | 0.2280 | 0.3680 | 0.0 | 0.7181 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1722 | 0.0 | 0.0 | 0.6472 | 0.0 | 0.3937 | 0.0109 | 0.0 | nan | 0.0 | 0.1451 | 0.0 | 0.0 | 0.7831 | 0.7086 | 0.8424 | 0.0 | 0.0 | 0.0293 | 0.0 |
| 0.7496 | 17.0 | 1819 | 0.7000 | 0.2385 | 0.2948 | 0.7852 | nan | 0.6870 | 0.9552 | 0.5478 | 0.8104 | 0.2046 | nan | 0.3326 | 0.5163 | 0.0 | 0.9477 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1966 | 0.0 | 0.0 | 0.8765 | 0.0 | 0.5327 | 0.0835 | 0.0 | nan | 0.0 | 0.2037 | 0.0 | 0.0 | 0.7682 | 0.8842 | 0.8746 | 0.0 | 0.0 | 0.0112 | 0.0 | nan | 0.6047 | 0.7973 | 0.4943 | 0.6625 | 0.1800 | nan | 0.2414 | 0.3971 | 0.0 | 0.7056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1848 | 0.0 | 0.0 | 0.6271 | 0.0 | 0.4151 | 0.0821 | 0.0 | nan | 0.0 | 0.1296 | 0.0 | 0.0 | 0.7041 | 0.5693 | 0.8255 | 0.0 | 0.0 | 0.0103 | 0.0 |
| 0.6723 | 18.0 | 1926 | 0.6689 | 0.2487 | 0.3028 | 0.8022 | nan | 0.7140 | 0.9462 | 0.5937 | 0.8259 | 0.1957 | nan | 0.3702 | 0.5214 | 0.0 | 0.9200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2293 | 0.0 | 0.0 | 0.8539 | 0.0 | 0.4865 | 0.1947 | 0.0 | nan | 0.0 | 0.1763 | 0.0 | 0.0 | 0.9082 | 0.8340 | 0.9089 | 0.0 | 0.0 | 0.0120 | 0.0 | nan | 0.5970 | 0.8087 | 0.4665 | 0.6640 | 0.1781 | nan | 0.2503 | 0.3889 | 0.0 | 0.7549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2088 | 0.0 | 0.0 | 0.6258 | 0.0 | 0.3857 | 0.1777 | 0.0 | nan | 0.0 | 0.1182 | 0.0 | 0.0 | 0.7836 | 0.6927 | 0.8458 | 0.0 | 0.0 | 0.0116 | 0.0 |
| 0.6711 | 19.0 | 2033 | 0.7171 | 0.2410 | 0.2989 | 0.7914 | nan | 0.6550 | 0.9565 | 0.2743 | 0.8302 | 0.1406 | nan | 0.2934 | 0.6023 | 0.0 | 0.9349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2585 | 0.0 | 0.0 | 0.8100 | 0.0 | 0.6473 | 0.1674 | 0.0 | nan | 0.0 | 0.2790 | 0.0 | 0.0 | 0.8745 | 0.8440 | 0.9106 | 0.0 | 0.0 | 0.0875 | 0.0 | nan | 0.5597 | 0.7818 | 0.2558 | 0.6593 | 0.1321 | nan | 0.1980 | 0.3907 | 0.0 | 0.7384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2201 | 0.0 | 0.0 | 0.6550 | 0.0 | 0.4454 | 0.1541 | 0.0 | nan | 0.0 | 0.1459 | 0.0 | 0.0 | 0.7737 | 0.6716 | 0.8494 | 0.0 | 0.0 | 0.0804 | 0.0 |
| 0.6843 | 20.0 | 2140 | 0.6734 | 0.2490 | 0.3017 | 0.7990 | nan | 0.6756 | 0.9455 | 0.4783 | 0.7881 | 0.2300 | nan | 0.3708 | 0.5272 | 0.0 | 0.9268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3415 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.5309 | 0.1064 | 0.0 | nan | 0.0 | 0.1958 | 0.0 | 0.0 | 0.8984 | 0.8616 | 0.8828 | 0.0 | 0.0 | 0.0131 | 0.0 | nan | 0.5749 | 0.8016 | 0.4521 | 0.6371 | 0.2040 | nan | 0.2474 | 0.4068 | 0.0 | 0.7496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2855 | 0.0 | 0.0 | 0.6350 | 0.0 | 0.3958 | 0.1030 | 0.0 | nan | 0.0 | 0.1338 | 0.0 | 0.0 | 0.7849 | 0.6948 | 0.8482 | 0.0 | 0.0 | 0.0127 | 0.0 |
| 0.6635 | 21.0 | 2247 | 0.6890 | 0.2588 | 0.3264 | 0.7921 | nan | 0.8326 | 0.8628 | 0.5588 | 0.8419 | 0.2679 | nan | 0.3243 | 0.6557 | 0.0 | 0.9472 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3776 | 0.0 | 0.0 | 0.7708 | 0.0 | 0.5574 | 0.1780 | 0.0 | nan | 0.0 | 0.3384 | 0.0 | 0.0 | 0.9255 | 0.8385 | 0.8964 | 0.0 | 0.0 | 0.2726 | 0.0 | nan | 0.5749 | 0.7876 | 0.4791 | 0.6054 | 0.2392 | nan | 0.1911 | 0.4287 | 0.0 | 0.7368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2660 | 0.0 | 0.0 | 0.6472 | 0.0 | 0.3842 | 0.1686 | 0.0 | nan | 0.0 | 0.2159 | 0.0 | 0.0 | 0.7949 | 0.7123 | 0.8570 | 0.0 | 0.0 | 0.1917 | 0.0 |
| 0.6789 | 22.0 | 2354 | 0.6569 | 0.2518 | 0.3098 | 0.8048 | nan | 0.6906 | 0.9488 | 0.2921 | 0.8276 | 0.2066 | nan | 0.3660 | 0.7073 | 0.0 | 0.9234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2937 | 0.0 | 0.0 | 0.8247 | 0.0 | 0.6251 | 0.1025 | 0.0 | nan | 0.0 | 0.2306 | 0.0 | 0.0 | 0.9155 | 0.8941 | 0.8789 | 0.0 | 0.0 | 0.1853 | 0.0 | nan | 0.5897 | 0.7929 | 0.2851 | 0.7088 | 0.1866 | nan | 0.2519 | 0.3796 | 0.0 | 0.7649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2501 | 0.0 | 0.0 | 0.6571 | 0.0 | 0.4087 | 0.0996 | 0.0 | nan | 0.0 | 0.1627 | 0.0 | 0.0 | 0.7933 | 0.7197 | 0.8451 | 0.0 | 0.0 | 0.1610 | 0.0 |
| 0.6454 | 23.0 | 2461 | 0.6744 | 0.2605 | 0.3209 | 0.8028 | nan | 0.7072 | 0.9467 | 0.5200 | 0.8210 | 0.1523 | nan | 0.3109 | 0.6300 | 0.0 | 0.8984 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5537 | 0.0 | 0.0 | 0.8196 | 0.0 | 0.5994 | 0.2228 | 0.0 | nan | 0.0 | 0.3040 | 0.0 | 0.0 | 0.9410 | 0.7925 | 0.9118 | 0.0 | 0.0 | 0.1383 | 0.0 | nan | 0.5906 | 0.8004 | 0.4780 | 0.7242 | 0.1412 | nan | 0.2191 | 0.3835 | 0.0 | 0.7780 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3617 | 0.0 | 0.0 | 0.6282 | 0.0 | 0.3930 | 0.2002 | 0.0 | nan | 0.0 | 0.1673 | 0.0 | 0.0 | 0.7889 | 0.7080 | 0.8552 | 0.0 | 0.0 | 0.1194 | 0.0 |
| 0.6038 | 24.0 | 2568 | 0.6785 | 0.2519 | 0.3080 | 0.7982 | nan | 0.6396 | 0.9585 | 0.4631 | 0.8241 | 0.1844 | nan | 0.3288 | 0.6904 | 0.0 | 0.9496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2838 | 0.0 | 0.0 | 0.8668 | 0.0 | 0.5447 | 0.1331 | 0.0 | nan | 0.0 | 0.1784 | 0.0 | 0.0 | 0.8765 | 0.8686 | 0.8889 | 0.0 | 0.0 | 0.1761 | 0.0 | nan | 0.5546 | 0.7909 | 0.4552 | 0.6615 | 0.1639 | nan | 0.2402 | 0.4092 | 0.0 | 0.7445 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2344 | 0.0 | 0.0 | 0.6467 | 0.0 | 0.3978 | 0.1283 | 0.0 | nan | 0.0 | 0.1413 | 0.0 | 0.0 | 0.7854 | 0.7015 | 0.8537 | 0.0 | 0.0 | 0.1505 | 0.0 |
| 0.5843 | 25.0 | 2675 | 0.6425 | 0.2625 | 0.3200 | 0.8138 | nan | 0.7555 | 0.9393 | 0.5554 | 0.8420 | 0.1744 | nan | 0.3761 | 0.6702 | 0.0 | 0.9562 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2860 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.5607 | 0.1917 | 0.0 | nan | 0.0 | 0.1636 | 0.0 | 0.0 | 0.9036 | 0.8870 | 0.9333 | 0.0 | 0.0 | 0.1841 | 0.0 | nan | 0.6111 | 0.8171 | 0.5276 | 0.6873 | 0.1643 | nan | 0.2403 | 0.4126 | 0.0 | 0.7284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2312 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.4188 | 0.1843 | 0.0 | nan | 0.0 | 0.1315 | 0.0 | 0.0 | 0.8117 | 0.7419 | 0.8673 | 0.0 | 0.0 | 0.1604 | 0.0 |
| 0.6123 | 26.0 | 2782 | 0.6211 | 0.2684 | 0.3346 | 0.8108 | nan | 0.7087 | 0.9396 | 0.7111 | 0.8640 | 0.2795 | nan | 0.3913 | 0.6719 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5103 | 0.0 | 0.0 | 0.8288 | 0.0 | 0.5326 | 0.1613 | 0.0 | nan | 0.0 | 0.2742 | 0.0 | 0.0 | 0.8939 | 0.9020 | 0.9356 | 0.0 | 0.0 | 0.1632 | 0.0 | nan | 0.6169 | 0.8093 | 0.5850 | 0.6558 | 0.2548 | nan | 0.2581 | 0.4340 | 0.0 | 0.7676 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3224 | 0.0 | 0.0 | 0.6583 | 0.0 | 0.3977 | 0.1580 | 0.0 | nan | 0.0 | 0.1779 | 0.0 | 0.0 | 0.7857 | 0.6936 | 0.8708 | 0.0 | 0.0 | 0.1444 | 0.0 |
| 0.6164 | 27.0 | 2889 | 0.6278 | 0.2692 | 0.3328 | 0.8106 | nan | 0.7301 | 0.9259 | 0.4546 | 0.8241 | 0.2859 | nan | 0.4266 | 0.7477 | 0.0 | 0.9314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4932 | 0.0 | 0.0 | 0.8171 | 0.0 | 0.6465 | 0.2815 | 0.0 | nan | 0.0 | 0.2226 | 0.0 | 0.0 | 0.9394 | 0.8207 | 0.9307 | 0.0 | 0.0 | 0.1704 | 0.0 | nan | 0.5995 | 0.8124 | 0.4500 | 0.6896 | 0.2528 | nan | 0.2576 | 0.4422 | 0.0 | 0.7626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3378 | 0.0 | 0.0 | 0.6537 | 0.0 | 0.4146 | 0.2460 | 0.0 | nan | 0.0 | 0.1643 | 0.0 | 0.0 | 0.7946 | 0.7199 | 0.8725 | 0.0 | 0.0 | 0.1457 | 0.0 |
| 0.5928 | 28.0 | 2996 | 0.6444 | 0.2560 | 0.3123 | 0.8032 | nan | 0.7225 | 0.9455 | 0.5826 | 0.7252 | 0.2540 | nan | 0.3636 | 0.6262 | 0.0 | 0.9521 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4389 | 0.0 | 0.0 | 0.8869 | 0.0 | 0.5355 | 0.2178 | 0.0 | nan | 0.0 | 0.1197 | 0.0 | 0.0 | 0.9124 | 0.7629 | 0.8912 | 0.0 | 0.0 | 0.0572 | 0.0 | nan | 0.6153 | 0.7979 | 0.4936 | 0.6398 | 0.2297 | nan | 0.2420 | 0.4290 | 0.0 | 0.7238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2985 | 0.0 | 0.0 | 0.6188 | 0.0 | 0.3818 | 0.1974 | 0.0 | nan | 0.0 | 0.1012 | 0.0 | 0.0 | 0.8042 | 0.7110 | 0.8555 | 0.0 | 0.0 | 0.0540 | 0.0 |
| 0.6063 | 29.0 | 3103 | 0.6164 | 0.2670 | 0.3287 | 0.8098 | nan | 0.7636 | 0.9203 | 0.5298 | 0.8515 | 0.2476 | nan | 0.3554 | 0.6410 | 0.0 | 0.9332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5947 | 0.0 | 0.0 | 0.8756 | 0.0 | 0.4557 | 0.1954 | 0.0 | nan | 0.0 | 0.1901 | 0.0 | 0.0 | 0.9170 | 0.8145 | 0.9374 | 0.0 | 0.0 | 0.2956 | 0.0 | nan | 0.6094 | 0.8098 | 0.4908 | 0.6464 | 0.2266 | nan | 0.2439 | 0.4621 | 0.0 | 0.7694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3324 | 0.0 | 0.0 | 0.6464 | 0.0 | 0.3436 | 0.1845 | 0.0 | nan | 0.0 | 0.1395 | 0.0 | 0.0 | 0.8088 | 0.7230 | 0.8753 | 0.0 | 0.0 | 0.2309 | 0.0 |
| 0.5813 | 30.0 | 3210 | 0.6119 | 0.2729 | 0.3411 | 0.8105 | nan | 0.6853 | 0.9401 | 0.6264 | 0.8606 | 0.2528 | nan | 0.4579 | 0.5719 | 0.0 | 0.9117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6665 | 0.0 | 0.0 | 0.7954 | 0.0 | 0.7055 | 0.1902 | 0.0 | nan | 0.0 | 0.2144 | 0.0 | 0.0 | 0.9307 | 0.8167 | 0.9228 | 0.0 | 0.0 | 0.3674 | 0.0 | nan | 0.6009 | 0.8068 | 0.5336 | 0.6663 | 0.2257 | nan | 0.2688 | 0.4321 | 0.0 | 0.7877 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3381 | 0.0 | 0.0 | 0.6567 | 0.0 | 0.3964 | 0.1782 | 0.0 | nan | 0.0 | 0.1573 | 0.0 | 0.0 | 0.8086 | 0.7333 | 0.8815 | 0.0 | 0.0 | 0.2611 | 0.0 |
| 0.5753 | 31.0 | 3317 | 0.6142 | 0.2692 | 0.3382 | 0.8144 | nan | 0.7397 | 0.9468 | 0.1591 | 0.8381 | 0.2301 | nan | 0.4275 | 0.6882 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6825 | 0.0 | 0.0 | 0.8008 | 0.0 | 0.5789 | 0.3769 | 0.0 | nan | 0.0 | 0.3456 | 0.0 | 0.0 | 0.9055 | 0.8430 | 0.9436 | 0.0 | 0.0 | 0.3874 | 0.0 | nan | 0.6312 | 0.8057 | 0.1547 | 0.6974 | 0.2115 | nan | 0.2538 | 0.4668 | 0.0 | 0.7752 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3349 | 0.0 | 0.0 | 0.6634 | 0.0 | 0.4402 | 0.3100 | 0.0 | nan | 0.0 | 0.1839 | 0.0 | 0.0 | 0.8163 | 0.7392 | 0.8800 | 0.0 | 0.0 | 0.2488 | 0.0 |
| 0.5493 | 32.0 | 3424 | 0.6291 | 0.2726 | 0.3368 | 0.8115 | nan | 0.6741 | 0.9459 | 0.5440 | 0.8585 | 0.2403 | nan | 0.3326 | 0.6183 | 0.0 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6009 | 0.0 | 0.0 | 0.8325 | 0.0 | 0.6410 | 0.3244 | 0.0 | nan | 0.0 | 0.2637 | 0.0 | 0.0 | 0.9228 | 0.8354 | 0.9401 | 0.0 | 0.0 | 0.2739 | 0.0 | nan | 0.5865 | 0.8026 | 0.5007 | 0.6228 | 0.2209 | nan | 0.2419 | 0.4515 | 0.0 | 0.7720 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3170 | 0.0 | 0.0 | 0.6730 | 0.0 | 0.4396 | 0.2779 | 0.0 | nan | 0.0 | 0.1709 | 0.0 | 0.0 | 0.8131 | 0.7372 | 0.8849 | 0.0 | 0.0 | 0.2112 | 0.0 |
| 0.572 | 33.0 | 3531 | 0.6095 | 0.2716 | 0.3339 | 0.8132 | nan | 0.7679 | 0.9161 | 0.4917 | 0.8535 | 0.2678 | nan | 0.3628 | 0.6298 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5765 | 0.0 | 0.0 | 0.8717 | 0.0 | 0.5620 | 0.3133 | 0.0 | nan | 0.0 | 0.2658 | 0.0 | 0.0 | 0.9195 | 0.8374 | 0.9406 | 0.0 | 0.0 | 0.1813 | 0.0 | nan | 0.6048 | 0.8106 | 0.4751 | 0.6478 | 0.2494 | nan | 0.2390 | 0.4547 | 0.0 | 0.7739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3014 | 0.0 | 0.0 | 0.6518 | 0.0 | 0.4310 | 0.2716 | 0.0 | nan | 0.0 | 0.1825 | 0.0 | 0.0 | 0.8197 | 0.7451 | 0.8871 | 0.0 | 0.0 | 0.1444 | 0.0 |
| 0.5659 | 34.0 | 3638 | 0.5995 | 0.2738 | 0.3390 | 0.8154 | nan | 0.7757 | 0.9180 | 0.4547 | 0.8543 | 0.2850 | nan | 0.4562 | 0.6517 | 0.0 | 0.9198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6006 | 0.0 | 0.0 | 0.8648 | 0.0 | 0.5829 | 0.3047 | 0.0 | nan | 0.0 | 0.3037 | 0.0 | 0.0 | 0.9198 | 0.7874 | 0.9499 | 0.0 | 0.0 | 0.2188 | 0.0 | nan | 0.6275 | 0.8164 | 0.4468 | 0.6083 | 0.2625 | nan | 0.2727 | 0.4371 | 0.0 | 0.7805 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3290 | 0.0 | 0.0 | 0.6634 | 0.0 | 0.4357 | 0.2797 | 0.0 | nan | 0.0 | 0.2018 | 0.0 | 0.0 | 0.8151 | 0.7264 | 0.8810 | 0.0 | 0.0 | 0.1772 | 0.0 |
| 0.5575 | 35.0 | 3745 | 0.5962 | 0.2682 | 0.3311 | 0.8191 | nan | 0.7740 | 0.9371 | 0.2343 | 0.8567 | 0.2454 | nan | 0.3847 | 0.7019 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6050 | 0.0 | 0.0 | 0.8382 | 0.0 | 0.5856 | 0.2783 | 0.0 | nan | 0.0 | 0.2568 | 0.0 | 0.0 | 0.9207 | 0.8675 | 0.9434 | 0.0 | 0.0 | 0.2367 | 0.0 | nan | 0.6334 | 0.8124 | 0.2298 | 0.6599 | 0.2273 | nan | 0.2663 | 0.4582 | 0.0 | 0.7808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3277 | 0.0 | 0.0 | 0.6675 | 0.0 | 0.4400 | 0.2565 | 0.0 | nan | 0.0 | 0.1763 | 0.0 | 0.0 | 0.8190 | 0.7467 | 0.8883 | 0.0 | 0.0 | 0.1938 | 0.0 |
| 0.5385 | 36.0 | 3852 | 0.6016 | 0.2774 | 0.3421 | 0.8201 | nan | 0.7738 | 0.9329 | 0.5348 | 0.8502 | 0.2559 | nan | 0.4350 | 0.6830 | 0.0 | 0.9382 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5540 | 0.0 | 0.0 | 0.8252 | 0.0 | 0.5325 | 0.3373 | 0.0 | nan | 0.0 | 0.2487 | 0.0 | 0.0 | 0.9255 | 0.8700 | 0.9223 | 0.0 | 0.0 | 0.3264 | 0.0 | nan | 0.6329 | 0.8225 | 0.5163 | 0.6751 | 0.2349 | nan | 0.2794 | 0.4422 | 0.0 | 0.7515 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2940 | 0.0 | 0.0 | 0.6535 | 0.0 | 0.4284 | 0.2885 | 0.0 | nan | 0.0 | 0.1702 | 0.0 | 0.0 | 0.8221 | 0.7615 | 0.8847 | 0.0 | 0.0 | 0.2205 | 0.0 |
| 0.5514 | 37.0 | 3959 | 0.5875 | 0.2765 | 0.3385 | 0.8182 | nan | 0.7511 | 0.9456 | 0.7456 | 0.8527 | 0.1887 | nan | 0.3801 | 0.6007 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5184 | 0.0 | 0.0 | 0.8594 | 0.0 | 0.5793 | 0.3400 | 0.0 | nan | 0.0 | 0.2364 | 0.0 | 0.0 | 0.9123 | 0.8157 | 0.9486 | 0.0 | 0.0005 | 0.2218 | 0.0 | nan | 0.6242 | 0.8136 | 0.6078 | 0.6635 | 0.1786 | nan | 0.2639 | 0.4478 | 0.0 | 0.7892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2984 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.4149 | 0.2929 | 0.0 | nan | 0.0 | 0.1679 | 0.0 | 0.0 | 0.8203 | 0.7379 | 0.8733 | 0.0 | 0.0005 | 0.1913 | 0.0 |
| 0.5646 | 38.0 | 4066 | 0.5851 | 0.2778 | 0.3461 | 0.8213 | nan | 0.7679 | 0.9433 | 0.2984 | 0.8542 | 0.2606 | nan | 0.4306 | 0.6745 | 0.0 | 0.9418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6483 | 0.0 | 0.0 | 0.7969 | 0.0 | 0.6172 | 0.4199 | 0.0 | nan | 0.0 | 0.3028 | 0.0 | 0.0 | 0.9174 | 0.8176 | 0.9435 | 0.0 | 0.0 | 0.4390 | 0.0 | nan | 0.6480 | 0.8126 | 0.2820 | 0.6944 | 0.2379 | nan | 0.2893 | 0.4644 | 0.0 | 0.7608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3057 | 0.0 | 0.0 | 0.6647 | 0.0 | 0.4662 | 0.3524 | 0.0 | nan | 0.0 | 0.2084 | 0.0 | 0.0 | 0.8224 | 0.7383 | 0.8829 | 0.0 | 0.0 | 0.2589 | 0.0 |
| 0.5159 | 39.0 | 4173 | 0.5972 | 0.2695 | 0.3261 | 0.8223 | nan | 0.8123 | 0.9386 | 0.1507 | 0.8524 | 0.2827 | nan | 0.3794 | 0.5939 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5320 | 0.0 | 0.0 | 0.8163 | 0.0 | 0.5226 | 0.2399 | 0.0 | nan | 0.0 | 0.2565 | 0.0 | 0.0 | 0.9301 | 0.8507 | 0.9229 | 0.0 | 0.0343 | 0.3888 | 0.0 | nan | 0.6372 | 0.8230 | 0.1498 | 0.7153 | 0.2585 | nan | 0.2692 | 0.4527 | 0.0 | 0.7899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3226 | 0.0 | 0.0 | 0.6551 | 0.0 | 0.4115 | 0.2302 | 0.0 | nan | 0.0 | 0.1851 | 0.0 | 0.0 | 0.8199 | 0.7428 | 0.8828 | 0.0 | 0.0338 | 0.2433 | 0.0 |
| 0.5437 | 40.0 | 4280 | 0.6458 | 0.2638 | 0.3251 | 0.8133 | nan | 0.7190 | 0.9530 | 0.1568 | 0.8506 | 0.2216 | nan | 0.3876 | 0.6859 | 0.0 | 0.9265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5604 | 0.0 | 0.0 | 0.8024 | 0.0 | 0.5051 | 0.3324 | 0.0 | nan | 0.0 | 0.3104 | 0.0 | 0.0 | 0.9478 | 0.7896 | 0.9378 | 0.0 | 0.0034 | 0.3133 | 0.0 | nan | 0.6243 | 0.8034 | 0.1541 | 0.6898 | 0.2043 | nan | 0.2718 | 0.4106 | 0.0 | 0.7866 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3329 | 0.0 | 0.0 | 0.6448 | 0.0 | 0.3972 | 0.2899 | 0.0 | nan | 0.0 | 0.2032 | 0.0 | 0.0 | 0.8065 | 0.7190 | 0.8874 | 0.0 | 0.0033 | 0.2121 | 0.0 |
| 0.4939 | 41.0 | 4387 | 0.5953 | 0.2727 | 0.3344 | 0.8254 | nan | 0.7959 | 0.9461 | 0.1852 | 0.8392 | 0.2900 | nan | 0.4223 | 0.6795 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6097 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.4823 | 0.3292 | 0.0 | nan | 0.0 | 0.3134 | 0.0 | 0.0 | 0.9086 | 0.8670 | 0.9295 | 0.0 | 0.0145 | 0.2979 | 0.0 | nan | 0.6661 | 0.8216 | 0.1796 | 0.7319 | 0.2653 | nan | 0.2834 | 0.4419 | 0.0 | 0.7931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3199 | 0.0 | 0.0 | 0.6450 | 0.0 | 0.3787 | 0.2909 | 0.0 | nan | 0.0 | 0.2106 | 0.0 | 0.0 | 0.8306 | 0.7667 | 0.8830 | 0.0 | 0.0140 | 0.2050 | 0.0 |
| 0.506 | 42.0 | 4494 | 0.5911 | 0.2708 | 0.3345 | 0.8198 | nan | 0.7873 | 0.9425 | 0.2025 | 0.8426 | 0.2298 | nan | 0.4588 | 0.6948 | 0.0 | 0.9262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6237 | 0.0 | 0.0 | 0.8128 | 0.0 | 0.5311 | 0.3261 | 0.0 | nan | 0.0 | 0.2602 | 0.0 | 0.0 | 0.9298 | 0.8085 | 0.9480 | 0.0 | 0.0 | 0.3804 | 0.0 | nan | 0.6450 | 0.8105 | 0.1975 | 0.7161 | 0.2125 | nan | 0.2897 | 0.4452 | 0.0 | 0.7978 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3305 | 0.0 | 0.0 | 0.6536 | 0.0 | 0.3841 | 0.2815 | 0.0 | nan | 0.0 | 0.1810 | 0.0 | 0.0 | 0.8288 | 0.7434 | 0.8883 | 0.0 | 0.0 | 0.2588 | 0.0 |
| 0.509 | 43.0 | 4601 | 0.5833 | 0.2868 | 0.3498 | 0.8205 | nan | 0.7739 | 0.9379 | 0.5441 | 0.8511 | 0.2662 | nan | 0.4565 | 0.6319 | 0.0 | 0.9412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5537 | 0.0 | 0.0 | 0.8590 | 0.0 | 0.4568 | 0.4407 | 0.0 | nan | 0.0 | 0.3014 | 0.0 | 0.0 | 0.8854 | 0.8643 | 0.9519 | 0.0 | 0.2006 | 0.2775 | 0.0 | nan | 0.6424 | 0.8171 | 0.5156 | 0.6938 | 0.2412 | nan | 0.2817 | 0.4313 | 0.0 | 0.7883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3691 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.3882 | 0.3200 | 0.0 | nan | 0.0 | 0.1917 | 0.0 | 0.0 | 0.8231 | 0.7458 | 0.8888 | 0.0 | 0.1764 | 0.2126 | 0.0 |
| 0.492 | 44.0 | 4708 | 0.5778 | 0.2894 | 0.3492 | 0.8279 | nan | 0.7784 | 0.9384 | 0.4728 | 0.8394 | 0.3692 | nan | 0.4454 | 0.6222 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6000 | 0.0 | 0.0 | 0.8719 | 0.0 | 0.5171 | 0.3511 | 0.0 | nan | 0.0 | 0.2849 | 0.0 | 0.0 | 0.9081 | 0.8644 | 0.9380 | 0.0 | 0.1613 | 0.2784 | 0.0 | nan | 0.6517 | 0.8181 | 0.4574 | 0.7044 | 0.3303 | nan | 0.2926 | 0.4394 | 0.0 | 0.7927 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3677 | 0.0 | 0.0 | 0.6662 | 0.0 | 0.3997 | 0.2946 | 0.0 | nan | 0.0 | 0.1834 | 0.0 | 0.0 | 0.8346 | 0.7660 | 0.8938 | 0.0 | 0.1488 | 0.2201 | 0.0 |
| 0.4965 | 45.0 | 4815 | 0.5756 | 0.2907 | 0.3584 | 0.8280 | nan | 0.7832 | 0.9404 | 0.5044 | 0.8364 | 0.3479 | nan | 0.4872 | 0.6981 | 0.0 | 0.9539 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5872 | 0.0 | 0.0 | 0.8024 | 0.0 | 0.5819 | 0.4517 | 0.0 | nan | 0.0 | 0.3394 | 0.0 | 0.0 | 0.9036 | 0.8622 | 0.9505 | 0.0 | 0.0307 | 0.4088 | 0.0 | nan | 0.6637 | 0.8233 | 0.4888 | 0.7297 | 0.3113 | nan | 0.2962 | 0.4542 | 0.0 | 0.7496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3476 | 0.0 | 0.0 | 0.6544 | 0.0 | 0.4196 | 0.3478 | 0.0 | nan | 0.0 | 0.2141 | 0.0 | 0.0 | 0.8337 | 0.7634 | 0.8923 | 0.0 | 0.0300 | 0.2841 | 0.0 |
| 0.5002 | 46.0 | 4922 | 0.5911 | 0.2876 | 0.3519 | 0.8241 | nan | 0.7498 | 0.9490 | 0.6335 | 0.8538 | 0.2570 | nan | 0.4053 | 0.6984 | 0.0 | 0.9179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6869 | 0.0 | 0.0 | 0.8449 | 0.0 | 0.5818 | 0.3487 | 0.0 | nan | 0.0 | 0.3070 | 0.0 | 0.0 | 0.9241 | 0.8325 | 0.9416 | 0.0 | 0.0284 | 0.2998 | 0.0 | nan | 0.6405 | 0.8102 | 0.5883 | 0.7132 | 0.2382 | nan | 0.2768 | 0.4374 | 0.0 | 0.8038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3840 | 0.0 | 0.0 | 0.6677 | 0.0 | 0.4052 | 0.2988 | 0.0 | nan | 0.0 | 0.2030 | 0.0 | 0.0 | 0.8288 | 0.7556 | 0.8939 | 0.0 | 0.0275 | 0.2317 | 0.0 |
| 0.4593 | 47.0 | 5029 | 0.5917 | 0.2826 | 0.3528 | 0.8187 | nan | 0.7586 | 0.9405 | 0.7273 | 0.8595 | 0.2065 | nan | 0.4141 | 0.6501 | 0.0 | 0.9297 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7871 | 0.0 | 0.0 | 0.8608 | 0.0 | 0.5563 | 0.4812 | 0.0 | nan | 0.0 | 0.2866 | 0.0 | 0.0 | 0.9116 | 0.7873 | 0.9549 | 0.0 | 0.0086 | 0.1702 | 0.0 | nan | 0.6428 | 0.8118 | 0.6553 | 0.6713 | 0.1926 | nan | 0.2664 | 0.4467 | 0.0 | 0.7903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3458 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.4026 | 0.3809 | 0.0 | nan | 0.0 | 0.1806 | 0.0 | 0.0 | 0.8257 | 0.7325 | 0.8904 | 0.0 | 0.0085 | 0.1427 | 0.0 |
| 0.4918 | 48.0 | 5136 | 0.5844 | 0.2867 | 0.3512 | 0.8249 | nan | 0.7452 | 0.9517 | 0.6479 | 0.8534 | 0.2971 | nan | 0.4271 | 0.6779 | 0.0 | 0.9265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6756 | 0.0 | 0.0 | 0.8596 | 0.0 | 0.5569 | 0.3076 | 0.0 | nan | 0.0 | 0.2851 | 0.0 | 0.0 | 0.9064 | 0.8252 | 0.9511 | 0.0 | 0.0297 | 0.3125 | 0.0 | nan | 0.6504 | 0.8138 | 0.5866 | 0.6861 | 0.2693 | nan | 0.2809 | 0.4518 | 0.0 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3514 | 0.0 | 0.0 | 0.6628 | 0.0 | 0.3947 | 0.2834 | 0.0 | nan | 0.0 | 0.1980 | 0.0 | 0.0 | 0.8343 | 0.7573 | 0.8914 | 0.0 | 0.0293 | 0.2353 | 0.0 |
| 0.4964 | 49.0 | 5243 | 0.6075 | 0.2763 | 0.3394 | 0.8260 | nan | 0.8158 | 0.9484 | 0.1481 | 0.8338 | 0.2194 | nan | 0.4162 | 0.6461 | 0.0 | 0.9305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6198 | 0.0 | 0.0 | 0.8643 | 0.0 | 0.6049 | 0.5862 | 0.0 | nan | 0.0 | 0.3021 | 0.0 | 0.0 | 0.8990 | 0.8118 | 0.9415 | 0.0 | 0.0430 | 0.2289 | 0.0 | nan | 0.6691 | 0.8134 | 0.1461 | 0.7553 | 0.2065 | nan | 0.2807 | 0.4379 | 0.0 | 0.7924 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3316 | 0.0 | 0.0 | 0.6698 | 0.0 | 0.4370 | 0.4026 | 0.0 | nan | 0.0 | 0.2042 | 0.0 | 0.0 | 0.8254 | 0.7464 | 0.8863 | 0.0 | 0.0412 | 0.1961 | 0.0 |
| 0.5269 | 50.0 | 5350 | 0.5908 | 0.2872 | 0.3517 | 0.8275 | nan | 0.7844 | 0.9384 | 0.4184 | 0.8534 | 0.2576 | nan | 0.4853 | 0.6334 | 0.0 | 0.9291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7341 | 0.0 | 0.0 | 0.8757 | 0.0 | 0.5056 | 0.4892 | 0.0 | nan | 0.0 | 0.3070 | 0.0 | 0.0 | 0.9109 | 0.8654 | 0.9529 | 0.0 | 0.0719 | 0.2414 | 0.0 | nan | 0.6483 | 0.8192 | 0.4170 | 0.6947 | 0.2399 | nan | 0.2972 | 0.4607 | 0.0 | 0.7964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3577 | 0.0 | 0.0 | 0.6746 | 0.0 | 0.4162 | 0.3866 | 0.0 | nan | 0.0 | 0.2110 | 0.0 | 0.0 | 0.8339 | 0.7680 | 0.8941 | 0.0 | 0.0691 | 0.2074 | 0.0 |
| 0.4802 | 51.0 | 5457 | 0.5712 | 0.2837 | 0.3464 | 0.8255 | nan | 0.8403 | 0.9234 | 0.5830 | 0.8358 | 0.3140 | nan | 0.4449 | 0.6503 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7235 | 0.0 | 0.0 | 0.8929 | 0.0 | 0.5109 | 0.3872 | 0.0 | nan | 0.0 | 0.2343 | 0.0 | 0.0 | 0.9138 | 0.7883 | 0.9594 | 0.0 | 0.0271 | 0.1250 | 0.0 | nan | 0.6763 | 0.8123 | 0.5638 | 0.6999 | 0.2848 | nan | 0.2960 | 0.4551 | 0.0 | 0.7899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3364 | 0.0 | 0.0 | 0.6579 | 0.0 | 0.4071 | 0.3440 | 0.0 | nan | 0.0 | 0.1751 | 0.0 | 0.0 | 0.8265 | 0.7311 | 0.8846 | 0.0 | 0.0266 | 0.1127 | 0.0 |
| 0.4695 | 52.0 | 5564 | 0.5993 | 0.2815 | 0.3477 | 0.8202 | nan | 0.7433 | 0.9466 | 0.3654 | 0.8687 | 0.2254 | nan | 0.4466 | 0.6632 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7149 | 0.0 | 0.0 | 0.8300 | 0.0 | 0.5175 | 0.4682 | 0.0 | nan | 0.0 | 0.3419 | 0.0 | 0.0 | 0.9250 | 0.8074 | 0.9329 | 0.0 | 0.0434 | 0.3532 | 0.0 | nan | 0.6338 | 0.8101 | 0.3587 | 0.6763 | 0.2116 | nan | 0.2961 | 0.4354 | 0.0 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3688 | 0.0 | 0.0 | 0.6543 | 0.0 | 0.4152 | 0.3928 | 0.0 | nan | 0.0 | 0.2239 | 0.0 | 0.0 | 0.8275 | 0.7419 | 0.8949 | 0.0 | 0.0419 | 0.2411 | 0.0 |
| 0.4922 | 53.0 | 5671 | 0.6016 | 0.2920 | 0.3666 | 0.8225 | nan | 0.7667 | 0.9288 | 0.6087 | 0.8794 | 0.3013 | nan | 0.4562 | 0.6185 | 0.0 | 0.9306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7977 | 0.0 | 0.0 | 0.8122 | 0.0 | 0.5192 | 0.5661 | 0.0 | nan | 0.0 | 0.3506 | 0.0 | 0.0 | 0.8941 | 0.9025 | 0.9439 | 0.0 | 0.0648 | 0.3892 | 0.0 | nan | 0.6348 | 0.8233 | 0.5651 | 0.6433 | 0.2803 | nan | 0.3000 | 0.4514 | 0.0 | 0.7950 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3560 | 0.0 | 0.0 | 0.6593 | 0.0 | 0.4181 | 0.4241 | 0.0 | nan | 0.0 | 0.2173 | 0.0 | 0.0 | 0.8134 | 0.7252 | 0.8969 | 0.0 | 0.0619 | 0.2772 | 0.0 |
| 0.4709 | 54.0 | 5778 | 0.5587 | 0.2946 | 0.3657 | 0.8311 | nan | 0.7967 | 0.9329 | 0.4847 | 0.8545 | 0.3175 | nan | 0.4448 | 0.6138 | 0.0 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8397 | 0.0 | 0.0 | 0.8578 | 0.0 | 0.5495 | 0.5639 | 0.0 | nan | 0.0 | 0.3570 | 0.0 | 0.0 | 0.9111 | 0.8728 | 0.9307 | 0.0 | 0.0570 | 0.3867 | 0.0 | nan | 0.6590 | 0.8228 | 0.4692 | 0.6922 | 0.2950 | nan | 0.2932 | 0.4459 | 0.0 | 0.8035 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3522 | 0.0 | 0.0 | 0.6746 | 0.0 | 0.4287 | 0.4372 | 0.0 | nan | 0.0 | 0.2235 | 0.0 | 0.0 | 0.8385 | 0.7684 | 0.8894 | 0.0 | 0.0516 | 0.2812 | 0.0 |
| 0.4817 | 55.0 | 5885 | 0.5667 | 0.2937 | 0.3562 | 0.8281 | nan | 0.7432 | 0.9461 | 0.5829 | 0.8569 | 0.2769 | nan | 0.4648 | 0.6192 | 0.0 | 0.9399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6915 | 0.0 | 0.0 | 0.8736 | 0.0 | 0.5043 | 0.3381 | 0.0 | nan | 0.0 | 0.2935 | 0.0 | 0.0 | 0.9209 | 0.8639 | 0.9472 | 0.0 | 0.1859 | 0.3488 | 0.0 | nan | 0.6405 | 0.8191 | 0.5462 | 0.6840 | 0.2586 | nan | 0.2955 | 0.4549 | 0.0 | 0.8026 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3554 | 0.0 | 0.0 | 0.6683 | 0.0 | 0.4009 | 0.3136 | 0.0 | nan | 0.0 | 0.2126 | 0.0 | 0.0 | 0.8331 | 0.7734 | 0.9009 | 0.0 | 0.1641 | 0.2759 | 0.0 |
| 0.4595 | 56.0 | 5992 | 0.5874 | 0.2862 | 0.3506 | 0.8218 | nan | 0.7450 | 0.9434 | 0.5648 | 0.8383 | 0.3200 | nan | 0.3914 | 0.6522 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7153 | 0.0 | 0.0 | 0.8812 | 0.0 | 0.5688 | 0.4178 | 0.0 | nan | 0.0 | 0.2323 | 0.0 | 0.0 | 0.8861 | 0.8754 | 0.9452 | 0.0 | 0.1441 | 0.1669 | 0.0 | nan | 0.6567 | 0.8024 | 0.5299 | 0.6787 | 0.2926 | nan | 0.2783 | 0.4446 | 0.0 | 0.8096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3941 | 0.0 | 0.0 | 0.6572 | 0.0 | 0.3749 | 0.3000 | 0.0 | nan | 0.0 | 0.1759 | 0.0 | 0.0 | 0.8286 | 0.7613 | 0.8968 | 0.0 | 0.1304 | 0.1454 | 0.0 |
| 0.4972 | 57.0 | 6099 | 0.5801 | 0.2977 | 0.3694 | 0.8266 | nan | 0.7642 | 0.9442 | 0.6982 | 0.8707 | 0.2118 | nan | 0.3879 | 0.6958 | 0.0 | 0.9321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8075 | 0.0 | 0.0 | 0.8488 | 0.0 | 0.5833 | 0.5695 | 0.0 | nan | 0.0 | 0.3265 | 0.0 | 0.0 | 0.9050 | 0.8626 | 0.9449 | 0.0 | 0.1085 | 0.3580 | 0.0 | nan | 0.6488 | 0.8123 | 0.6271 | 0.6730 | 0.1990 | nan | 0.2857 | 0.4630 | 0.0 | 0.8064 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3915 | 0.0 | 0.0 | 0.6675 | 0.0 | 0.4207 | 0.4152 | 0.0 | nan | 0.0 | 0.2344 | 0.0 | 0.0 | 0.8336 | 0.7738 | 0.8985 | 0.0 | 0.0953 | 0.2798 | 0.0 |
| 0.4297 | 58.0 | 6206 | 0.5944 | 0.2996 | 0.3705 | 0.8216 | nan | 0.7302 | 0.9322 | 0.6533 | 0.8923 | 0.2638 | nan | 0.4137 | 0.6574 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7123 | 0.0 | 0.0 | 0.8174 | 0.0 | 0.5952 | 0.5885 | 0.0 | nan | 0.0 | 0.3330 | 0.0 | 0.0 | 0.9268 | 0.8476 | 0.9462 | 0.0 | 0.2844 | 0.3339 | 0.0 | nan | 0.6223 | 0.8119 | 0.6034 | 0.5998 | 0.2447 | nan | 0.2997 | 0.4546 | 0.0 | 0.8171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4156 | 0.0 | 0.0 | 0.6598 | 0.0 | 0.4330 | 0.4211 | 0.0 | nan | 0.0 | 0.2281 | 0.0 | 0.0 | 0.8336 | 0.7715 | 0.9005 | 0.0 | 0.2255 | 0.2440 | 0.0 |
| 0.4257 | 59.0 | 6313 | 0.6031 | 0.2902 | 0.3587 | 0.8230 | nan | 0.7653 | 0.9239 | 0.6527 | 0.8916 | 0.2514 | nan | 0.4532 | 0.6997 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6646 | 0.0 | 0.0 | 0.8832 | 0.0 | 0.5420 | 0.4346 | 0.0 | nan | 0.0 | 0.3438 | 0.0 | 0.0 | 0.9162 | 0.8358 | 0.9575 | 0.0 | 0.1414 | 0.1839 | 0.0 | nan | 0.6284 | 0.8186 | 0.6079 | 0.6227 | 0.2397 | nan | 0.2999 | 0.4397 | 0.0 | 0.8057 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3776 | 0.0 | 0.0 | 0.6643 | 0.0 | 0.4166 | 0.3533 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8395 | 0.7679 | 0.8974 | 0.0 | 0.1223 | 0.1599 | 0.0 |
| 0.4296 | 60.0 | 6420 | 0.5946 | 0.2944 | 0.3624 | 0.8258 | nan | 0.7561 | 0.9474 | 0.6031 | 0.8511 | 0.2484 | nan | 0.3636 | 0.7135 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7552 | 0.0 | 0.0 | 0.8357 | 0.0 | 0.5080 | 0.4909 | 0.0 | nan | 0.0 | 0.3729 | 0.0 | 0.0 | 0.9267 | 0.8464 | 0.9518 | 0.0 | 0.1229 | 0.3694 | 0.0 | nan | 0.6454 | 0.8089 | 0.5664 | 0.6767 | 0.2304 | nan | 0.2676 | 0.4330 | 0.0 | 0.8101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4132 | 0.0 | 0.0 | 0.6672 | 0.0 | 0.4207 | 0.3790 | 0.0 | nan | 0.0 | 0.2213 | 0.0 | 0.0 | 0.8356 | 0.7718 | 0.9003 | 0.0 | 0.1051 | 0.2681 | 0.0 |
| 0.4466 | 61.0 | 6527 | 0.5980 | 0.3001 | 0.3642 | 0.8282 | nan | 0.7422 | 0.9441 | 0.6934 | 0.8674 | 0.2867 | nan | 0.4244 | 0.6455 | 0.0 | 0.9306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6763 | 0.0 | 0.0 | 0.8719 | 0.0 | 0.5553 | 0.4299 | 0.0 | nan | 0.0 | 0.2880 | 0.0 | 0.0 | 0.9100 | 0.8833 | 0.9525 | 0.0 | 0.2727 | 0.2809 | 0.0 | nan | 0.6374 | 0.8179 | 0.6350 | 0.6721 | 0.2686 | nan | 0.2882 | 0.4531 | 0.0 | 0.8191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4176 | 0.0 | 0.0 | 0.6744 | 0.0 | 0.4024 | 0.3371 | 0.0 | nan | 0.0 | 0.1962 | 0.0 | 0.0 | 0.8345 | 0.7681 | 0.9003 | 0.0 | 0.2299 | 0.2500 | 0.0 |
| 0.4241 | 62.0 | 6634 | 0.5839 | 0.2995 | 0.3691 | 0.8287 | nan | 0.7865 | 0.9340 | 0.6469 | 0.8640 | 0.2307 | nan | 0.4864 | 0.6815 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7356 | 0.0 | 0.0 | 0.8697 | 0.0 | 0.5722 | 0.5777 | 0.0 | nan | 0.0 | 0.3104 | 0.0 | 0.0 | 0.8992 | 0.8627 | 0.9563 | 0.0 | 0.1362 | 0.3268 | 0.0 | nan | 0.6410 | 0.8222 | 0.6152 | 0.6686 | 0.2212 | nan | 0.3016 | 0.4654 | 0.0 | 0.8115 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3924 | 0.0 | 0.0 | 0.6780 | 0.0 | 0.4340 | 0.4100 | 0.0 | nan | 0.0 | 0.2163 | 0.0 | 0.0 | 0.8374 | 0.7735 | 0.8996 | 0.0 | 0.1217 | 0.2751 | 0.0 |
| 0.4301 | 63.0 | 6741 | 0.5800 | 0.2924 | 0.3520 | 0.8283 | nan | 0.7768 | 0.9481 | 0.5269 | 0.8604 | 0.2304 | nan | 0.4541 | 0.5774 | 0.0 | 0.9296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6931 | 0.0 | 0.0 | 0.8854 | 0.0 | 0.5592 | 0.3688 | 0.0 | nan | 0.0 | 0.2901 | 0.0 | 0.0 | 0.9181 | 0.8332 | 0.9422 | 0.0 | 0.2659 | 0.2051 | 0.0 | nan | 0.6594 | 0.8162 | 0.5133 | 0.7126 | 0.2168 | nan | 0.2955 | 0.4311 | 0.0 | 0.8130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3954 | 0.0 | 0.0 | 0.6715 | 0.0 | 0.3933 | 0.3227 | 0.0 | nan | 0.0 | 0.2063 | 0.0 | 0.0 | 0.8385 | 0.7662 | 0.9011 | 0.0 | 0.2251 | 0.1793 | 0.0 |
| 0.4282 | 64.0 | 6848 | 0.5546 | 0.2960 | 0.3590 | 0.8307 | nan | 0.7868 | 0.9365 | 0.6291 | 0.8655 | 0.2797 | nan | 0.4857 | 0.6495 | 0.0 | 0.9440 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6531 | 0.0 | 0.0 | 0.8811 | 0.0 | 0.5376 | 0.4277 | 0.0 | nan | 0.0 | 0.2711 | 0.0 | 0.0 | 0.9272 | 0.8346 | 0.9506 | 0.0 | 0.2383 | 0.1889 | 0.0 | nan | 0.6604 | 0.8267 | 0.5860 | 0.6907 | 0.2597 | nan | 0.3043 | 0.4349 | 0.0 | 0.8033 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3992 | 0.0 | 0.0 | 0.6664 | 0.0 | 0.4137 | 0.3631 | 0.0 | nan | 0.0 | 0.1893 | 0.0 | 0.0 | 0.8362 | 0.7675 | 0.9011 | 0.0 | 0.1973 | 0.1722 | 0.0 |
| 0.4217 | 65.0 | 6955 | 0.5678 | 0.3011 | 0.3648 | 0.8301 | nan | 0.7971 | 0.9362 | 0.6074 | 0.8616 | 0.2837 | nan | 0.4557 | 0.6452 | 0.0 | 0.9430 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6666 | 0.0 | 0.0 | 0.8609 | 0.0 | 0.5462 | 0.4516 | 0.0 | nan | 0.0 | 0.3334 | 0.0 | 0.0 | 0.9182 | 0.8233 | 0.9599 | 0.0 | 0.2847 | 0.2985 | 0.0 | nan | 0.6547 | 0.8215 | 0.5730 | 0.7057 | 0.2655 | nan | 0.2969 | 0.4596 | 0.0 | 0.7902 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3813 | 0.0 | 0.0 | 0.6660 | 0.0 | 0.4061 | 0.3796 | 0.0 | nan | 0.0 | 0.2260 | 0.0 | 0.0 | 0.8349 | 0.7645 | 0.8985 | 0.0 | 0.2453 | 0.2659 | 0.0 |
| 0.4464 | 66.0 | 7062 | 0.5729 | 0.3010 | 0.3652 | 0.8313 | nan | 0.7799 | 0.9313 | 0.5977 | 0.8700 | 0.3423 | nan | 0.4580 | 0.6002 | 0.0 | 0.9398 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5995 | 0.0 | 0.0 | 0.8886 | 0.0 | 0.5401 | 0.5306 | 0.0 | nan | 0.0 | 0.3340 | 0.0 | 0.0 | 0.9036 | 0.8522 | 0.9591 | 0.0 | 0.2789 | 0.2821 | 0.0 | nan | 0.6616 | 0.8237 | 0.5684 | 0.6686 | 0.3166 | nan | 0.3077 | 0.4360 | 0.0 | 0.8019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3915 | 0.0 | 0.0 | 0.6702 | 0.0 | 0.4127 | 0.3736 | 0.0 | nan | 0.0 | 0.2210 | 0.0 | 0.0 | 0.8325 | 0.7774 | 0.8983 | 0.0 | 0.2219 | 0.2476 | 0.0 |
| 0.4301 | 67.0 | 7169 | 0.5685 | 0.3014 | 0.3645 | 0.8338 | nan | 0.7739 | 0.9469 | 0.6631 | 0.8587 | 0.3149 | nan | 0.4595 | 0.6357 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6059 | 0.0 | 0.0 | 0.8867 | 0.0 | 0.5642 | 0.5072 | 0.0 | nan | 0.0 | 0.2801 | 0.0 | 0.0 | 0.9005 | 0.8686 | 0.9538 | 0.0 | 0.2690 | 0.2390 | 0.0 | nan | 0.6602 | 0.8274 | 0.6195 | 0.7196 | 0.2892 | nan | 0.3109 | 0.4324 | 0.0 | 0.8114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3900 | 0.0 | 0.0 | 0.6722 | 0.0 | 0.4242 | 0.3639 | 0.0 | nan | 0.0 | 0.2029 | 0.0 | 0.0 | 0.8328 | 0.7705 | 0.8975 | 0.0 | 0.2093 | 0.2123 | 0.0 |
| 0.4372 | 68.0 | 7276 | 0.5774 | 0.3001 | 0.3620 | 0.8331 | nan | 0.8014 | 0.9429 | 0.5934 | 0.8543 | 0.2700 | nan | 0.4604 | 0.6515 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7000 | 0.0 | 0.0 | 0.8804 | 0.0 | 0.5757 | 0.4549 | 0.0 | nan | 0.0 | 0.2809 | 0.0 | 0.0 | 0.9107 | 0.8576 | 0.9436 | 0.0 | 0.2058 | 0.2682 | 0.0 | nan | 0.6612 | 0.8234 | 0.5769 | 0.7374 | 0.2506 | nan | 0.2950 | 0.4312 | 0.0 | 0.8122 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4148 | 0.0 | 0.0 | 0.6733 | 0.0 | 0.4192 | 0.3731 | 0.0 | nan | 0.0 | 0.2016 | 0.0 | 0.0 | 0.8396 | 0.7792 | 0.9010 | 0.0 | 0.1768 | 0.2359 | 0.0 |
| 0.4152 | 69.0 | 7383 | 0.5865 | 0.2997 | 0.3656 | 0.8304 | nan | 0.7695 | 0.9499 | 0.5623 | 0.8607 | 0.2533 | nan | 0.4527 | 0.6812 | 0.0 | 0.9392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7690 | 0.0 | 0.0 | 0.8475 | 0.0 | 0.5371 | 0.5074 | 0.0 | nan | 0.0 | 0.3253 | 0.0 | 0.0 | 0.9251 | 0.8096 | 0.9561 | 0.0 | 0.1738 | 0.3779 | 0.0 | nan | 0.6567 | 0.8192 | 0.5492 | 0.7168 | 0.2357 | nan | 0.2922 | 0.4481 | 0.0 | 0.8000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4081 | 0.0 | 0.0 | 0.6716 | 0.0 | 0.4078 | 0.4154 | 0.0 | nan | 0.0 | 0.2236 | 0.0 | 0.0 | 0.8347 | 0.7605 | 0.8992 | 0.0 | 0.1559 | 0.2954 | 0.0 |
| 0.3752 | 70.0 | 7490 | 0.5815 | 0.2986 | 0.3657 | 0.8312 | nan | 0.7869 | 0.9356 | 0.6206 | 0.8688 | 0.3233 | nan | 0.4608 | 0.6776 | 0.0 | 0.9427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7906 | 0.0 | 0.0 | 0.8797 | 0.0 | 0.5149 | 0.4586 | 0.0 | nan | 0.0 | 0.3025 | 0.0 | 0.0 | 0.9155 | 0.8223 | 0.9550 | 0.0 | 0.1530 | 0.2946 | 0.0 | nan | 0.6478 | 0.8285 | 0.5954 | 0.6915 | 0.2975 | nan | 0.2928 | 0.4499 | 0.0 | 0.7924 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4008 | 0.0 | 0.0 | 0.6707 | 0.0 | 0.4119 | 0.3609 | 0.0 | nan | 0.0 | 0.2096 | 0.0 | 0.0 | 0.8349 | 0.7640 | 0.9017 | 0.0 | 0.1404 | 0.2649 | 0.0 |
| 0.4303 | 71.0 | 7597 | 0.5584 | 0.3069 | 0.3678 | 0.8376 | nan | 0.7772 | 0.9490 | 0.6739 | 0.8657 | 0.3428 | nan | 0.4455 | 0.6180 | 0.0 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7038 | 0.0 | 0.0 | 0.8718 | 0.0 | 0.5481 | 0.4799 | 0.0 | nan | 0.0 | 0.2685 | 0.0 | 0.0 | 0.9220 | 0.8662 | 0.9529 | 0.0 | 0.2862 | 0.2554 | 0.0 | nan | 0.6665 | 0.8277 | 0.6340 | 0.7189 | 0.3123 | nan | 0.3026 | 0.4458 | 0.0 | 0.8048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4185 | 0.0 | 0.0 | 0.6825 | 0.0 | 0.4252 | 0.4008 | 0.0 | nan | 0.0 | 0.1970 | 0.0 | 0.0 | 0.8378 | 0.7761 | 0.9033 | 0.0 | 0.2345 | 0.2315 | 0.0 |
| 0.4076 | 72.0 | 7704 | 0.5620 | 0.3076 | 0.3717 | 0.8355 | nan | 0.7952 | 0.9487 | 0.6617 | 0.8569 | 0.2702 | nan | 0.4229 | 0.6185 | 0.0 | 0.9411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7300 | 0.0 | 0.0 | 0.8682 | 0.0 | 0.5422 | 0.5640 | 0.0 | nan | 0.0 | 0.2992 | 0.0 | 0.0 | 0.9085 | 0.8604 | 0.9578 | 0.0 | 0.2977 | 0.3501 | 0.0 | nan | 0.6677 | 0.8230 | 0.6294 | 0.7269 | 0.2521 | nan | 0.2996 | 0.4452 | 0.0 | 0.8073 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4243 | 0.0 | 0.0 | 0.6803 | 0.0 | 0.4240 | 0.4145 | 0.0 | nan | 0.0 | 0.2007 | 0.0 | 0.0 | 0.8393 | 0.7749 | 0.9002 | 0.0 | 0.2384 | 0.2949 | 0.0 |
| 0.3955 | 73.0 | 7811 | 0.5621 | 0.3101 | 0.3785 | 0.8339 | nan | 0.7895 | 0.9417 | 0.7490 | 0.8660 | 0.3128 | nan | 0.4477 | 0.5938 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7367 | 0.0 | 0.0 | 0.8139 | 0.0 | 0.5560 | 0.5443 | 0.0 | nan | 0.0 | 0.3697 | 0.0 | 0.0 | 0.9193 | 0.8727 | 0.9590 | 0.0 | 0.2933 | 0.4120 | 0.0 | nan | 0.6573 | 0.8268 | 0.6815 | 0.6924 | 0.2906 | nan | 0.2931 | 0.4485 | 0.0 | 0.8106 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3907 | 0.0 | 0.0 | 0.6750 | 0.0 | 0.4267 | 0.4409 | 0.0 | nan | 0.0 | 0.2378 | 0.0 | 0.0 | 0.8327 | 0.7671 | 0.9007 | 0.0 | 0.2377 | 0.3121 | 0.0 |
| 0.4452 | 74.0 | 7918 | 0.5760 | 0.3049 | 0.3686 | 0.8320 | nan | 0.7726 | 0.9410 | 0.6627 | 0.8454 | 0.2764 | nan | 0.4363 | 0.6118 | 0.0 | 0.9354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7153 | 0.0 | 0.0 | 0.8825 | 0.0 | 0.5270 | 0.5036 | 0.0 | nan | 0.0 | 0.2900 | 0.0 | 0.0 | 0.9235 | 0.8576 | 0.9476 | 0.0 | 0.3158 | 0.3507 | 0.0 | nan | 0.6590 | 0.8189 | 0.6276 | 0.7115 | 0.2563 | nan | 0.2929 | 0.4501 | 0.0 | 0.8114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4173 | 0.0 | 0.0 | 0.6722 | 0.0 | 0.4165 | 0.4052 | 0.0 | nan | 0.0 | 0.2029 | 0.0 | 0.0 | 0.8327 | 0.7690 | 0.9035 | 0.0 | 0.2170 | 0.2945 | 0.0 |
| 0.3568 | 75.0 | 8025 | 0.5606 | 0.3077 | 0.3716 | 0.8363 | nan | 0.7962 | 0.9389 | 0.6796 | 0.8557 | 0.3318 | nan | 0.4446 | 0.5949 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7570 | 0.0 | 0.0 | 0.8904 | 0.0 | 0.5460 | 0.4607 | 0.0 | nan | 0.0 | 0.2889 | 0.0 | 0.0 | 0.9088 | 0.8802 | 0.9495 | 0.0 | 0.3142 | 0.3154 | 0.0 | nan | 0.6583 | 0.8284 | 0.6421 | 0.7339 | 0.3049 | nan | 0.2952 | 0.4438 | 0.0 | 0.8132 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4285 | 0.0 | 0.0 | 0.6766 | 0.0 | 0.4371 | 0.3675 | 0.0 | nan | 0.0 | 0.1966 | 0.0 | 0.0 | 0.8377 | 0.7781 | 0.9054 | 0.0 | 0.2262 | 0.2728 | 0.0 |
| 0.4273 | 76.0 | 8132 | 0.5716 | 0.3064 | 0.3689 | 0.8359 | nan | 0.8006 | 0.9397 | 0.6296 | 0.8601 | 0.2801 | nan | 0.4445 | 0.5972 | 0.0 | 0.9332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7044 | 0.0 | 0.0 | 0.8808 | 0.0 | 0.5899 | 0.5244 | 0.0 | nan | 0.0 | 0.2834 | 0.0 | 0.0 | 0.9226 | 0.8539 | 0.9494 | 0.0 | 0.3082 | 0.3026 | 0.0 | nan | 0.6647 | 0.8258 | 0.6010 | 0.7331 | 0.2601 | nan | 0.2925 | 0.4412 | 0.0 | 0.8204 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4267 | 0.0 | 0.0 | 0.6808 | 0.0 | 0.4422 | 0.3883 | 0.0 | nan | 0.0 | 0.2059 | 0.0 | 0.0 | 0.8376 | 0.7809 | 0.9037 | 0.0 | 0.2323 | 0.2677 | 0.0 |
| 0.3989 | 77.0 | 8239 | 0.5950 | 0.3046 | 0.3710 | 0.8298 | nan | 0.7813 | 0.9402 | 0.6772 | 0.8622 | 0.2998 | nan | 0.3972 | 0.6240 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7485 | 0.0 | 0.0 | 0.8968 | 0.0 | 0.5384 | 0.5001 | 0.0 | nan | 0.0 | 0.3072 | 0.0 | 0.0 | 0.8772 | 0.8678 | 0.9564 | 0.0 | 0.3039 | 0.3580 | 0.0 | nan | 0.6575 | 0.8156 | 0.6366 | 0.6857 | 0.2767 | nan | 0.2826 | 0.4490 | 0.0 | 0.8130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4133 | 0.0 | 0.0 | 0.6752 | 0.0 | 0.4315 | 0.3788 | 0.0 | nan | 0.0 | 0.2079 | 0.0 | 0.0 | 0.8275 | 0.7582 | 0.8964 | 0.0 | 0.2436 | 0.2983 | 0.0 |
| 0.4225 | 78.0 | 8346 | 0.5773 | 0.3053 | 0.3660 | 0.8346 | nan | 0.7976 | 0.9434 | 0.7047 | 0.8617 | 0.2893 | nan | 0.4078 | 0.6335 | 0.0 | 0.9320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6728 | 0.0 | 0.0 | 0.8665 | 0.0 | 0.5345 | 0.4411 | 0.0 | nan | 0.0 | 0.2897 | 0.0 | 0.0 | 0.9188 | 0.8781 | 0.9634 | 0.0 | 0.2847 | 0.2928 | 0.0 | nan | 0.6589 | 0.8257 | 0.6567 | 0.7034 | 0.2678 | nan | 0.2897 | 0.4498 | 0.0 | 0.8247 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4262 | 0.0 | 0.0 | 0.6748 | 0.0 | 0.4348 | 0.3547 | 0.0 | nan | 0.0 | 0.2030 | 0.0 | 0.0 | 0.8333 | 0.7724 | 0.8983 | 0.0 | 0.2337 | 0.2629 | 0.0 |
| 0.3732 | 79.0 | 8453 | 0.5765 | 0.3071 | 0.3699 | 0.8335 | nan | 0.7966 | 0.9393 | 0.6529 | 0.8586 | 0.3281 | nan | 0.4279 | 0.6442 | 0.0 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6990 | 0.0 | 0.0 | 0.8564 | 0.0 | 0.5440 | 0.4633 | 0.0 | nan | 0.0 | 0.3160 | 0.0 | 0.0 | 0.9170 | 0.8463 | 0.9560 | 0.0 | 0.3043 | 0.3435 | 0.0 | nan | 0.6577 | 0.8237 | 0.6301 | 0.7032 | 0.3022 | nan | 0.2923 | 0.4703 | 0.0 | 0.7838 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4134 | 0.0 | 0.0 | 0.6680 | 0.0 | 0.4317 | 0.3638 | 0.0 | nan | 0.0 | 0.2212 | 0.0 | 0.0 | 0.8389 | 0.7737 | 0.9019 | 0.0 | 0.2508 | 0.2994 | 0.0 |
| 0.406 | 80.0 | 8560 | 0.5652 | 0.3088 | 0.3702 | 0.8370 | nan | 0.7922 | 0.9442 | 0.6424 | 0.8559 | 0.3423 | nan | 0.4291 | 0.6286 | 0.0 | 0.9319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6899 | 0.0 | 0.0 | 0.8776 | 0.0 | 0.5416 | 0.4536 | 0.0 | nan | 0.0 | 0.3157 | 0.0 | 0.0 | 0.9151 | 0.8583 | 0.9587 | 0.0 | 0.3040 | 0.3666 | 0.0 | nan | 0.6601 | 0.8284 | 0.6172 | 0.7326 | 0.3070 | nan | 0.2938 | 0.4547 | 0.0 | 0.8155 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4208 | 0.0 | 0.0 | 0.6769 | 0.0 | 0.4275 | 0.3633 | 0.0 | nan | 0.0 | 0.2149 | 0.0 | 0.0 | 0.8398 | 0.7758 | 0.9023 | 0.0 | 0.2380 | 0.3132 | 0.0 |
| 0.3805 | 81.0 | 8667 | 0.5927 | 0.3068 | 0.3739 | 0.8318 | nan | 0.7781 | 0.9398 | 0.6409 | 0.8694 | 0.2671 | nan | 0.4200 | 0.6579 | 0.0 | 0.9410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7389 | 0.0 | 0.0 | 0.8685 | 0.0 | 0.5615 | 0.5156 | 0.0 | nan | 0.0 | 0.3313 | 0.0 | 0.0 | 0.9068 | 0.8633 | 0.9571 | 0.0 | 0.3063 | 0.4028 | 0.0 | nan | 0.6610 | 0.8161 | 0.6084 | 0.6775 | 0.2471 | nan | 0.2901 | 0.4606 | 0.0 | 0.8100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4319 | 0.0 | 0.0 | 0.6832 | 0.0 | 0.4334 | 0.3861 | 0.0 | nan | 0.0 | 0.2187 | 0.0 | 0.0 | 0.8389 | 0.7767 | 0.9039 | 0.0 | 0.2378 | 0.3349 | 0.0 |
| 0.417 | 82.0 | 8774 | 0.5876 | 0.3059 | 0.3675 | 0.8354 | nan | 0.8054 | 0.9478 | 0.5985 | 0.8555 | 0.2401 | nan | 0.4154 | 0.6657 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6828 | 0.0 | 0.0 | 0.8633 | 0.0 | 0.5546 | 0.4982 | 0.0 | nan | 0.0 | 0.3150 | 0.0 | 0.0 | 0.9250 | 0.8476 | 0.9540 | 0.0 | 0.2826 | 0.3741 | 0.0 | nan | 0.6661 | 0.8224 | 0.5876 | 0.7389 | 0.2260 | nan | 0.2843 | 0.4586 | 0.0 | 0.8168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4123 | 0.0 | 0.0 | 0.6820 | 0.0 | 0.4254 | 0.3936 | 0.0 | nan | 0.0 | 0.2202 | 0.0 | 0.0 | 0.8386 | 0.7766 | 0.9026 | 0.0 | 0.2190 | 0.3189 | 0.0 |
| 0.3894 | 83.0 | 8881 | 0.5765 | 0.3087 | 0.3745 | 0.8344 | nan | 0.8097 | 0.9389 | 0.6470 | 0.8604 | 0.2726 | nan | 0.4096 | 0.6719 | 0.0 | 0.9377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7344 | 0.0 | 0.0 | 0.8537 | 0.0 | 0.5445 | 0.5077 | 0.0 | nan | 0.0 | 0.3452 | 0.0 | 0.0 | 0.9142 | 0.8713 | 0.9550 | 0.0 | 0.2862 | 0.4235 | 0.0 | nan | 0.6627 | 0.8207 | 0.6235 | 0.7133 | 0.2534 | nan | 0.2864 | 0.4618 | 0.0 | 0.8177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4237 | 0.0 | 0.0 | 0.6802 | 0.0 | 0.4332 | 0.3990 | 0.0 | nan | 0.0 | 0.2247 | 0.0 | 0.0 | 0.8385 | 0.7756 | 0.9046 | 0.0 | 0.2248 | 0.3333 | 0.0 |
| 0.3837 | 84.0 | 8988 | 0.6004 | 0.3036 | 0.3712 | 0.8292 | nan | 0.7741 | 0.9374 | 0.6093 | 0.8726 | 0.2691 | nan | 0.4232 | 0.6590 | 0.0 | 0.9410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7466 | 0.0 | 0.0 | 0.8726 | 0.0 | 0.5627 | 0.4905 | 0.0 | nan | 0.0 | 0.3329 | 0.0 | 0.0 | 0.9002 | 0.8601 | 0.9551 | 0.0 | 0.3032 | 0.3703 | 0.0 | nan | 0.6535 | 0.8166 | 0.5919 | 0.6585 | 0.2514 | nan | 0.2897 | 0.4643 | 0.0 | 0.8054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4115 | 0.0 | 0.0 | 0.6766 | 0.0 | 0.4207 | 0.3879 | 0.0 | nan | 0.0 | 0.2191 | 0.0 | 0.0 | 0.8380 | 0.7728 | 0.9020 | 0.0 | 0.2484 | 0.3078 | 0.0 |
| 0.3893 | 85.0 | 9095 | 0.5829 | 0.3084 | 0.3760 | 0.8340 | nan | 0.7840 | 0.9454 | 0.6141 | 0.8637 | 0.2819 | nan | 0.4197 | 0.6554 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7525 | 0.0 | 0.0 | 0.8579 | 0.0 | 0.5518 | 0.5349 | 0.0 | nan | 0.0 | 0.3574 | 0.0 | 0.0 | 0.9054 | 0.8711 | 0.9585 | 0.0 | 0.3114 | 0.4356 | 0.0 | nan | 0.6558 | 0.8246 | 0.5972 | 0.7109 | 0.2607 | nan | 0.2940 | 0.4619 | 0.0 | 0.8209 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4206 | 0.0 | 0.0 | 0.6725 | 0.0 | 0.4299 | 0.4114 | 0.0 | nan | 0.0 | 0.2291 | 0.0 | 0.0 | 0.8388 | 0.7753 | 0.9033 | 0.0 | 0.2374 | 0.3259 | 0.0 |
| 0.3568 | 86.0 | 9202 | 0.5820 | 0.3080 | 0.3747 | 0.8325 | nan | 0.7903 | 0.9414 | 0.6354 | 0.8605 | 0.2640 | nan | 0.4273 | 0.6557 | 0.0 | 0.9349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7446 | 0.0 | 0.0 | 0.8585 | 0.0 | 0.5437 | 0.5643 | 0.0 | nan | 0.0 | 0.3338 | 0.0 | 0.0 | 0.9118 | 0.8567 | 0.9552 | 0.0 | 0.3089 | 0.4020 | 0.0 | nan | 0.6572 | 0.8189 | 0.6172 | 0.7005 | 0.2476 | nan | 0.2908 | 0.4655 | 0.0 | 0.8147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4183 | 0.0 | 0.0 | 0.6758 | 0.0 | 0.4228 | 0.4167 | 0.0 | nan | 0.0 | 0.2271 | 0.0 | 0.0 | 0.8392 | 0.7752 | 0.9050 | 0.0 | 0.2439 | 0.3209 | 0.0 |
| 0.3812 | 87.0 | 9309 | 0.5807 | 0.3103 | 0.3773 | 0.8331 | nan | 0.7822 | 0.9393 | 0.7419 | 0.8598 | 0.2849 | nan | 0.4434 | 0.6552 | 0.0 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6996 | 0.0 | 0.0 | 0.8562 | 0.0 | 0.5577 | 0.5600 | 0.0 | nan | 0.0 | 0.3260 | 0.0 | 0.0 | 0.9138 | 0.8579 | 0.9549 | 0.0 | 0.3072 | 0.3889 | 0.0 | nan | 0.6617 | 0.8195 | 0.6735 | 0.6867 | 0.2661 | nan | 0.2962 | 0.4633 | 0.0 | 0.8066 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4183 | 0.0 | 0.0 | 0.6738 | 0.0 | 0.4195 | 0.4302 | 0.0 | nan | 0.0 | 0.2260 | 0.0 | 0.0 | 0.8401 | 0.7766 | 0.9048 | 0.0 | 0.2449 | 0.3213 | 0.0 |
| 0.3861 | 88.0 | 9416 | 0.5830 | 0.3086 | 0.3753 | 0.8326 | nan | 0.7898 | 0.9402 | 0.6848 | 0.8620 | 0.2609 | nan | 0.4195 | 0.6699 | 0.0 | 0.9395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7112 | 0.0 | 0.0 | 0.8726 | 0.0 | 0.5395 | 0.5290 | 0.0 | nan | 0.0 | 0.3415 | 0.0 | 0.0 | 0.9041 | 0.8616 | 0.9560 | 0.0 | 0.3120 | 0.4148 | 0.0 | nan | 0.6604 | 0.8180 | 0.6453 | 0.6906 | 0.2451 | nan | 0.2897 | 0.4600 | 0.0 | 0.8129 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4175 | 0.0 | 0.0 | 0.6771 | 0.0 | 0.4296 | 0.4125 | 0.0 | nan | 0.0 | 0.2268 | 0.0 | 0.0 | 0.8392 | 0.7765 | 0.9045 | 0.0 | 0.2408 | 0.3276 | 0.0 |
| 0.3794 | 89.0 | 9523 | 0.5810 | 0.3097 | 0.3749 | 0.8352 | nan | 0.7929 | 0.9458 | 0.6782 | 0.8640 | 0.2715 | nan | 0.4132 | 0.6713 | 0.0 | 0.9444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6702 | 0.0 | 0.0 | 0.8568 | 0.0 | 0.5447 | 0.5202 | 0.0 | nan | 0.0 | 0.3659 | 0.0 | 0.0 | 0.9108 | 0.8647 | 0.9536 | 0.0 | 0.3065 | 0.4218 | 0.0 | nan | 0.6601 | 0.8260 | 0.6376 | 0.7196 | 0.2537 | nan | 0.2907 | 0.4658 | 0.0 | 0.7987 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4120 | 0.0 | 0.0 | 0.6758 | 0.0 | 0.4326 | 0.4139 | 0.0 | nan | 0.0 | 0.2351 | 0.0 | 0.0 | 0.8374 | 0.7762 | 0.9056 | 0.0 | 0.2380 | 0.3327 | 0.0 |
| 0.3862 | 90.0 | 9630 | 0.5829 | 0.3101 | 0.3741 | 0.8360 | nan | 0.7848 | 0.9513 | 0.6485 | 0.8585 | 0.2785 | nan | 0.4155 | 0.6589 | 0.0 | 0.9368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7153 | 0.0 | 0.0 | 0.8629 | 0.0 | 0.5388 | 0.5348 | 0.0 | nan | 0.0 | 0.3483 | 0.0 | 0.0 | 0.9114 | 0.8631 | 0.9563 | 0.0 | 0.3089 | 0.3983 | 0.0 | nan | 0.6612 | 0.8226 | 0.6249 | 0.7241 | 0.2594 | nan | 0.2904 | 0.4605 | 0.0 | 0.8116 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4253 | 0.0 | 0.0 | 0.6824 | 0.0 | 0.4310 | 0.4208 | 0.0 | nan | 0.0 | 0.2285 | 0.0 | 0.0 | 0.8396 | 0.7744 | 0.9050 | 0.0 | 0.2350 | 0.3275 | 0.0 |
| 0.3932 | 91.0 | 9737 | 0.5930 | 0.3098 | 0.3750 | 0.8355 | nan | 0.7909 | 0.9519 | 0.6784 | 0.8521 | 0.2627 | nan | 0.4139 | 0.6617 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7455 | 0.0 | 0.0 | 0.8494 | 0.0 | 0.5452 | 0.5494 | 0.0 | nan | 0.0 | 0.3350 | 0.0 | 0.0 | 0.9168 | 0.8574 | 0.9575 | 0.0 | 0.3072 | 0.3890 | 0.0 | nan | 0.6640 | 0.8206 | 0.6375 | 0.7287 | 0.2458 | nan | 0.2891 | 0.4614 | 0.0 | 0.8079 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4162 | 0.0 | 0.0 | 0.6814 | 0.0 | 0.4299 | 0.4185 | 0.0 | nan | 0.0 | 0.2279 | 0.0 | 0.0 | 0.8395 | 0.7741 | 0.9051 | 0.0 | 0.2450 | 0.3209 | 0.0 |
| 0.3772 | 92.0 | 9844 | 0.5853 | 0.3107 | 0.3765 | 0.8360 | nan | 0.7945 | 0.9480 | 0.7226 | 0.8569 | 0.2856 | nan | 0.4213 | 0.6610 | 0.0 | 0.9426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7424 | 0.0 | 0.0 | 0.8737 | 0.0 | 0.5441 | 0.5365 | 0.0 | nan | 0.0 | 0.3261 | 0.0 | 0.0 | 0.9066 | 0.8428 | 0.9565 | 0.0 | 0.3083 | 0.3800 | 0.0 | nan | 0.6627 | 0.8247 | 0.6681 | 0.7259 | 0.2658 | nan | 0.2930 | 0.4638 | 0.0 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4139 | 0.0 | 0.0 | 0.6795 | 0.0 | 0.4294 | 0.4075 | 0.0 | nan | 0.0 | 0.2218 | 0.0 | 0.0 | 0.8407 | 0.7744 | 0.9051 | 0.0 | 0.2460 | 0.3197 | 0.0 |
| 0.3886 | 93.0 | 9951 | 0.5873 | 0.3101 | 0.3758 | 0.8353 | nan | 0.7940 | 0.9477 | 0.6976 | 0.8584 | 0.2758 | nan | 0.4271 | 0.6610 | 0.0 | 0.9388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7573 | 0.0 | 0.0 | 0.8781 | 0.0 | 0.5376 | 0.5151 | 0.0 | nan | 0.0 | 0.3348 | 0.0 | 0.0 | 0.9022 | 0.8517 | 0.9536 | 0.0 | 0.3092 | 0.3870 | 0.0 | nan | 0.6608 | 0.8232 | 0.6593 | 0.7203 | 0.2580 | nan | 0.2931 | 0.4603 | 0.0 | 0.8067 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4182 | 0.0 | 0.0 | 0.6808 | 0.0 | 0.4315 | 0.4049 | 0.0 | nan | 0.0 | 0.2203 | 0.0 | 0.0 | 0.8401 | 0.7743 | 0.9055 | 0.0 | 0.2425 | 0.3223 | 0.0 |
| 0.3732 | 93.4579 | 10000 | 0.5890 | 0.3100 | 0.3785 | 0.8340 | nan | 0.7750 | 0.9476 | 0.7198 | 0.8649 | 0.2833 | nan | 0.4461 | 0.6623 | 0.0 | 0.9432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7612 | 0.0 | 0.0 | 0.8657 | 0.0 | 0.5605 | 0.5325 | 0.0 | nan | 0.0 | 0.3362 | 0.0 | 0.0 | 0.8960 | 0.8673 | 0.9590 | 0.0 | 0.3077 | 0.3834 | 0.0 | nan | 0.6597 | 0.8220 | 0.6669 | 0.7094 | 0.2634 | nan | 0.2962 | 0.4612 | 0.0 | 0.8019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4166 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.4268 | 0.4087 | 0.0 | nan | 0.0 | 0.2241 | 0.0 | 0.0 | 0.8381 | 0.7739 | 0.9036 | 0.0 | 0.2473 | 0.3211 | 0.0 |
### Framework versions
- Transformers 4.46.3
- Pytorch 2.5.1+cu124
- Datasets 3.1.0
- Tokenizers 0.20.3
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