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---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-sidewalk-oct-22
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-b0-finetuned-segments-sidewalk-oct-22
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: 0.5644
- Mean Iou: 0.3202
- Mean Accuracy: 0.3861
- Overall Accuracy: 0.8525
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8598
- Accuracy Flat-sidewalk: 0.9440
- Accuracy Flat-crosswalk: 0.6837
- Accuracy Flat-cyclinglane: 0.8295
- Accuracy Flat-parkingdriveway: 0.5586
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.6015
- Accuracy Human-person: 0.6019
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9395
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: nan
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6060
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8961
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5249
- Accuracy Construction-fenceguardrail: 0.4892
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3733
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9376
- Accuracy Nature-terrain: 0.9033
- Accuracy Sky: 0.9668
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.2540
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7395
- Iou Flat-sidewalk: 0.8717
- Iou Flat-crosswalk: 0.5750
- Iou Flat-cyclinglane: 0.6481
- Iou Flat-parkingdriveway: 0.4281
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.4534
- Iou Human-person: 0.4648
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8127
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: nan
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.3687
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7090
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3987
- Iou Construction-fenceguardrail: 0.4429
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2772
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8463
- Iou Nature-terrain: 0.7719
- Iou Sky: 0.9189
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.2004
- 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: 0.0001
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
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| 1.462 | 0.1 | 20 | 1.2595 | 0.1419 | 0.1947 | 0.7120 | nan | 0.7582 | 0.9092 | 0.0 | 0.0660 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.9133 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8346 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9263 | 0.7278 | 0.9005 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4874 | 0.7290 | 0.0 | 0.0657 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.5744 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5093 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7362 | 0.5259 | 0.7708 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3298 | 0.2 | 40 | 1.1696 | 0.1552 | 0.2048 | 0.7307 | nan | 0.8291 | 0.9109 | 0.0 | 0.2907 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8254 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9266 | 0.7259 | 0.9291 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5114 | 0.7458 | 0.0 | 0.2725 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.6361 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5295 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7486 | 0.5861 | 0.7800 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8454 | 0.3 | 60 | 1.1409 | 0.1623 | 0.2113 | 0.7445 | nan | 0.8024 | 0.9346 | 0.0 | 0.4023 | 0.0079 | nan | 0.0 | 0.0 | 0.0 | 0.8823 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8139 | 0.0 | 0.0016 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9372 | 0.8410 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5516 | 0.7597 | 0.0 | 0.3598 | 0.0078 | nan | 0.0 | 0.0 | 0.0 | 0.6808 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5406 | 0.0 | 0.0016 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7382 | 0.5945 | 0.7969 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9115 | 0.4 | 80 | 1.0588 | 0.1639 | 0.2118 | 0.7400 | nan | 0.8770 | 0.8928 | 0.0 | 0.4710 | 0.0030 | nan | 0.0 | 0.0 | 0.0 | 0.9011 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8552 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9351 | 0.6907 | 0.9398 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5108 | 0.7636 | 0.0 | 0.4068 | 0.0030 | nan | 0.0 | 0.0 | 0.0 | 0.6580 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5332 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7594 | 0.6421 | 0.8024 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.011 | 0.5 | 100 | 1.0279 | 0.1646 | 0.2179 | 0.7466 | nan | 0.8087 | 0.9090 | 0.0 | 0.5313 | 0.0041 | nan | 0.0166 | 0.0 | 0.0 | 0.9286 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8570 | 0.0 | 0.0019 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9349 | 0.8582 | 0.9038 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5617 | 0.7613 | 0.0 | 0.4246 | 0.0041 | nan | 0.0163 | 0.0 | 0.0 | 0.6325 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5354 | 0.0 | 0.0019 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7643 | 0.5952 | 0.8043 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3211 | 0.6 | 120 | 1.0123 | 0.1692 | 0.2180 | 0.7496 | nan | 0.7381 | 0.9409 | 0.0 | 0.5419 | 0.0436 | nan | 0.1004 | 0.0 | 0.0 | 0.9234 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8649 | 0.0 | 0.0082 | 0.0000 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9434 | 0.7166 | 0.9375 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5590 | 0.7596 | 0.0 | 0.3963 | 0.0422 | nan | 0.0943 | 0.0 | 0.0 | 0.6632 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5399 | 0.0 | 0.0081 | 0.0000 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7656 | 0.5951 | 0.8222 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0065 | 0.7 | 140 | 0.9791 | 0.1689 | 0.2176 | 0.7502 | nan | 0.8268 | 0.9187 | 0.0 | 0.5011 | 0.0677 | nan | 0.0773 | 0.0 | 0.0 | 0.9338 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9045 | 0.0 | 0.0077 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9298 | 0.6508 | 0.9265 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5600 | 0.7809 | 0.0 | 0.4371 | 0.0637 | nan | 0.0721 | 0.0 | 0.0 | 0.6222 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5215 | 0.0 | 0.0075 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7620 | 0.5671 | 0.8406 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8046 | 0.8 | 160 | 0.9695 | 0.1703 | 0.2147 | 0.7442 | nan | 0.6653 | 0.9719 | 0.0 | 0.4870 | 0.0490 | nan | 0.0337 | 0.0 | 0.0 | 0.8754 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7818 | 0.0 | 0.0510 | 0.0 | 0.0 | nan | 0.0 | 0.0006 | 0.0 | 0.0 | 0.9269 | 0.8824 | 0.9306 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5548 | 0.7164 | 0.0 | 0.3614 | 0.0463 | nan | 0.0332 | 0.0 | 0.0 | 0.7196 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5634 | 0.0 | 0.0487 | 0.0 | 0.0 | nan | 0.0 | 0.0006 | 0.0 | 0.0 | 0.7624 | 0.6451 | 0.8265 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8299 | 0.9 | 180 | 0.9008 | 0.1791 | 0.2264 | 0.7632 | nan | 0.7556 | 0.9611 | 0.0 | 0.5157 | 0.0804 | nan | 0.0962 | 0.0 | 0.0 | 0.9573 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8870 | 0.0 | 0.0491 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9050 | 0.8751 | 0.9354 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6112 | 0.7531 | 0.0 | 0.4358 | 0.0736 | nan | 0.0907 | 0.0 | 0.0 | 0.6175 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5662 | 0.0 | 0.0461 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7988 | 0.7005 | 0.8590 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7382 | 1.0 | 200 | 0.9204 | 0.1770 | 0.2246 | 0.7550 | nan | 0.7011 | 0.9563 | 0.0 | 0.5585 | 0.0606 | nan | 0.0821 | 0.0 | 0.0 | 0.9182 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8852 | 0.0 | 0.0592 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9046 | 0.9074 | 0.9303 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5664 | 0.7432 | 0.0 | 0.4047 | 0.0573 | nan | 0.0758 | 0.0 | 0.0 | 0.7003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5667 | 0.0 | 0.0544 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7864 | 0.6709 | 0.8622 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9823 | 1.1 | 220 | 0.8596 | 0.1868 | 0.2319 | 0.7714 | nan | 0.8631 | 0.9325 | 0.0 | 0.4702 | 0.0986 | nan | 0.1854 | 0.0 | 0.0 | 0.9024 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8971 | 0.0 | 0.0805 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.9362 | 0.8675 | 0.9474 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5915 | 0.7841 | 0.0 | 0.4126 | 0.0936 | nan | 0.1616 | 0.0 | 0.0 | 0.7255 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5662 | 0.0 | 0.0702 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.7982 | 0.7233 | 0.8577 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.7915 | 1.2 | 240 | 0.8611 | 0.1979 | 0.2482 | 0.7736 | nan | 0.8241 | 0.9115 | 0.0 | 0.6181 | 0.2810 | nan | 0.2094 | 0.0 | 0.0 | 0.9181 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8534 | 0.0 | 0.3040 | 0.0 | 0.0 | nan | 0.0 | 0.0363 | 0.0 | 0.0 | 0.9445 | 0.8380 | 0.9548 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5898 | 0.7872 | 0.0 | 0.4598 | 0.2158 | nan | 0.1784 | 0.0 | 0.0 | 0.7214 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5774 | 0.0 | 0.2155 | 0.0 | 0.0 | nan | 0.0 | 0.0358 | 0.0 | 0.0 | 0.7978 | 0.7230 | 0.8327 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9356 | 1.3 | 260 | 0.8942 | 0.1878 | 0.2379 | 0.7599 | nan | 0.6265 | 0.9610 | 0.0 | 0.4888 | 0.2483 | nan | 0.3971 | 0.0 | 0.0 | 0.9394 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.0591 | 0.0 | 0.0 | nan | 0.0 | 0.0127 | 0.0 | 0.0 | 0.9038 | 0.8992 | 0.9293 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5615 | 0.7544 | 0.0 | 0.3832 | 0.1988 | nan | 0.2752 | 0.0 | 0.0 | 0.6594 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5589 | 0.0 | 0.0521 | 0.0 | 0.0 | nan | 0.0 | 0.0126 | 0.0 | 0.0 | 0.8008 | 0.6830 | 0.8813 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8097 | 1.4 | 280 | 0.8333 | 0.1992 | 0.2498 | 0.7752 | nan | 0.8669 | 0.9017 | 0.0 | 0.5555 | 0.3048 | nan | 0.3696 | 0.0 | 0.0 | 0.9208 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8507 | 0.0 | 0.1704 | 0.0 | 0.0 | nan | 0.0 | 0.0472 | 0.0 | 0.0 | 0.9403 | 0.8713 | 0.9429 | 0.0 | 0.0 | 0.0010 | 0.0 | nan | 0.5646 | 0.8035 | 0.0 | 0.4533 | 0.2374 | nan | 0.2820 | 0.0 | 0.0 | 0.6974 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5820 | 0.0 | 0.1490 | 0.0 | 0.0 | nan | 0.0 | 0.0466 | 0.0 | 0.0 | 0.8006 | 0.7220 | 0.8348 | 0.0 | 0.0 | 0.0010 | 0.0 |
| 0.9072 | 1.5 | 300 | 0.7929 | 0.2056 | 0.2588 | 0.7819 | nan | 0.8537 | 0.9209 | 0.0 | 0.5869 | 0.3037 | nan | 0.2640 | 0.0 | 0.0 | 0.9100 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8098 | 0.0 | 0.5714 | 0.0 | 0.0 | nan | 0.0 | 0.0396 | 0.0 | 0.0 | 0.9337 | 0.8841 | 0.9436 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6061 | 0.8024 | 0.0 | 0.4735 | 0.2292 | nan | 0.2244 | 0.0 | 0.0 | 0.7509 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5947 | 0.0 | 0.2729 | 0.0 | 0.0 | nan | 0.0 | 0.0390 | 0.0 | 0.0 | 0.8104 | 0.7065 | 0.8620 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 1.0461 | 1.6 | 320 | 0.7737 | 0.2131 | 0.2593 | 0.7938 | nan | 0.8158 | 0.9467 | 0.0 | 0.6523 | 0.3113 | nan | 0.3152 | 0.0048 | 0.0 | 0.9263 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8790 | 0.0 | 0.3751 | 0.0 | 0.0 | nan | 0.0 | 0.0794 | 0.0 | 0.0 | 0.9515 | 0.8307 | 0.9473 | 0.0 | 0.0 | 0.0014 | 0.0 | nan | 0.6374 | 0.7992 | 0.0 | 0.5435 | 0.2390 | nan | 0.2686 | 0.0048 | 0.0 | 0.7307 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6365 | 0.0 | 0.2649 | 0.0 | 0.0 | nan | 0.0 | 0.0758 | 0.0 | 0.0 | 0.7983 | 0.7205 | 0.8855 | 0.0 | 0.0 | 0.0014 | 0.0 |
| 0.9489 | 1.7 | 340 | 0.8072 | 0.2036 | 0.2463 | 0.7800 | nan | 0.7780 | 0.9572 | 0.0 | 0.4694 | 0.1562 | nan | 0.3721 | 0.0209 | 0.0 | 0.8907 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9140 | 0.0 | 0.2420 | 0.0000 | 0.0 | nan | 0.0 | 0.0765 | 0.0 | 0.0 | 0.9421 | 0.8619 | 0.9524 | 0.0 | 0.0 | 0.0008 | 0.0 | nan | 0.6090 | 0.7697 | 0.0 | 0.4229 | 0.1445 | nan | 0.2903 | 0.0208 | 0.0 | 0.7654 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5966 | 0.0 | 0.1859 | 0.0000 | 0.0 | nan | 0.0 | 0.0727 | 0.0 | 0.0 | 0.8061 | 0.7399 | 0.8871 | 0.0 | 0.0 | 0.0008 | 0.0 |
| 0.9753 | 1.8 | 360 | 0.7746 | 0.2153 | 0.2641 | 0.7867 | nan | 0.8023 | 0.9353 | 0.0 | 0.6272 | 0.2777 | nan | 0.4336 | 0.1660 | 0.0 | 0.9215 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8746 | 0.0 | 0.3293 | 0.0026 | 0.0 | nan | 0.0 | 0.1379 | 0.0 | 0.0 | 0.9597 | 0.7740 | 0.9401 | 0.0 | 0.0 | 0.0042 | 0.0 | nan | 0.6029 | 0.8027 | 0.0 | 0.4873 | 0.2297 | nan | 0.3194 | 0.1551 | 0.0 | 0.7449 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6383 | 0.0 | 0.2494 | 0.0026 | 0.0 | nan | 0.0 | 0.1280 | 0.0 | 0.0 | 0.7825 | 0.6509 | 0.8777 | 0.0 | 0.0 | 0.0042 | 0.0 |
| 0.4749 | 1.9 | 380 | 0.7667 | 0.2100 | 0.2617 | 0.7877 | nan | 0.8307 | 0.9286 | 0.0 | 0.6598 | 0.2633 | nan | 0.4358 | 0.0341 | 0.0 | 0.9003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.0 | 0.3043 | 0.0007 | 0.0 | nan | 0.0 | 0.0742 | 0.0 | 0.0 | 0.9062 | 0.9248 | 0.9341 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6254 | 0.8110 | 0.0 | 0.5224 | 0.2188 | nan | 0.3221 | 0.0340 | 0.0 | 0.7415 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5945 | 0.0 | 0.2276 | 0.0007 | 0.0 | nan | 0.0 | 0.0714 | 0.0 | 0.0 | 0.7916 | 0.6625 | 0.8869 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 0.8488 | 2.0 | 400 | 0.7579 | 0.2130 | 0.2610 | 0.7868 | nan | 0.7601 | 0.9616 | 0.0 | 0.6160 | 0.1515 | nan | 0.4506 | 0.0924 | 0.0 | 0.9517 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8802 | 0.0 | 0.2621 | 0.0050 | 0.0 | nan | 0.0 | 0.1955 | 0.0 | 0.0 | 0.9306 | 0.8694 | 0.9588 | 0.0 | 0.0 | 0.0059 | 0.0 | nan | 0.6188 | 0.7790 | 0.0 | 0.4692 | 0.1373 | nan | 0.3326 | 0.0905 | 0.0 | 0.6748 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6297 | 0.0 | 0.1994 | 0.0050 | 0.0 | nan | 0.0 | 0.1755 | 0.0 | 0.0 | 0.8279 | 0.7703 | 0.8878 | 0.0 | 0.0 | 0.0058 | 0.0 |
| 0.7258 | 2.1 | 420 | 0.7628 | 0.2109 | 0.2612 | 0.7874 | nan | 0.7680 | 0.9575 | 0.0 | 0.6261 | 0.1983 | nan | 0.4499 | 0.0235 | 0.0 | 0.9443 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9318 | 0.0 | 0.2420 | 0.0014 | 0.0 | nan | 0.0 | 0.1949 | 0.0 | 0.0 | 0.8929 | 0.9162 | 0.9480 | 0.0 | 0.0 | 0.0033 | 0.0 | nan | 0.6260 | 0.7908 | 0.0 | 0.4894 | 0.1734 | nan | 0.3339 | 0.0234 | 0.0 | 0.7108 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6110 | 0.0 | 0.1859 | 0.0014 | 0.0 | nan | 0.0 | 0.1688 | 0.0 | 0.0 | 0.8185 | 0.7066 | 0.8943 | 0.0 | 0.0 | 0.0032 | 0.0 |
| 0.6387 | 2.2 | 440 | 0.7467 | 0.2259 | 0.2790 | 0.7961 | nan | 0.8881 | 0.9214 | 0.0 | 0.6555 | 0.3252 | nan | 0.4215 | 0.2331 | 0.0 | 0.9267 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8443 | 0.0 | 0.3404 | 0.0093 | 0.0 | nan | 0.0 | 0.2579 | 0.0 | 0.0 | 0.9271 | 0.9100 | 0.9659 | 0.0 | 0.0 | 0.0232 | 0.0 | nan | 0.6131 | 0.8291 | 0.0 | 0.5515 | 0.2656 | nan | 0.3047 | 0.2144 | 0.0 | 0.7371 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6369 | 0.0 | 0.2684 | 0.0093 | 0.0 | nan | 0.0 | 0.2159 | 0.0 | 0.0 | 0.7852 | 0.6973 | 0.8499 | 0.0 | 0.0 | 0.0230 | 0.0 |
| 0.8595 | 2.3 | 460 | 0.7549 | 0.2211 | 0.2763 | 0.7854 | nan | 0.6418 | 0.9541 | 0.0000 | 0.7728 | 0.3492 | nan | 0.3529 | 0.1397 | 0.0 | 0.9007 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.4719 | 0.0047 | 0.0 | nan | 0.0 | 0.2823 | 0.0 | 0.0 | 0.9262 | 0.9046 | 0.9483 | 0.0 | 0.0 | 0.0109 | 0.0 | nan | 0.5582 | 0.7974 | 0.0000 | 0.4679 | 0.2678 | nan | 0.2545 | 0.1292 | 0.0 | 0.7601 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6389 | 0.0 | 0.3016 | 0.0047 | 0.0 | nan | 0.0 | 0.2292 | 0.0 | 0.0 | 0.8247 | 0.7112 | 0.8969 | 0.0 | 0.0 | 0.0106 | 0.0 |
| 0.6146 | 2.4 | 480 | 0.7211 | 0.2221 | 0.2704 | 0.7963 | nan | 0.8419 | 0.9430 | 0.0000 | 0.6053 | 0.2553 | nan | 0.3931 | 0.1885 | 0.0 | 0.9484 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9034 | 0.0 | 0.3059 | 0.0073 | 0.0 | nan | 0.0 | 0.2091 | 0.0 | 0.0 | 0.9321 | 0.8916 | 0.9507 | 0.0 | 0.0 | 0.0068 | 0.0 | nan | 0.6385 | 0.7998 | 0.0000 | 0.5424 | 0.2125 | nan | 0.3006 | 0.1679 | 0.0 | 0.7083 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6353 | 0.0 | 0.2292 | 0.0073 | 0.0 | nan | 0.0 | 0.1913 | 0.0 | 0.0 | 0.8244 | 0.7278 | 0.8938 | 0.0 | 0.0 | 0.0067 | 0.0 |
| 0.787 | 2.5 | 500 | 0.7471 | 0.2210 | 0.2765 | 0.7875 | nan | 0.8141 | 0.9058 | 0.0017 | 0.7987 | 0.3047 | nan | 0.4503 | 0.2588 | 0.0 | 0.9095 | 0.0 | 0.0 | nan | 0.0 | 0.0004 | 0.0 | 0.0 | 0.9374 | 0.0 | 0.2298 | 0.0048 | 0.0 | nan | 0.0 | 0.2382 | 0.0 | 0.0 | 0.9250 | 0.8154 | 0.9670 | 0.0 | 0.0 | 0.0106 | 0.0 | nan | 0.6225 | 0.8069 | 0.0017 | 0.4804 | 0.2544 | nan | 0.3447 | 0.1973 | 0.0 | 0.7497 | 0.0 | 0.0 | nan | 0.0 | 0.0004 | 0.0 | 0.0 | 0.5931 | 0.0 | 0.1708 | 0.0048 | 0.0 | nan | 0.0 | 0.2098 | 0.0 | 0.0 | 0.8123 | 0.7113 | 0.8818 | 0.0 | 0.0 | 0.0104 | 0.0 |
| 0.6147 | 2.6 | 520 | 0.7091 | 0.2294 | 0.2750 | 0.8011 | nan | 0.8416 | 0.9589 | 0.0020 | 0.5932 | 0.2965 | nan | 0.3216 | 0.2599 | 0.0 | 0.9252 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9012 | 0.0 | 0.4304 | 0.0045 | 0.0 | nan | 0.0 | 0.2349 | 0.0 | 0.0 | 0.9295 | 0.8463 | 0.9644 | 0.0 | 0.0 | 0.0146 | 0.0 | nan | 0.6358 | 0.8040 | 0.0020 | 0.5333 | 0.2447 | nan | 0.2753 | 0.2214 | 0.0 | 0.7491 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6417 | 0.0 | 0.2980 | 0.0045 | 0.0 | nan | 0.0 | 0.2090 | 0.0 | 0.0 | 0.8240 | 0.7611 | 0.8937 | 0.0 | 0.0 | 0.0144 | 0.0 |
| 0.777 | 2.7 | 540 | 0.7115 | 0.2351 | 0.2943 | 0.7979 | nan | 0.8442 | 0.9297 | 0.0043 | 0.7113 | 0.3582 | nan | 0.4900 | 0.3847 | 0.0 | 0.9173 | 0.0 | 0.0 | nan | 0.0 | 0.0011 | 0.0 | 0.0 | 0.8410 | 0.0 | 0.4747 | 0.0086 | 0.0 | nan | 0.0 | 0.3288 | 0.0 | 0.0 | 0.9013 | 0.9356 | 0.9526 | 0.0 | 0.0 | 0.0385 | 0.0 | nan | 0.6368 | 0.8246 | 0.0043 | 0.5395 | 0.2822 | nan | 0.3695 | 0.3024 | 0.0 | 0.7647 | 0.0 | 0.0 | nan | 0.0 | 0.0011 | 0.0 | 0.0 | 0.6615 | 0.0 | 0.3152 | 0.0086 | 0.0 | nan | 0.0 | 0.2424 | 0.0 | 0.0 | 0.7731 | 0.6266 | 0.8999 | 0.0 | 0.0 | 0.0370 | 0.0 |
| 1.2945 | 2.8 | 560 | 0.6830 | 0.2393 | 0.2901 | 0.8066 | nan | 0.8630 | 0.9487 | 0.0763 | 0.6376 | 0.3071 | nan | 0.4487 | 0.4212 | 0.0 | 0.9518 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8668 | 0.0 | 0.3683 | 0.0116 | 0.0 | nan | 0.0 | 0.2616 | 0.0 | 0.0 | 0.9417 | 0.8390 | 0.9567 | 0.0 | 0.0 | 0.0921 | 0.0 | nan | 0.6674 | 0.8206 | 0.0762 | 0.5492 | 0.2547 | nan | 0.3654 | 0.3311 | 0.0 | 0.6964 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6301 | 0.0 | 0.2466 | 0.0115 | 0.0 | nan | 0.0 | 0.2259 | 0.0 | 0.0 | 0.8271 | 0.7508 | 0.8847 | 0.0 | 0.0 | 0.0794 | 0.0 |
| 0.4699 | 2.9 | 580 | 0.6701 | 0.2548 | 0.3078 | 0.8155 | nan | 0.8274 | 0.9381 | 0.3424 | 0.6896 | 0.4323 | nan | 0.5397 | 0.3759 | 0.0 | 0.9079 | 0.0 | 0.0 | nan | 0.0 | 0.0148 | 0.0 | 0.0 | 0.8963 | 0.0 | 0.4932 | 0.0072 | 0.0 | nan | 0.0 | 0.2208 | 0.0 | 0.0 | 0.9471 | 0.8648 | 0.9568 | 0.0 | 0.0 | 0.0882 | 0.0 | nan | 0.6735 | 0.8311 | 0.3185 | 0.5595 | 0.3178 | nan | 0.3849 | 0.2986 | 0.0 | 0.7825 | 0.0 | 0.0 | nan | 0.0 | 0.0148 | 0.0 | 0.0 | 0.6547 | 0.0 | 0.3087 | 0.0072 | 0.0 | nan | 0.0 | 0.1933 | 0.0 | 0.0 | 0.8256 | 0.7570 | 0.8980 | 0.0 | 0.0 | 0.0727 | 0.0 |
| 0.7277 | 3.0 | 600 | 0.6626 | 0.2524 | 0.3047 | 0.8166 | nan | 0.8627 | 0.9347 | 0.2669 | 0.7073 | 0.3747 | nan | 0.4831 | 0.3256 | 0.0 | 0.9118 | 0.0 | 0.0 | nan | 0.0 | 0.0202 | 0.0 | 0.0 | 0.9073 | 0.0 | 0.5294 | 0.0219 | 0.0 | nan | 0.0 | 0.2649 | 0.0 | 0.0 | 0.9429 | 0.8806 | 0.9577 | 0.0 | 0.0 | 0.0553 | 0.0 | nan | 0.6675 | 0.8352 | 0.2593 | 0.5624 | 0.2937 | nan | 0.3757 | 0.2698 | 0.0 | 0.7718 | 0.0 | 0.0 | nan | 0.0 | 0.0202 | 0.0 | 0.0 | 0.6614 | 0.0 | 0.3459 | 0.0218 | 0.0 | nan | 0.0 | 0.2213 | 0.0 | 0.0 | 0.8292 | 0.7484 | 0.8921 | 0.0 | 0.0 | 0.0489 | 0.0 |
| 0.4261 | 3.1 | 620 | 0.7159 | 0.2492 | 0.3077 | 0.8015 | nan | 0.7873 | 0.9264 | 0.3010 | 0.7709 | 0.3242 | nan | 0.4667 | 0.4816 | 0.0 | 0.9464 | 0.0 | 0.0 | nan | 0.0 | 0.0399 | 0.0 | 0.0 | 0.8882 | 0.0 | 0.2940 | 0.0648 | 0.0 | nan | 0.0 | 0.3657 | 0.0 | 0.0 | 0.9219 | 0.9102 | 0.9562 | 0.0 | 0.0 | 0.0926 | 0.0 | nan | 0.6298 | 0.8116 | 0.2880 | 0.4593 | 0.2671 | nan | 0.3647 | 0.3560 | 0.0 | 0.7478 | 0.0 | 0.0 | nan | 0.0 | 0.0398 | 0.0 | 0.0 | 0.6769 | 0.0 | 0.2291 | 0.0643 | 0.0 | nan | 0.0 | 0.2635 | 0.0 | 0.0 | 0.8168 | 0.7229 | 0.9058 | 0.0 | 0.0 | 0.0829 | 0.0 |
| 0.5901 | 3.2 | 640 | 0.6688 | 0.2576 | 0.3153 | 0.8124 | nan | 0.7619 | 0.9540 | 0.3024 | 0.7631 | 0.3767 | nan | 0.4635 | 0.5193 | 0.0 | 0.9231 | 0.0 | 0.0 | nan | 0.0 | 0.0490 | 0.0 | 0.0 | 0.9038 | 0.0 | 0.4962 | 0.0420 | 0.0 | nan | 0.0 | 0.3598 | 0.0 | 0.0 | 0.9221 | 0.8992 | 0.9603 | 0.0 | 0.0 | 0.0767 | 0.0 | nan | 0.6467 | 0.8201 | 0.2905 | 0.5484 | 0.2993 | nan | 0.3538 | 0.3554 | 0.0 | 0.7821 | 0.0 | 0.0 | nan | 0.0 | 0.0488 | 0.0 | 0.0 | 0.6677 | 0.0 | 0.3089 | 0.0415 | 0.0 | nan | 0.0 | 0.2737 | 0.0 | 0.0 | 0.8281 | 0.7554 | 0.8959 | 0.0 | 0.0 | 0.0708 | 0.0 |
| 0.7962 | 3.3 | 660 | 0.6800 | 0.2658 | 0.3266 | 0.8155 | nan | 0.9044 | 0.9098 | 0.5540 | 0.6474 | 0.3950 | nan | 0.4505 | 0.5812 | 0.0 | 0.9203 | 0.0 | 0.0 | nan | 0.0 | 0.0649 | 0.0 | 0.0 | 0.8530 | 0.0 | 0.5437 | 0.1232 | 0.0 | nan | 0.0 | 0.3232 | 0.0 | 0.0 | 0.9429 | 0.8957 | 0.9629 | 0.0 | 0.0 | 0.0535 | 0.0 | nan | 0.6358 | 0.8382 | 0.4186 | 0.5670 | 0.3137 | nan | 0.3522 | 0.3830 | 0.0 | 0.7748 | 0.0 | 0.0 | nan | 0.0 | 0.0648 | 0.0 | 0.0 | 0.6735 | 0.0 | 0.3304 | 0.1199 | 0.0 | nan | 0.0 | 0.2608 | 0.0 | 0.0 | 0.8224 | 0.7588 | 0.8746 | 0.0 | 0.0 | 0.0509 | 0.0 |
| 0.5779 | 3.4 | 680 | 0.6590 | 0.2691 | 0.3225 | 0.8177 | nan | 0.8129 | 0.9519 | 0.4768 | 0.6884 | 0.3156 | nan | 0.5264 | 0.4963 | 0.0 | 0.9386 | 0.0 | 0.0 | nan | 0.0 | 0.1614 | 0.0 | 0.0 | 0.9464 | 0.0 | 0.3499 | 0.2275 | 0.0 | nan | 0.0 | 0.3370 | 0.0 | 0.0 | 0.9184 | 0.8585 | 0.9358 | 0.0 | 0.0 | 0.0560 | 0.0 | nan | 0.6773 | 0.8279 | 0.4439 | 0.5408 | 0.2690 | nan | 0.3863 | 0.3310 | 0.0 | 0.7642 | 0.0 | 0.0 | nan | 0.0 | 0.1581 | 0.0 | 0.0 | 0.6273 | 0.0 | 0.2573 | 0.2204 | 0.0 | nan | 0.0 | 0.2727 | 0.0 | 0.0 | 0.8365 | 0.7771 | 0.8987 | 0.0 | 0.0 | 0.0521 | 0.0 |
| 0.627 | 3.5 | 700 | 0.6482 | 0.2730 | 0.3293 | 0.8217 | nan | 0.8289 | 0.9337 | 0.4760 | 0.7499 | 0.4370 | nan | 0.4828 | 0.5444 | 0.0 | 0.9094 | 0.0 | 0.0 | nan | 0.0 | 0.1504 | 0.0 | 0.0 | 0.9126 | 0.0 | 0.3427 | 0.2291 | 0.0 | nan | 0.0 | 0.3545 | 0.0 | 0.0 | 0.9396 | 0.9033 | 0.9684 | 0.0 | 0.0 | 0.0455 | 0.0 | nan | 0.6682 | 0.8365 | 0.4425 | 0.5625 | 0.3519 | nan | 0.3731 | 0.3747 | 0.0 | 0.7945 | 0.0 | 0.0 | nan | 0.0 | 0.1475 | 0.0 | 0.0 | 0.6545 | 0.0 | 0.2565 | 0.2234 | 0.0 | nan | 0.0 | 0.2659 | 0.0 | 0.0 | 0.8243 | 0.7500 | 0.8927 | 0.0 | 0.0 | 0.0442 | 0.0 |
| 1.043 | 3.6 | 720 | 0.6670 | 0.2690 | 0.3303 | 0.8121 | nan | 0.7414 | 0.9510 | 0.4527 | 0.7293 | 0.4232 | nan | 0.4919 | 0.5529 | 0.0 | 0.9499 | 0.0 | 0.0 | nan | 0.0 | 0.2058 | 0.0 | 0.0 | 0.7978 | 0.0 | 0.5494 | 0.1643 | 0.0 | nan | 0.0 | 0.3267 | 0.0 | 0.0 | 0.9457 | 0.9190 | 0.9663 | 0.0 | 0.0 | 0.0709 | 0.0 | nan | 0.6380 | 0.8182 | 0.4270 | 0.5396 | 0.3443 | nan | 0.3577 | 0.3869 | 0.0 | 0.7453 | 0.0 | 0.0 | nan | 0.0 | 0.1965 | 0.0 | 0.0 | 0.6520 | 0.0 | 0.3273 | 0.1621 | 0.0 | nan | 0.0 | 0.2547 | 0.0 | 0.0 | 0.8264 | 0.7138 | 0.8809 | 0.0 | 0.0 | 0.0670 | 0.0 |
| 0.4814 | 3.7 | 740 | 0.6550 | 0.2747 | 0.3324 | 0.8234 | nan | 0.9006 | 0.9283 | 0.5611 | 0.7474 | 0.2894 | nan | 0.4573 | 0.5845 | 0.0 | 0.9186 | 0.0 | 0.0 | nan | 0.0 | 0.1849 | 0.0 | 0.0 | 0.8607 | 0.0 | 0.4995 | 0.1799 | 0.0 | nan | 0.0 | 0.3080 | 0.0 | 0.0 | 0.9508 | 0.8698 | 0.9653 | 0.0 | 0.0 | 0.0970 | 0.0 | nan | 0.6682 | 0.8446 | 0.4544 | 0.6005 | 0.2601 | nan | 0.3483 | 0.3947 | 0.0 | 0.7874 | 0.0 | 0.0 | nan | 0.0 | 0.1805 | 0.0 | 0.0 | 0.6645 | 0.0 | 0.3344 | 0.1762 | 0.0 | nan | 0.0 | 0.2477 | 0.0 | 0.0 | 0.8274 | 0.7503 | 0.8873 | 0.0 | 0.0 | 0.0878 | 0.0 |
| 0.8735 | 3.8 | 760 | 0.6511 | 0.2686 | 0.3329 | 0.8143 | nan | 0.7260 | 0.9541 | 0.6209 | 0.6746 | 0.4355 | nan | 0.5429 | 0.4623 | 0.0 | 0.9414 | 0.0 | 0.0 | nan | 0.0 | 0.2207 | 0.0 | 0.0 | 0.8851 | 0.0 | 0.6008 | 0.0698 | 0.0 | nan | 0.0 | 0.2883 | 0.0 | 0.0 | 0.9114 | 0.9274 | 0.9592 | 0.0 | 0.0 | 0.0980 | 0.0 | nan | 0.6484 | 0.8316 | 0.4111 | 0.5496 | 0.3179 | nan | 0.3790 | 0.3583 | 0.0 | 0.7645 | 0.0 | 0.0 | nan | 0.0 | 0.2136 | 0.0 | 0.0 | 0.6712 | 0.0 | 0.3522 | 0.0691 | 0.0 | nan | 0.0 | 0.2393 | 0.0 | 0.0 | 0.8276 | 0.7120 | 0.8955 | 0.0 | 0.0 | 0.0865 | 0.0 |
| 0.5682 | 3.9 | 780 | 0.6575 | 0.2699 | 0.3248 | 0.8181 | nan | 0.9116 | 0.9023 | 0.5169 | 0.7581 | 0.3574 | nan | 0.4132 | 0.4557 | 0.0 | 0.9207 | 0.0 | 0.0 | nan | 0.0 | 0.2064 | 0.0 | 0.0 | 0.8894 | 0.0 | 0.3918 | 0.1926 | 0.0 | nan | 0.0 | 0.2659 | 0.0 | 0.0 | 0.9597 | 0.8699 | 0.9541 | 0.0 | 0.0 | 0.1026 | 0.0 | nan | 0.6547 | 0.8448 | 0.4310 | 0.5466 | 0.2962 | nan | 0.3280 | 0.3493 | 0.0 | 0.7781 | 0.0 | 0.0 | nan | 0.0 | 0.2014 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.3050 | 0.1889 | 0.0 | nan | 0.0 | 0.2235 | 0.0 | 0.0 | 0.8224 | 0.7640 | 0.8867 | 0.0 | 0.0 | 0.0899 | 0.0 |
| 0.4817 | 4.0 | 800 | 0.6374 | 0.2842 | 0.3351 | 0.8286 | nan | 0.8555 | 0.9524 | 0.4450 | 0.6285 | 0.4133 | nan | 0.5067 | 0.4467 | 0.0 | 0.9324 | 0.0 | 0.0 | nan | 0.0 | 0.3081 | 0.0 | 0.0 | 0.9170 | 0.0 | 0.4322 | 0.3224 | 0.0 | nan | 0.0 | 0.2858 | 0.0 | 0.0 | 0.9309 | 0.8960 | 0.9586 | 0.0 | 0.0 | 0.1573 | 0.0 | nan | 0.7043 | 0.8377 | 0.4324 | 0.5554 | 0.3270 | nan | 0.3894 | 0.3513 | 0.0 | 0.7776 | 0.0 | 0.0 | nan | 0.0 | 0.2928 | 0.0 | 0.0 | 0.6627 | 0.0 | 0.3241 | 0.3021 | 0.0 | nan | 0.0 | 0.2310 | 0.0 | 0.0 | 0.8454 | 0.7534 | 0.9049 | 0.0 | 0.0 | 0.1188 | 0.0 |
| 0.4642 | 4.1 | 820 | 0.6287 | 0.2868 | 0.3408 | 0.8310 | nan | 0.9123 | 0.9252 | 0.5041 | 0.7334 | 0.4165 | nan | 0.5144 | 0.5003 | 0.0 | 0.9309 | 0.0 | 0.0 | nan | 0.0 | 0.3421 | 0.0 | 0.0 | 0.9123 | 0.0 | 0.4394 | 0.2869 | 0.0 | nan | 0.0 | 0.2655 | 0.0 | 0.0 | 0.9400 | 0.8675 | 0.9662 | 0.0 | 0.0 | 0.1094 | 0.0 | nan | 0.6799 | 0.8581 | 0.4673 | 0.5899 | 0.3244 | nan | 0.3995 | 0.3747 | 0.0 | 0.7891 | 0.0 | 0.0 | nan | 0.0 | 0.3087 | 0.0 | 0.0 | 0.6594 | 0.0 | 0.3274 | 0.2753 | 0.0 | nan | 0.0 | 0.2254 | 0.0 | 0.0 | 0.8433 | 0.7769 | 0.8969 | 0.0 | 0.0 | 0.0958 | 0.0 |
| 0.6249 | 4.2 | 840 | 0.6191 | 0.2936 | 0.3534 | 0.8297 | nan | 0.7971 | 0.9443 | 0.5810 | 0.7279 | 0.4803 | nan | 0.5396 | 0.6216 | 0.0 | 0.9299 | 0.0 | 0.0 | nan | 0.0 | 0.3012 | 0.0 | 0.0 | 0.8692 | 0.0 | 0.5200 | 0.3452 | 0.0 | nan | 0.0 | 0.3316 | 0.0 | 0.0 | 0.9482 | 0.9134 | 0.9529 | 0.0 | 0.0 | 0.1506 | 0.0 | nan | 0.6902 | 0.8375 | 0.5165 | 0.5620 | 0.3584 | nan | 0.4021 | 0.4267 | 0.0 | 0.7910 | 0.0 | 0.0 | nan | 0.0 | 0.2716 | 0.0 | 0.0 | 0.6951 | 0.0 | 0.3857 | 0.3238 | 0.0 | nan | 0.0 | 0.2516 | 0.0 | 0.0 | 0.8273 | 0.7315 | 0.9101 | 0.0 | 0.0 | 0.1215 | 0.0 |
| 0.3472 | 4.3 | 860 | 0.6095 | 0.2955 | 0.3495 | 0.8351 | nan | 0.8528 | 0.9530 | 0.6076 | 0.6775 | 0.4019 | nan | 0.5564 | 0.5145 | 0.0 | 0.9282 | 0.0 | 0.0 | nan | 0.0 | 0.3640 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.4762 | 0.3858 | 0.0 | nan | 0.0 | 0.3110 | 0.0 | 0.0 | 0.9446 | 0.8605 | 0.9565 | 0.0 | 0.0 | 0.1394 | 0.0 | nan | 0.7095 | 0.8454 | 0.4904 | 0.5882 | 0.3297 | nan | 0.4103 | 0.3965 | 0.0 | 0.7975 | 0.0 | 0.0 | nan | 0.0 | 0.3230 | 0.0 | 0.0 | 0.6836 | 0.0 | 0.3551 | 0.3631 | 0.0 | nan | 0.0 | 0.2458 | 0.0 | 0.0 | 0.8385 | 0.7605 | 0.9108 | 0.0 | 0.0 | 0.1139 | 0.0 |
| 1.1638 | 4.4 | 880 | 0.7640 | 0.2662 | 0.3295 | 0.7799 | nan | 0.8622 | 0.8015 | 0.3356 | 0.8659 | 0.4153 | nan | 0.2301 | 0.5091 | 0.0 | 0.9329 | 0.0 | 0.0 | nan | 0.0 | 0.3879 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.4288 | 0.3297 | 0.0 | nan | 0.0 | 0.2614 | 0.0 | 0.0 | 0.9372 | 0.9031 | 0.9668 | 0.0 | 0.0 | 0.1393 | 0.0 | nan | 0.6116 | 0.7663 | 0.3321 | 0.3163 | 0.3278 | nan | 0.2076 | 0.3955 | 0.0 | 0.7845 | 0.0 | 0.0 | nan | 0.0 | 0.3343 | 0.0 | 0.0 | 0.6859 | 0.0 | 0.3368 | 0.3190 | 0.0 | nan | 0.0 | 0.2220 | 0.0 | 0.0 | 0.8371 | 0.7586 | 0.9031 | 0.0 | 0.0 | 0.1150 | 0.0 |
| 0.5639 | 4.5 | 900 | 0.6138 | 0.2912 | 0.3495 | 0.8329 | nan | 0.8329 | 0.9475 | 0.6199 | 0.7317 | 0.5188 | nan | 0.5028 | 0.4681 | 0.0 | 0.9315 | 0.0 | 0.0 | nan | 0.0 | 0.3889 | 0.0 | 0.0 | 0.9242 | 0.0 | 0.3445 | 0.3785 | 0.0 | nan | 0.0 | 0.2967 | 0.0 | 0.0 | 0.9146 | 0.8915 | 0.9640 | 0.0 | 0.0 | 0.1801 | 0.0 | nan | 0.6981 | 0.8617 | 0.4190 | 0.5752 | 0.3841 | nan | 0.3943 | 0.3792 | 0.0 | 0.7822 | 0.0 | 0.0 | nan | 0.0 | 0.3336 | 0.0 | 0.0 | 0.6600 | 0.0 | 0.2849 | 0.3522 | 0.0 | nan | 0.0 | 0.2394 | 0.0 | 0.0 | 0.8441 | 0.7760 | 0.9091 | 0.0 | 0.0 | 0.1331 | 0.0 |
| 1.1424 | 4.6 | 920 | 0.6094 | 0.2951 | 0.3564 | 0.8335 | nan | 0.8276 | 0.9425 | 0.6345 | 0.7938 | 0.3963 | nan | 0.5233 | 0.5383 | 0.0 | 0.9430 | 0.0 | 0.0 | nan | 0.0 | 0.3499 | 0.0 | 0.0 | 0.8573 | 0.0 | 0.5273 | 0.3810 | 0.0 | nan | 0.0 | 0.3033 | 0.0 | 0.0 | 0.9501 | 0.8880 | 0.9582 | 0.0 | 0.0 | 0.2327 | 0.0 | nan | 0.6973 | 0.8551 | 0.4481 | 0.5758 | 0.3347 | nan | 0.4040 | 0.4162 | 0.0 | 0.7766 | 0.0 | 0.0 | nan | 0.0 | 0.3041 | 0.0 | 0.0 | 0.6977 | 0.0 | 0.3915 | 0.3541 | 0.0 | nan | 0.0 | 0.2395 | 0.0 | 0.0 | 0.8314 | 0.7473 | 0.9128 | 0.0 | 0.0 | 0.1612 | 0.0 |
| 1.063 | 4.7 | 940 | 0.6149 | 0.2913 | 0.3458 | 0.8329 | nan | 0.8402 | 0.9494 | 0.5703 | 0.7595 | 0.4040 | nan | 0.4466 | 0.4354 | 0.0 | 0.9334 | 0.0 | 0.0 | nan | 0.0 | 0.3930 | 0.0 | 0.0 | 0.9198 | 0.0 | 0.4596 | 0.3577 | 0.0 | nan | 0.0 | 0.3191 | 0.0 | 0.0 | 0.9258 | 0.9082 | 0.9708 | 0.0 | 0.0 | 0.1261 | 0.0 | nan | 0.6985 | 0.8471 | 0.5053 | 0.5807 | 0.3370 | nan | 0.3472 | 0.3580 | 0.0 | 0.7914 | 0.0 | 0.0 | nan | 0.0 | 0.3419 | 0.0 | 0.0 | 0.6788 | 0.0 | 0.3541 | 0.3363 | 0.0 | nan | 0.0 | 0.2502 | 0.0 | 0.0 | 0.8367 | 0.7601 | 0.8995 | 0.0 | 0.0 | 0.1069 | 0.0 |
| 0.4322 | 4.8 | 960 | 0.6046 | 0.2973 | 0.3546 | 0.8371 | nan | 0.8606 | 0.9394 | 0.6192 | 0.7778 | 0.3978 | nan | 0.5424 | 0.5753 | 0.0 | 0.9320 | 0.0 | 0.0 | nan | 0.0 | 0.3721 | 0.0 | 0.0 | 0.9029 | 0.0 | 0.4837 | 0.3128 | 0.0 | nan | 0.0 | 0.3398 | 0.0 | 0.0 | 0.9514 | 0.8918 | 0.9551 | 0.0 | 0.0 | 0.1386 | 0.0 | nan | 0.7099 | 0.8546 | 0.4951 | 0.5780 | 0.3377 | nan | 0.4132 | 0.4390 | 0.0 | 0.7976 | 0.0 | 0.0 | nan | 0.0 | 0.3289 | 0.0 | 0.0 | 0.6960 | 0.0 | 0.3689 | 0.3023 | 0.0 | nan | 0.0 | 0.2638 | 0.0 | 0.0 | 0.8282 | 0.7678 | 0.9131 | 0.0 | 0.0 | 0.1212 | 0.0 |
| 0.8249 | 4.9 | 980 | 0.5971 | 0.3067 | 0.3699 | 0.8397 | nan | 0.8568 | 0.9392 | 0.5578 | 0.7432 | 0.5491 | nan | 0.5904 | 0.6089 | 0.0 | 0.9391 | 0.0 | 0.0 | nan | 0.0 | 0.4445 | 0.0 | 0.0 | 0.8718 | 0.0 | 0.5895 | 0.4400 | 0.0 | nan | 0.0 | 0.3854 | 0.0 | 0.0 | 0.9269 | 0.9088 | 0.9634 | 0.0 | 0.0 | 0.1515 | 0.0 | nan | 0.7231 | 0.8558 | 0.5109 | 0.6045 | 0.3935 | nan | 0.4213 | 0.4557 | 0.0 | 0.7863 | 0.0 | 0.0 | nan | 0.0 | 0.3644 | 0.0 | 0.0 | 0.6801 | 0.0 | 0.3959 | 0.3773 | 0.0 | nan | 0.0 | 0.2890 | 0.0 | 0.0 | 0.8416 | 0.7634 | 0.9103 | 0.0 | 0.0 | 0.1337 | 0.0 |
| 0.4197 | 5.0 | 1000 | 0.5949 | 0.3031 | 0.3663 | 0.8403 | nan | 0.8410 | 0.9410 | 0.6234 | 0.8261 | 0.4882 | nan | 0.4796 | 0.6131 | 0.0 | 0.9508 | 0.0 | 0.0 | nan | 0.0 | 0.4801 | 0.0 | 0.0 | 0.9049 | 0.0 | 0.4725 | 0.4507 | 0.0 | nan | 0.0 | 0.3670 | 0.0 | 0.0 | 0.9397 | 0.8838 | 0.9650 | 0.0 | 0.0 | 0.1289 | 0.0 | nan | 0.7092 | 0.8644 | 0.5033 | 0.5772 | 0.3852 | nan | 0.3963 | 0.4297 | 0.0 | 0.7706 | 0.0 | 0.0 | nan | 0.0 | 0.3633 | 0.0 | 0.0 | 0.6818 | 0.0 | 0.3832 | 0.4105 | 0.0 | nan | 0.0 | 0.2829 | 0.0 | 0.0 | 0.8449 | 0.7682 | 0.9103 | 0.0 | 0.0 | 0.1147 | 0.0 |
| 0.455 | 5.1 | 1020 | 0.5954 | 0.3023 | 0.3596 | 0.8400 | nan | 0.8863 | 0.9341 | 0.6041 | 0.7294 | 0.5180 | nan | 0.5288 | 0.5182 | 0.0 | 0.9290 | 0.0 | 0.0 | nan | 0.0 | 0.5215 | 0.0 | 0.0 | 0.9194 | 0.0 | 0.4468 | 0.3474 | 0.0 | nan | 0.0 | 0.3495 | 0.0 | 0.0 | 0.9427 | 0.8947 | 0.9523 | 0.0 | 0.0 | 0.1259 | 0.0 | nan | 0.7157 | 0.8610 | 0.5337 | 0.5857 | 0.3762 | nan | 0.4079 | 0.4252 | 0.0 | 0.8000 | 0.0 | 0.0 | nan | 0.0 | 0.3841 | 0.0 | 0.0 | 0.6899 | 0.0 | 0.3486 | 0.3326 | 0.0 | nan | 0.0 | 0.2761 | 0.0 | 0.0 | 0.8391 | 0.7696 | 0.9137 | 0.0 | 0.0 | 0.1110 | 0.0 |
| 0.573 | 5.2 | 1040 | 0.6142 | 0.3010 | 0.3602 | 0.8352 | nan | 0.9199 | 0.9149 | 0.5815 | 0.7589 | 0.4252 | nan | 0.4792 | 0.5478 | 0.0 | 0.9296 | 0.0 | 0.0 | nan | 0.0 | 0.5160 | 0.0 | 0.0 | 0.9104 | 0.0 | 0.5451 | 0.3589 | 0.0 | nan | 0.0 | 0.3316 | 0.0 | 0.0 | 0.9391 | 0.8918 | 0.9667 | 0.0 | 0.0 | 0.1497 | 0.0 | nan | 0.6839 | 0.8525 | 0.5056 | 0.5907 | 0.3327 | nan | 0.3869 | 0.4349 | 0.0 | 0.8018 | 0.0 | 0.0 | nan | 0.0 | 0.3767 | 0.0 | 0.0 | 0.6990 | 0.0 | 0.4174 | 0.3425 | 0.0 | nan | 0.0 | 0.2627 | 0.0 | 0.0 | 0.8403 | 0.7694 | 0.9045 | 0.0 | 0.0 | 0.1296 | 0.0 |
| 0.461 | 5.3 | 1060 | 0.6007 | 0.2976 | 0.3587 | 0.8365 | nan | 0.8484 | 0.9428 | 0.6427 | 0.8153 | 0.3290 | nan | 0.5091 | 0.4475 | 0.0 | 0.9296 | 0.0 | 0.0 | nan | 0.0 | 0.5200 | 0.0 | 0.0 | 0.8912 | 0.0 | 0.5687 | 0.3954 | 0.0 | nan | 0.0 | 0.3056 | 0.0 | 0.0 | 0.9431 | 0.8985 | 0.9695 | 0.0 | 0.0 | 0.1626 | 0.0 | nan | 0.7065 | 0.8570 | 0.5135 | 0.5742 | 0.2842 | nan | 0.4056 | 0.3774 | 0.0 | 0.7905 | 0.0 | 0.0 | nan | 0.0 | 0.3762 | 0.0 | 0.0 | 0.6970 | 0.0 | 0.4058 | 0.3684 | 0.0 | nan | 0.0 | 0.2481 | 0.0 | 0.0 | 0.8385 | 0.7417 | 0.9074 | 0.0 | 0.0 | 0.1347 | 0.0 |
| 0.4084 | 5.4 | 1080 | 0.5992 | 0.2994 | 0.3620 | 0.8364 | nan | 0.8610 | 0.9321 | 0.5964 | 0.8214 | 0.4050 | nan | 0.5314 | 0.5094 | 0.0 | 0.9453 | 0.0 | 0.0 | nan | 0.0 | 0.5343 | 0.0 | 0.0 | 0.9199 | 0.0 | 0.5534 | 0.3635 | 0.0 | nan | 0.0 | 0.2904 | 0.0 | 0.0 | 0.9271 | 0.8947 | 0.9565 | 0.0 | 0.0 | 0.1793 | 0.0 | nan | 0.7074 | 0.8568 | 0.4895 | 0.5576 | 0.3418 | nan | 0.4125 | 0.4074 | 0.0 | 0.7771 | 0.0 | 0.0 | nan | 0.0 | 0.3876 | 0.0 | 0.0 | 0.6874 | 0.0 | 0.4108 | 0.3432 | 0.0 | nan | 0.0 | 0.2438 | 0.0 | 0.0 | 0.8474 | 0.7488 | 0.9139 | 0.0 | 0.0 | 0.1477 | 0.0 |
| 0.3638 | 5.5 | 1100 | 0.5961 | 0.3008 | 0.3578 | 0.8397 | nan | 0.8651 | 0.9565 | 0.5715 | 0.7040 | 0.3987 | nan | 0.5602 | 0.5043 | 0.0 | 0.9363 | 0.0 | 0.0 | nan | 0.0 | 0.4938 | 0.0 | 0.0 | 0.9127 | 0.0 | 0.4815 | 0.3983 | 0.0 | nan | 0.0 | 0.3482 | 0.0 | 0.0 | 0.9282 | 0.8948 | 0.9682 | 0.0 | 0.0 | 0.1683 | 0.0 | nan | 0.7202 | 0.8518 | 0.5089 | 0.5910 | 0.3353 | nan | 0.4178 | 0.3949 | 0.0 | 0.7993 | 0.0 | 0.0 | nan | 0.0 | 0.3728 | 0.0 | 0.0 | 0.6855 | 0.0 | 0.3587 | 0.3661 | 0.0 | nan | 0.0 | 0.2640 | 0.0 | 0.0 | 0.8506 | 0.7644 | 0.9066 | 0.0 | 0.0 | 0.1368 | 0.0 |
| 0.3183 | 5.6 | 1120 | 0.5982 | 0.2983 | 0.3672 | 0.8344 | nan | 0.8373 | 0.9374 | 0.6989 | 0.7369 | 0.4777 | nan | 0.5391 | 0.6504 | 0.0 | 0.9233 | 0.0 | 0.0 | nan | 0.0 | 0.4965 | 0.0 | 0.0 | 0.8986 | 0.0 | 0.4019 | 0.4308 | 0.0 | nan | 0.0 | 0.3717 | 0.0 | 0.0 | 0.9269 | 0.9174 | 0.9701 | 0.0 | 0.0 | 0.1700 | 0.0 | nan | 0.6888 | 0.8680 | 0.3857 | 0.6007 | 0.3648 | nan | 0.4233 | 0.4603 | 0.0 | 0.8015 | 0.0 | 0.0 | nan | 0.0 | 0.3714 | 0.0 | 0.0 | 0.6845 | 0.0 | 0.3295 | 0.3990 | 0.0 | nan | 0.0 | 0.2687 | 0.0 | 0.0 | 0.8401 | 0.7341 | 0.8831 | 0.0 | 0.0 | 0.1432 | 0.0 |
| 0.3373 | 5.7 | 1140 | 0.5926 | 0.3036 | 0.3668 | 0.8390 | nan | 0.8819 | 0.9257 | 0.6487 | 0.7322 | 0.5088 | nan | 0.5627 | 0.5298 | 0.0 | 0.9481 | 0.0 | 0.0 | nan | 0.0 | 0.5145 | 0.0 | 0.0 | 0.8940 | 0.0 | 0.5565 | 0.4014 | 0.0 | nan | 0.0 | 0.3247 | 0.0 | 0.0 | 0.9419 | 0.8932 | 0.9479 | 0.0 | 0.0 | 0.1594 | 0.0 | nan | 0.6977 | 0.8672 | 0.4568 | 0.6011 | 0.3805 | nan | 0.4309 | 0.4341 | 0.0 | 0.7790 | 0.0 | 0.0 | nan | 0.0 | 0.3900 | 0.0 | 0.0 | 0.6910 | 0.0 | 0.4052 | 0.3770 | 0.0 | nan | 0.0 | 0.2609 | 0.0 | 0.0 | 0.8433 | 0.7580 | 0.9030 | 0.0 | 0.0 | 0.1354 | 0.0 |
| 0.5786 | 5.8 | 1160 | 0.5888 | 0.3057 | 0.3725 | 0.8407 | nan | 0.8291 | 0.9356 | 0.6557 | 0.8378 | 0.5211 | nan | 0.5686 | 0.6574 | 0.0 | 0.9386 | 0.0 | 0.0 | nan | 0.0 | 0.5123 | 0.0 | 0.0 | 0.8987 | 0.0 | 0.5060 | 0.3604 | 0.0 | nan | 0.0 | 0.3712 | 0.0 | 0.0 | 0.9496 | 0.8555 | 0.9649 | 0.0 | 0.0 | 0.1836 | 0.0 | nan | 0.6966 | 0.8668 | 0.5092 | 0.5926 | 0.4044 | nan | 0.4317 | 0.4607 | 0.0 | 0.7984 | 0.0 | 0.0 | nan | 0.0 | 0.3596 | 0.0 | 0.0 | 0.6941 | 0.0 | 0.3737 | 0.3438 | 0.0 | nan | 0.0 | 0.2733 | 0.0 | 0.0 | 0.8431 | 0.7703 | 0.9097 | 0.0 | 0.0 | 0.1501 | 0.0 |
| 0.4665 | 5.9 | 1180 | 0.5788 | 0.3083 | 0.3673 | 0.8455 | nan | 0.8570 | 0.9491 | 0.6249 | 0.7949 | 0.5169 | nan | 0.5641 | 0.5620 | 0.0 | 0.9319 | 0.0 | 0.0 | nan | 0.0 | 0.5126 | 0.0 | 0.0 | 0.9148 | 0.0 | 0.5272 | 0.3540 | 0.0 | nan | 0.0 | 0.3429 | 0.0 | 0.0 | 0.9331 | 0.8915 | 0.9621 | 0.0 | 0.0 | 0.1459 | 0.0 | nan | 0.7315 | 0.8616 | 0.5393 | 0.6123 | 0.4003 | nan | 0.4398 | 0.4429 | 0.0 | 0.8090 | 0.0 | 0.0 | nan | 0.0 | 0.3793 | 0.0 | 0.0 | 0.6951 | 0.0 | 0.3920 | 0.3379 | 0.0 | nan | 0.0 | 0.2643 | 0.0 | 0.0 | 0.8445 | 0.7700 | 0.9136 | 0.0 | 0.0 | 0.1232 | 0.0 |
| 0.4062 | 6.0 | 1200 | 0.5990 | 0.3034 | 0.3661 | 0.8390 | nan | 0.8692 | 0.9362 | 0.5182 | 0.8309 | 0.4266 | nan | 0.5545 | 0.5376 | 0.0 | 0.9458 | 0.0 | 0.0 | nan | 0.0 | 0.6000 | 0.0 | 0.0 | 0.9145 | 0.0 | 0.4208 | 0.4792 | 0.0 | nan | 0.0 | 0.3516 | 0.0 | 0.0 | 0.9300 | 0.8846 | 0.9620 | 0.0 | 0.0 | 0.1879 | 0.0 | nan | 0.7062 | 0.8574 | 0.4890 | 0.5916 | 0.3444 | nan | 0.4258 | 0.4307 | 0.0 | 0.7885 | 0.0 | 0.0 | nan | 0.0 | 0.3544 | 0.0 | 0.0 | 0.6851 | 0.0 | 0.3325 | 0.4280 | 0.0 | nan | 0.0 | 0.2681 | 0.0 | 0.0 | 0.8506 | 0.7829 | 0.9171 | 0.0 | 0.0 | 0.1526 | 0.0 |
| 0.3422 | 6.1 | 1220 | 0.6136 | 0.2994 | 0.3547 | 0.8386 | nan | 0.8994 | 0.9470 | 0.5071 | 0.7181 | 0.3467 | nan | 0.5558 | 0.5191 | 0.0 | 0.9338 | 0.0 | 0.0 | nan | 0.0 | 0.5650 | 0.0 | 0.0 | 0.9167 | 0.0 | 0.3571 | 0.4699 | 0.0 | nan | 0.0 | 0.3153 | 0.0 | 0.0 | 0.9401 | 0.8957 | 0.9657 | 0.0 | 0.0 | 0.1437 | 0.0 | nan | 0.7120 | 0.8521 | 0.4770 | 0.6135 | 0.2925 | nan | 0.4314 | 0.4286 | 0.0 | 0.8057 | 0.0 | 0.0 | nan | 0.0 | 0.3728 | 0.0 | 0.0 | 0.6836 | 0.0 | 0.2839 | 0.4187 | 0.0 | nan | 0.0 | 0.2556 | 0.0 | 0.0 | 0.8447 | 0.7720 | 0.9130 | 0.0 | 0.0 | 0.1240 | 0.0 |
| 0.3667 | 6.2 | 1240 | 0.5865 | 0.3074 | 0.3673 | 0.8438 | nan | 0.8719 | 0.9503 | 0.6165 | 0.7441 | 0.4360 | nan | 0.5970 | 0.5278 | 0.0 | 0.9347 | 0.0 | 0.0 | nan | 0.0 | 0.5660 | 0.0 | 0.0 | 0.8997 | 0.0 | 0.4856 | 0.4265 | 0.0 | nan | 0.0 | 0.3539 | 0.0 | 0.0 | 0.9352 | 0.9020 | 0.9647 | 0.0 | 0.0 | 0.1752 | 0.0 | nan | 0.7281 | 0.8557 | 0.5315 | 0.6217 | 0.3452 | nan | 0.4397 | 0.4263 | 0.0 | 0.8010 | 0.0 | 0.0 | nan | 0.0 | 0.3623 | 0.0 | 0.0 | 0.6997 | 0.0 | 0.3732 | 0.3967 | 0.0 | nan | 0.0 | 0.2729 | 0.0 | 0.0 | 0.8474 | 0.7669 | 0.9133 | 0.0 | 0.0 | 0.1475 | 0.0 |
| 0.3964 | 6.3 | 1260 | 0.5919 | 0.3052 | 0.3715 | 0.8415 | nan | 0.8636 | 0.9456 | 0.5274 | 0.7548 | 0.5466 | nan | 0.5639 | 0.6438 | 0.0 | 0.9241 | 0.0 | 0.0 | nan | 0.0 | 0.6155 | 0.0 | 0.0 | 0.9048 | 0.0 | 0.5285 | 0.4056 | 0.0 | nan | 0.0 | 0.3135 | 0.0 | 0.0 | 0.9171 | 0.9077 | 0.9684 | 0.0 | 0.0 | 0.1849 | 0.0 | nan | 0.7294 | 0.8517 | 0.4793 | 0.6185 | 0.4047 | nan | 0.4379 | 0.4247 | 0.0 | 0.8134 | 0.0 | 0.0 | nan | 0.0 | 0.3556 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.3648 | 0.3728 | 0.0 | nan | 0.0 | 0.2539 | 0.0 | 0.0 | 0.8452 | 0.7688 | 0.8997 | 0.0 | 0.0 | 0.1528 | 0.0 |
| 0.3974 | 6.4 | 1280 | 0.6011 | 0.3013 | 0.3642 | 0.8380 | nan | 0.8523 | 0.9361 | 0.6131 | 0.8445 | 0.4463 | nan | 0.5026 | 0.5776 | 0.0 | 0.9477 | 0.0 | 0.0 | nan | 0.0 | 0.5712 | 0.0 | 0.0 | 0.8948 | 0.0 | 0.4493 | 0.3396 | 0.0 | nan | 0.0 | 0.3616 | 0.0 | 0.0 | 0.9456 | 0.8771 | 0.9659 | 0.0 | 0.0 | 0.1656 | 0.0 | nan | 0.7006 | 0.8617 | 0.5345 | 0.5834 | 0.3578 | nan | 0.4094 | 0.4542 | 0.0 | 0.7889 | 0.0 | 0.0 | nan | 0.0 | 0.3706 | 0.0 | 0.0 | 0.6830 | 0.0 | 0.3222 | 0.3219 | 0.0 | nan | 0.0 | 0.2803 | 0.0 | 0.0 | 0.8424 | 0.7820 | 0.9040 | 0.0 | 0.0 | 0.1447 | 0.0 |
| 0.3549 | 6.5 | 1300 | 0.5949 | 0.3054 | 0.3741 | 0.8391 | nan | 0.8498 | 0.9302 | 0.6762 | 0.8403 | 0.4753 | nan | 0.4975 | 0.5990 | 0.0 | 0.9416 | 0.0 | 0.0 | nan | 0.0 | 0.5850 | 0.0 | 0.0 | 0.8735 | 0.0 | 0.5281 | 0.3714 | 0.0 | nan | 0.0 | 0.3628 | 0.0 | 0.0 | 0.9433 | 0.8961 | 0.9669 | 0.0 | 0.0 | 0.2600 | 0.0 | nan | 0.6920 | 0.8684 | 0.4967 | 0.5858 | 0.3694 | nan | 0.4055 | 0.4655 | 0.0 | 0.7965 | 0.0 | 0.0 | nan | 0.0 | 0.3631 | 0.0 | 0.0 | 0.7006 | 0.0 | 0.3859 | 0.3490 | 0.0 | nan | 0.0 | 0.2691 | 0.0 | 0.0 | 0.8409 | 0.7679 | 0.9098 | 0.0 | 0.0 | 0.2010 | 0.0 |
| 0.2758 | 6.6 | 1320 | 0.5834 | 0.3085 | 0.3673 | 0.8435 | nan | 0.8289 | 0.9513 | 0.6518 | 0.7364 | 0.5566 | nan | 0.5425 | 0.4657 | 0.0 | 0.9327 | 0.0 | 0.0 | nan | 0.0 | 0.5677 | 0.0 | 0.0 | 0.8959 | 0.0 | 0.5306 | 0.4128 | 0.0 | nan | 0.0 | 0.3408 | 0.0 | 0.0 | 0.9520 | 0.8735 | 0.9548 | 0.0 | 0.0 | 0.1924 | 0.0 | nan | 0.7241 | 0.8578 | 0.5561 | 0.5779 | 0.4191 | nan | 0.4193 | 0.4042 | 0.0 | 0.8086 | 0.0 | 0.0 | nan | 0.0 | 0.3795 | 0.0 | 0.0 | 0.7027 | 0.0 | 0.3963 | 0.3815 | 0.0 | nan | 0.0 | 0.2673 | 0.0 | 0.0 | 0.8369 | 0.7604 | 0.9187 | 0.0 | 0.0 | 0.1534 | 0.0 |
| 0.4533 | 6.7 | 1340 | 0.5830 | 0.3052 | 0.3725 | 0.8390 | nan | 0.8076 | 0.9474 | 0.6777 | 0.7975 | 0.5173 | nan | 0.5476 | 0.4662 | 0.0 | 0.9397 | 0.0 | 0.0 | nan | 0.0 | 0.5851 | 0.0 | 0.0 | 0.8903 | 0.0 | 0.5785 | 0.4557 | 0.0 | nan | 0.0 | 0.3384 | 0.0 | 0.0 | 0.9171 | 0.9185 | 0.9545 | 0.0 | 0.0 | 0.2086 | 0.0 | nan | 0.6955 | 0.8641 | 0.4621 | 0.5747 | 0.4068 | nan | 0.4199 | 0.4060 | 0.0 | 0.8046 | 0.0 | 0.0 | nan | 0.0 | 0.3753 | 0.0 | 0.0 | 0.6958 | 0.0 | 0.4234 | 0.4041 | 0.0 | nan | 0.0 | 0.2615 | 0.0 | 0.0 | 0.8418 | 0.7440 | 0.9185 | 0.0 | 0.0 | 0.1628 | 0.0 |
| 0.4431 | 6.8 | 1360 | 0.5965 | 0.3079 | 0.3716 | 0.8396 | nan | 0.9063 | 0.9083 | 0.6162 | 0.8022 | 0.4839 | nan | 0.5679 | 0.4944 | 0.0 | 0.9397 | 0.0 | 0.0 | nan | 0.0 | 0.5788 | 0.0 | 0.0 | 0.9175 | 0.0 | 0.5235 | 0.4825 | 0.0 | nan | 0.0 | 0.3448 | 0.0 | 0.0 | 0.9400 | 0.8798 | 0.9675 | 0.0 | 0.0 | 0.1664 | 0.0 | nan | 0.7017 | 0.8573 | 0.5427 | 0.5755 | 0.3769 | nan | 0.4289 | 0.4170 | 0.0 | 0.8026 | 0.0 | 0.0 | nan | 0.0 | 0.3763 | 0.0 | 0.0 | 0.6975 | 0.0 | 0.4024 | 0.4249 | 0.0 | nan | 0.0 | 0.2638 | 0.0 | 0.0 | 0.8461 | 0.7712 | 0.9157 | 0.0 | 0.0 | 0.1431 | 0.0 |
| 0.4814 | 6.9 | 1380 | 0.5858 | 0.3091 | 0.3683 | 0.8447 | nan | 0.8749 | 0.9559 | 0.6054 | 0.6724 | 0.4716 | nan | 0.5793 | 0.5114 | 0.0 | 0.9466 | 0.0 | 0.0 | nan | 0.0 | 0.5914 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.4914 | 0.4580 | 0.0 | nan | 0.0 | 0.3607 | 0.0 | 0.0 | 0.9281 | 0.9113 | 0.9668 | 0.0 | 0.0 | 0.1902 | 0.0 | nan | 0.7352 | 0.8534 | 0.5436 | 0.5826 | 0.3838 | nan | 0.4293 | 0.4296 | 0.0 | 0.7971 | 0.0 | 0.0 | nan | 0.0 | 0.3719 | 0.0 | 0.0 | 0.7038 | 0.0 | 0.3838 | 0.4147 | 0.0 | nan | 0.0 | 0.2636 | 0.0 | 0.0 | 0.8452 | 0.7693 | 0.9185 | 0.0 | 0.0 | 0.1574 | 0.0 |
| 0.4765 | 7.0 | 1400 | 0.5937 | 0.3077 | 0.3727 | 0.8409 | nan | 0.8946 | 0.9235 | 0.6725 | 0.7406 | 0.4691 | nan | 0.6064 | 0.5834 | 0.0 | 0.9342 | 0.0 | 0.0 | nan | 0.0 | 0.5602 | 0.0 | 0.0 | 0.9083 | 0.0 | 0.5148 | 0.3851 | 0.0 | nan | 0.0 | 0.3517 | 0.0 | 0.0 | 0.9388 | 0.8882 | 0.9676 | 0.0 | 0.0 | 0.2146 | 0.0 | nan | 0.6928 | 0.8682 | 0.4465 | 0.6082 | 0.3684 | nan | 0.4403 | 0.4549 | 0.0 | 0.8080 | 0.0 | 0.0 | nan | 0.0 | 0.3872 | 0.0 | 0.0 | 0.6920 | 0.0 | 0.4152 | 0.3672 | 0.0 | nan | 0.0 | 0.2658 | 0.0 | 0.0 | 0.8474 | 0.7841 | 0.9152 | 0.0 | 0.0 | 0.1761 | 0.0 |
| 0.3616 | 7.1 | 1420 | 0.5733 | 0.3132 | 0.3776 | 0.8461 | nan | 0.8448 | 0.9405 | 0.6132 | 0.8331 | 0.5368 | nan | 0.5895 | 0.5248 | 0.0 | 0.9373 | 0.0 | 0.0 | nan | 0.0 | 0.5603 | 0.0 | 0.0 | 0.8932 | 0.0 | 0.5813 | 0.4069 | 0.0 | nan | 0.0 | 0.3559 | 0.0 | 0.0 | 0.9324 | 0.9075 | 0.9655 | 0.0 | 0.0 | 0.2818 | 0.0 | nan | 0.7223 | 0.8676 | 0.5453 | 0.5946 | 0.4112 | nan | 0.4264 | 0.4193 | 0.0 | 0.8046 | 0.0 | 0.0 | nan | 0.0 | 0.3849 | 0.0 | 0.0 | 0.7001 | 0.0 | 0.4327 | 0.3820 | 0.0 | nan | 0.0 | 0.2659 | 0.0 | 0.0 | 0.8487 | 0.7737 | 0.9185 | 0.0 | 0.0 | 0.2120 | 0.0 |
| 0.4933 | 7.2 | 1440 | 0.5813 | 0.3109 | 0.3753 | 0.8451 | nan | 0.8538 | 0.9437 | 0.5760 | 0.8191 | 0.5058 | nan | 0.5736 | 0.6060 | 0.0 | 0.9314 | 0.0 | 0.0 | nan | 0.0 | 0.5896 | 0.0 | 0.0 | 0.9101 | 0.0 | 0.4950 | 0.4585 | 0.0 | nan | 0.0 | 0.3675 | 0.0 | 0.0 | 0.9298 | 0.9159 | 0.9637 | 0.0 | 0.0 | 0.1930 | 0.0 | nan | 0.7222 | 0.8639 | 0.5238 | 0.6014 | 0.3986 | nan | 0.4346 | 0.4511 | 0.0 | 0.8135 | 0.0 | 0.0 | nan | 0.0 | 0.3784 | 0.0 | 0.0 | 0.6960 | 0.0 | 0.3766 | 0.4129 | 0.0 | nan | 0.0 | 0.2718 | 0.0 | 0.0 | 0.8480 | 0.7611 | 0.9201 | 0.0 | 0.0 | 0.1638 | 0.0 |
| 0.4028 | 7.3 | 1460 | 0.5729 | 0.3121 | 0.3725 | 0.8482 | nan | 0.8882 | 0.9510 | 0.5887 | 0.7435 | 0.5139 | nan | 0.5499 | 0.5656 | 0.0 | 0.9375 | 0.0 | 0.0 | nan | 0.0 | 0.6045 | 0.0 | 0.0 | 0.9055 | 0.0 | 0.4169 | 0.5068 | 0.0 | nan | 0.0 | 0.3830 | 0.0 | 0.0 | 0.9357 | 0.8909 | 0.9639 | 0.0 | 0.0 | 0.2030 | 0.0 | nan | 0.7279 | 0.8672 | 0.5187 | 0.6300 | 0.4068 | nan | 0.4401 | 0.4476 | 0.0 | 0.8015 | 0.0 | 0.0 | nan | 0.0 | 0.3645 | 0.0 | 0.0 | 0.6940 | 0.0 | 0.3380 | 0.4487 | 0.0 | nan | 0.0 | 0.2823 | 0.0 | 0.0 | 0.8485 | 0.7751 | 0.9158 | 0.0 | 0.0 | 0.1674 | 0.0 |
| 0.7888 | 7.4 | 1480 | 0.5864 | 0.3107 | 0.3756 | 0.8444 | nan | 0.8955 | 0.9296 | 0.6318 | 0.7855 | 0.5471 | nan | 0.5243 | 0.5552 | 0.0 | 0.9379 | 0.0 | 0.0 | nan | 0.0 | 0.6029 | 0.0 | 0.0 | 0.9031 | 0.0 | 0.4917 | 0.4499 | 0.0 | nan | 0.0 | 0.3496 | 0.0 | 0.0 | 0.9258 | 0.9006 | 0.9672 | 0.0 | 0.0 | 0.2454 | 0.0 | nan | 0.7057 | 0.8712 | 0.5006 | 0.6259 | 0.4010 | nan | 0.4206 | 0.4426 | 0.0 | 0.7998 | 0.0 | 0.0 | nan | 0.0 | 0.3727 | 0.0 | 0.0 | 0.6992 | 0.0 | 0.3834 | 0.4140 | 0.0 | nan | 0.0 | 0.2712 | 0.0 | 0.0 | 0.8454 | 0.7705 | 0.9131 | 0.0 | 0.0 | 0.1953 | 0.0 |
| 0.4472 | 7.5 | 1500 | 0.5824 | 0.3101 | 0.3722 | 0.8445 | nan | 0.8338 | 0.9448 | 0.5706 | 0.8580 | 0.5130 | nan | 0.5545 | 0.4821 | 0.0 | 0.9256 | 0.0 | 0.0 | nan | 0.0 | 0.5927 | 0.0 | 0.0 | 0.9045 | 0.0 | 0.5369 | 0.4377 | 0.0 | nan | 0.0 | 0.3506 | 0.0 | 0.0 | 0.9366 | 0.8973 | 0.9610 | 0.0 | 0.0 | 0.2392 | 0.0 | nan | 0.7096 | 0.8653 | 0.5068 | 0.5979 | 0.4057 | nan | 0.4239 | 0.4143 | 0.0 | 0.8112 | 0.0 | 0.0 | nan | 0.0 | 0.3738 | 0.0 | 0.0 | 0.7033 | 0.0 | 0.4068 | 0.4079 | 0.0 | nan | 0.0 | 0.2711 | 0.0 | 0.0 | 0.8453 | 0.7657 | 0.9190 | 0.0 | 0.0 | 0.1862 | 0.0 |
| 0.2959 | 7.6 | 1520 | 0.5668 | 0.3165 | 0.3833 | 0.8484 | nan | 0.8573 | 0.9417 | 0.6345 | 0.8128 | 0.5696 | nan | 0.5761 | 0.5790 | 0.0 | 0.9427 | 0.0 | 0.0 | nan | 0.0 | 0.6075 | 0.0 | 0.0 | 0.8679 | 0.0 | 0.5660 | 0.4868 | 0.0 | nan | 0.0 | 0.3390 | 0.0 | 0.0 | 0.9379 | 0.9009 | 0.9638 | 0.0 | 0.0 | 0.2990 | 0.0 | nan | 0.7247 | 0.8693 | 0.5410 | 0.6352 | 0.4291 | nan | 0.4455 | 0.4492 | 0.0 | 0.8027 | 0.0 | 0.0 | nan | 0.0 | 0.3639 | 0.0 | 0.0 | 0.7058 | 0.0 | 0.4061 | 0.4309 | 0.0 | nan | 0.0 | 0.2674 | 0.0 | 0.0 | 0.8437 | 0.7651 | 0.9195 | 0.0 | 0.0 | 0.2130 | 0.0 |
| 0.6112 | 7.7 | 1540 | 0.5789 | 0.3128 | 0.3782 | 0.8459 | nan | 0.8626 | 0.9375 | 0.6726 | 0.8403 | 0.5117 | nan | 0.5372 | 0.5917 | 0.0 | 0.9368 | 0.0 | 0.0 | nan | 0.0 | 0.5974 | 0.0 | 0.0 | 0.9098 | 0.0 | 0.5040 | 0.4817 | 0.0 | nan | 0.0 | 0.3231 | 0.0 | 0.0 | 0.9241 | 0.9213 | 0.9645 | 0.0 | 0.0 | 0.2064 | 0.0 | nan | 0.7126 | 0.8682 | 0.5547 | 0.6269 | 0.4078 | nan | 0.4295 | 0.4562 | 0.0 | 0.8116 | 0.0 | 0.0 | nan | 0.0 | 0.3813 | 0.0 | 0.0 | 0.7024 | 0.0 | 0.3765 | 0.4300 | 0.0 | nan | 0.0 | 0.2614 | 0.0 | 0.0 | 0.8421 | 0.7503 | 0.9187 | 0.0 | 0.0 | 0.1678 | 0.0 |
| 0.385 | 7.8 | 1560 | 0.5831 | 0.3131 | 0.3791 | 0.8448 | nan | 0.8485 | 0.9346 | 0.6713 | 0.8758 | 0.4915 | nan | 0.5322 | 0.6046 | 0.0 | 0.9425 | 0.0 | 0.0 | nan | 0.0 | 0.5874 | 0.0 | 0.0 | 0.8924 | 0.0 | 0.5252 | 0.4491 | 0.0 | nan | 0.0 | 0.3385 | 0.0 | 0.0 | 0.9377 | 0.9091 | 0.9658 | 0.0 | 0.0 | 0.2456 | 0.0 | nan | 0.7112 | 0.8643 | 0.5588 | 0.5947 | 0.4014 | nan | 0.4258 | 0.4594 | 0.0 | 0.8089 | 0.0 | 0.0 | nan | 0.0 | 0.3855 | 0.0 | 0.0 | 0.7088 | 0.0 | 0.3989 | 0.4132 | 0.0 | nan | 0.0 | 0.2616 | 0.0 | 0.0 | 0.8429 | 0.7604 | 0.9170 | 0.0 | 0.0 | 0.1948 | 0.0 |
| 0.3023 | 7.9 | 1580 | 0.5723 | 0.3149 | 0.3819 | 0.8466 | nan | 0.8500 | 0.9378 | 0.7040 | 0.8430 | 0.5060 | nan | 0.5910 | 0.5657 | 0.0 | 0.9353 | 0.0 | 0.0 | nan | 0.0 | 0.5876 | 0.0 | 0.0 | 0.9079 | 0.0 | 0.5166 | 0.5220 | 0.0 | nan | 0.0 | 0.3322 | 0.0 | 0.0 | 0.9274 | 0.8971 | 0.9669 | 0.0 | 0.0 | 0.2493 | 0.0 | nan | 0.7181 | 0.8674 | 0.5304 | 0.6254 | 0.4013 | nan | 0.4403 | 0.4496 | 0.0 | 0.8136 | 0.0 | 0.0 | nan | 0.0 | 0.3828 | 0.0 | 0.0 | 0.6964 | 0.0 | 0.3900 | 0.4504 | 0.0 | nan | 0.0 | 0.2613 | 0.0 | 0.0 | 0.8497 | 0.7753 | 0.9145 | 0.0 | 0.0 | 0.1965 | 0.0 |
| 0.2996 | 8.0 | 1600 | 0.5833 | 0.3115 | 0.3742 | 0.8446 | nan | 0.8598 | 0.9405 | 0.5576 | 0.8611 | 0.4879 | nan | 0.5030 | 0.6505 | 0.0 | 0.9331 | 0.0 | 0.0 | nan | 0.0 | 0.5664 | 0.0 | 0.0 | 0.8904 | 0.0 | 0.5266 | 0.4377 | 0.0 | nan | 0.0 | 0.3461 | 0.0 | 0.0 | 0.9471 | 0.8733 | 0.9674 | 0.0 | 0.0 | 0.2518 | 0.0 | nan | 0.7107 | 0.8647 | 0.5110 | 0.5997 | 0.3949 | nan | 0.4173 | 0.4636 | 0.0 | 0.8112 | 0.0 | 0.0 | nan | 0.0 | 0.3853 | 0.0 | 0.0 | 0.7031 | 0.0 | 0.4045 | 0.4033 | 0.0 | nan | 0.0 | 0.2658 | 0.0 | 0.0 | 0.8403 | 0.7659 | 0.9125 | 0.0 | 0.0 | 0.2029 | 0.0 |
| 0.6193 | 8.1 | 1620 | 0.5776 | 0.3150 | 0.3768 | 0.8475 | nan | 0.8553 | 0.9466 | 0.5537 | 0.8181 | 0.5218 | nan | 0.5600 | 0.6284 | 0.0 | 0.9381 | 0.0 | 0.0 | nan | 0.0 | 0.5590 | 0.0 | 0.0 | 0.8879 | 0.0 | 0.5564 | 0.4580 | 0.0 | nan | 0.0 | 0.3610 | 0.0 | 0.0 | 0.9447 | 0.8941 | 0.9605 | 0.0 | 0.0 | 0.2361 | 0.0 | nan | 0.7149 | 0.8665 | 0.5031 | 0.6349 | 0.4079 | nan | 0.4338 | 0.4728 | 0.0 | 0.8083 | 0.0 | 0.0 | nan | 0.0 | 0.3884 | 0.0 | 0.0 | 0.7066 | 0.0 | 0.4185 | 0.4150 | 0.0 | nan | 0.0 | 0.2718 | 0.0 | 0.0 | 0.8427 | 0.7671 | 0.9200 | 0.0 | 0.0 | 0.1932 | 0.0 |
| 0.3867 | 8.2 | 1640 | 0.5783 | 0.3154 | 0.3788 | 0.8485 | nan | 0.8492 | 0.9482 | 0.6227 | 0.8445 | 0.5045 | nan | 0.5666 | 0.5861 | 0.0 | 0.9364 | 0.0 | 0.0 | nan | 0.0 | 0.5957 | 0.0 | 0.0 | 0.8933 | 0.0 | 0.5372 | 0.4904 | 0.0 | nan | 0.0 | 0.3774 | 0.0 | 0.0 | 0.9419 | 0.8839 | 0.9666 | 0.0 | 0.0 | 0.1988 | 0.0 | nan | 0.7210 | 0.8676 | 0.5481 | 0.6260 | 0.4021 | nan | 0.4385 | 0.4505 | 0.0 | 0.8097 | 0.0 | 0.0 | nan | 0.0 | 0.3775 | 0.0 | 0.0 | 0.7023 | 0.0 | 0.4096 | 0.4369 | 0.0 | nan | 0.0 | 0.2813 | 0.0 | 0.0 | 0.8467 | 0.7758 | 0.9186 | 0.0 | 0.0 | 0.1659 | 0.0 |
| 0.317 | 8.3 | 1660 | 0.5688 | 0.3161 | 0.3812 | 0.8494 | nan | 0.8745 | 0.9402 | 0.6804 | 0.8045 | 0.5513 | nan | 0.5835 | 0.5725 | 0.0 | 0.9466 | 0.0 | 0.0 | nan | 0.0 | 0.5978 | 0.0 | 0.0 | 0.8948 | 0.0 | 0.5215 | 0.4635 | 0.0 | nan | 0.0 | 0.3691 | 0.0 | 0.0 | 0.9312 | 0.8965 | 0.9691 | 0.0 | 0.0 | 0.2206 | 0.0 | nan | 0.7271 | 0.8711 | 0.5578 | 0.6459 | 0.4147 | nan | 0.4456 | 0.4482 | 0.0 | 0.7997 | 0.0 | 0.0 | nan | 0.0 | 0.3772 | 0.0 | 0.0 | 0.7015 | 0.0 | 0.4000 | 0.4200 | 0.0 | nan | 0.0 | 0.2752 | 0.0 | 0.0 | 0.8472 | 0.7738 | 0.9171 | 0.0 | 0.0 | 0.1764 | 0.0 |
| 1.3707 | 8.4 | 1680 | 0.5730 | 0.3154 | 0.3780 | 0.8490 | nan | 0.8738 | 0.9492 | 0.6781 | 0.7945 | 0.4691 | nan | 0.5674 | 0.6020 | 0.0 | 0.9409 | 0.0 | 0.0 | nan | 0.0 | 0.5897 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.5349 | 0.4505 | 0.0 | nan | 0.0 | 0.3486 | 0.0 | 0.0 | 0.9357 | 0.8928 | 0.9704 | 0.0 | 0.0 | 0.2273 | 0.0 | nan | 0.7278 | 0.8678 | 0.5609 | 0.6440 | 0.3773 | nan | 0.4447 | 0.4656 | 0.0 | 0.8115 | 0.0 | 0.0 | nan | 0.0 | 0.3821 | 0.0 | 0.0 | 0.7028 | 0.0 | 0.3953 | 0.4097 | 0.0 | nan | 0.0 | 0.2698 | 0.0 | 0.0 | 0.8456 | 0.7769 | 0.9117 | 0.0 | 0.0 | 0.1825 | 0.0 |
| 0.3326 | 8.5 | 1700 | 0.5753 | 0.3159 | 0.3826 | 0.8462 | nan | 0.8597 | 0.9398 | 0.6403 | 0.8407 | 0.4915 | nan | 0.5517 | 0.5957 | 0.0 | 0.9403 | 0.0 | 0.0 | nan | 0.0 | 0.5921 | 0.0 | 0.0 | 0.8785 | 0.0 | 0.5797 | 0.5061 | 0.0 | nan | 0.0 | 0.3642 | 0.0 | 0.0 | 0.9300 | 0.9048 | 0.9683 | 0.0 | 0.0 | 0.2772 | 0.0 | nan | 0.7204 | 0.8666 | 0.5546 | 0.6021 | 0.3889 | nan | 0.4336 | 0.4644 | 0.0 | 0.8123 | 0.0 | 0.0 | nan | 0.0 | 0.3759 | 0.0 | 0.0 | 0.7026 | 0.0 | 0.4171 | 0.4383 | 0.0 | nan | 0.0 | 0.2735 | 0.0 | 0.0 | 0.8466 | 0.7702 | 0.9170 | 0.0 | 0.0 | 0.2075 | 0.0 |
| 0.343 | 8.6 | 1720 | 0.5699 | 0.3183 | 0.3813 | 0.8500 | nan | 0.8720 | 0.9460 | 0.6340 | 0.8164 | 0.5137 | nan | 0.5698 | 0.5619 | 0.0 | 0.9335 | 0.0 | 0.0 | nan | 0.0 | 0.5860 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.5409 | 0.5306 | 0.0 | nan | 0.0 | 0.3632 | 0.0 | 0.0 | 0.9313 | 0.8939 | 0.9638 | 0.0 | 0.0 | 0.2693 | 0.0 | nan | 0.7295 | 0.8693 | 0.5551 | 0.6398 | 0.4015 | nan | 0.4431 | 0.4498 | 0.0 | 0.8168 | 0.0 | 0.0 | nan | 0.0 | 0.3764 | 0.0 | 0.0 | 0.6999 | 0.0 | 0.4146 | 0.4559 | 0.0 | nan | 0.0 | 0.2766 | 0.0 | 0.0 | 0.8478 | 0.7674 | 0.9199 | 0.0 | 0.0 | 0.2053 | 0.0 |
| 0.4636 | 8.7 | 1740 | 0.5700 | 0.3170 | 0.3791 | 0.8494 | nan | 0.8801 | 0.9435 | 0.6036 | 0.8067 | 0.5080 | nan | 0.5780 | 0.5943 | 0.0 | 0.9338 | 0.0 | 0.0 | nan | 0.0 | 0.5831 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.5190 | 0.4826 | 0.0 | nan | 0.0 | 0.3532 | 0.0 | 0.0 | 0.9301 | 0.9133 | 0.9593 | 0.0 | 0.0 | 0.2595 | 0.0 | nan | 0.7261 | 0.8706 | 0.5399 | 0.6449 | 0.4018 | nan | 0.4455 | 0.4644 | 0.0 | 0.8180 | 0.0 | 0.0 | nan | 0.0 | 0.3798 | 0.0 | 0.0 | 0.7039 | 0.0 | 0.4047 | 0.4369 | 0.0 | nan | 0.0 | 0.2706 | 0.0 | 0.0 | 0.8422 | 0.7544 | 0.9215 | 0.0 | 0.0 | 0.2013 | 0.0 |
| 0.4121 | 8.8 | 1760 | 0.5690 | 0.3166 | 0.3770 | 0.8504 | nan | 0.8629 | 0.9514 | 0.6429 | 0.8294 | 0.4950 | nan | 0.5736 | 0.6034 | 0.0 | 0.9316 | 0.0 | 0.0 | nan | 0.0 | 0.5776 | 0.0 | 0.0 | 0.9107 | 0.0 | 0.5116 | 0.4527 | 0.0 | nan | 0.0 | 0.3313 | 0.0 | 0.0 | 0.9344 | 0.9031 | 0.9622 | 0.0 | 0.0 | 0.2129 | 0.0 | nan | 0.7339 | 0.8671 | 0.5670 | 0.6443 | 0.4004 | nan | 0.4438 | 0.4655 | 0.0 | 0.8183 | 0.0 | 0.0 | nan | 0.0 | 0.3821 | 0.0 | 0.0 | 0.7003 | 0.0 | 0.3945 | 0.4177 | 0.0 | nan | 0.0 | 0.2684 | 0.0 | 0.0 | 0.8459 | 0.7742 | 0.9209 | 0.0 | 0.0 | 0.1710 | 0.0 |
| 0.3737 | 8.9 | 1780 | 0.5611 | 0.3183 | 0.3813 | 0.8513 | nan | 0.8763 | 0.9429 | 0.6298 | 0.8213 | 0.5577 | nan | 0.5642 | 0.6243 | 0.0 | 0.9447 | 0.0 | 0.0 | nan | 0.0 | 0.5873 | 0.0 | 0.0 | 0.9152 | 0.0 | 0.5375 | 0.4555 | 0.0 | nan | 0.0 | 0.3414 | 0.0 | 0.0 | 0.9293 | 0.8930 | 0.9650 | 0.0 | 0.0 | 0.2335 | 0.0 | nan | 0.7321 | 0.8707 | 0.5613 | 0.6495 | 0.4244 | nan | 0.4409 | 0.4685 | 0.0 | 0.8063 | 0.0 | 0.0 | nan | 0.0 | 0.3790 | 0.0 | 0.0 | 0.7031 | 0.0 | 0.4053 | 0.4191 | 0.0 | nan | 0.0 | 0.2713 | 0.0 | 0.0 | 0.8502 | 0.7808 | 0.9205 | 0.0 | 0.0 | 0.1839 | 0.0 |
| 0.4408 | 9.0 | 1800 | 0.5686 | 0.3186 | 0.3868 | 0.8498 | nan | 0.8582 | 0.9370 | 0.6738 | 0.8667 | 0.5464 | nan | 0.5771 | 0.6496 | 0.0 | 0.9442 | 0.0 | 0.0 | nan | 0.0 | 0.5956 | 0.0 | 0.0 | 0.8915 | 0.0 | 0.5419 | 0.4507 | 0.0 | nan | 0.0 | 0.3632 | 0.0 | 0.0 | 0.9340 | 0.9020 | 0.9687 | 0.0 | 0.0 | 0.2900 | 0.0 | nan | 0.7299 | 0.8694 | 0.5746 | 0.6252 | 0.4206 | nan | 0.4388 | 0.4654 | 0.0 | 0.8066 | 0.0 | 0.0 | nan | 0.0 | 0.3746 | 0.0 | 0.0 | 0.7127 | 0.0 | 0.4090 | 0.4180 | 0.0 | nan | 0.0 | 0.2755 | 0.0 | 0.0 | 0.8474 | 0.7750 | 0.9177 | 0.0 | 0.0 | 0.2170 | 0.0 |
| 0.402 | 9.1 | 1820 | 0.5630 | 0.3196 | 0.3841 | 0.8521 | nan | 0.8595 | 0.9464 | 0.6812 | 0.8413 | 0.5551 | nan | 0.5696 | 0.6260 | 0.0 | 0.9382 | 0.0 | 0.0 | nan | 0.0 | 0.5894 | 0.0 | 0.0 | 0.8971 | 0.0 | 0.5589 | 0.4594 | 0.0 | nan | 0.0 | 0.3541 | 0.0 | 0.0 | 0.9363 | 0.8953 | 0.9632 | 0.0 | 0.0 | 0.2347 | 0.0 | nan | 0.7346 | 0.8703 | 0.5700 | 0.6527 | 0.4236 | nan | 0.4401 | 0.4699 | 0.0 | 0.8127 | 0.0 | 0.0 | nan | 0.0 | 0.3778 | 0.0 | 0.0 | 0.7121 | 0.0 | 0.4124 | 0.4193 | 0.0 | nan | 0.0 | 0.2748 | 0.0 | 0.0 | 0.8471 | 0.7811 | 0.9195 | 0.0 | 0.0 | 0.1880 | 0.0 |
| 0.3377 | 9.2 | 1840 | 0.5694 | 0.3185 | 0.3830 | 0.8509 | nan | 0.8655 | 0.9424 | 0.6606 | 0.8551 | 0.5115 | nan | 0.5671 | 0.6184 | 0.0 | 0.9379 | 0.0 | 0.0 | nan | 0.0 | 0.5804 | 0.0 | 0.0 | 0.9100 | 0.0 | 0.5601 | 0.4767 | 0.0 | nan | 0.0 | 0.3502 | 0.0 | 0.0 | 0.9300 | 0.9088 | 0.9670 | 0.0 | 0.0 | 0.2307 | 0.0 | nan | 0.7342 | 0.8710 | 0.5740 | 0.6386 | 0.4059 | nan | 0.4415 | 0.4724 | 0.0 | 0.8146 | 0.0 | 0.0 | nan | 0.0 | 0.3815 | 0.0 | 0.0 | 0.7064 | 0.0 | 0.4131 | 0.4315 | 0.0 | nan | 0.0 | 0.2729 | 0.0 | 0.0 | 0.8475 | 0.7661 | 0.9172 | 0.0 | 0.0 | 0.1850 | 0.0 |
| 0.4663 | 9.3 | 1860 | 0.5681 | 0.3192 | 0.3833 | 0.8511 | nan | 0.8702 | 0.9435 | 0.6699 | 0.8311 | 0.5039 | nan | 0.5762 | 0.5998 | 0.0 | 0.9349 | 0.0 | 0.0 | nan | 0.0 | 0.5908 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.5619 | 0.5139 | 0.0 | nan | 0.0 | 0.3556 | 0.0 | 0.0 | 0.9378 | 0.8993 | 0.9672 | 0.0 | 0.0 | 0.2300 | 0.0 | nan | 0.7313 | 0.8702 | 0.5734 | 0.6435 | 0.3982 | nan | 0.4442 | 0.4682 | 0.0 | 0.8179 | 0.0 | 0.0 | nan | 0.0 | 0.3761 | 0.0 | 0.0 | 0.7091 | 0.0 | 0.4147 | 0.4523 | 0.0 | nan | 0.0 | 0.2746 | 0.0 | 0.0 | 0.8468 | 0.7747 | 0.9172 | 0.0 | 0.0 | 0.1845 | 0.0 |
| 0.419 | 9.4 | 1880 | 0.5703 | 0.3185 | 0.3821 | 0.8510 | nan | 0.8632 | 0.9463 | 0.6844 | 0.8301 | 0.5153 | nan | 0.5890 | 0.6125 | 0.0 | 0.9357 | 0.0 | 0.0 | nan | 0.0 | 0.5848 | 0.0 | 0.0 | 0.9128 | 0.0 | 0.4967 | 0.5189 | 0.0 | nan | 0.0 | 0.3516 | 0.0 | 0.0 | 0.9318 | 0.8924 | 0.9689 | 0.0 | 0.0 | 0.2100 | 0.0 | nan | 0.7324 | 0.8705 | 0.5729 | 0.6473 | 0.4037 | nan | 0.4476 | 0.4693 | 0.0 | 0.8170 | 0.0 | 0.0 | nan | 0.0 | 0.3798 | 0.0 | 0.0 | 0.6988 | 0.0 | 0.3785 | 0.4589 | 0.0 | nan | 0.0 | 0.2752 | 0.0 | 0.0 | 0.8501 | 0.7819 | 0.9173 | 0.0 | 0.0 | 0.1715 | 0.0 |
| 0.2796 | 9.5 | 1900 | 0.5678 | 0.3168 | 0.3808 | 0.8499 | nan | 0.8652 | 0.9410 | 0.6789 | 0.8372 | 0.5167 | nan | 0.5874 | 0.5978 | 0.0 | 0.9425 | 0.0 | 0.0 | nan | 0.0 | 0.5874 | 0.0 | 0.0 | 0.9008 | 0.0 | 0.4731 | 0.5021 | 0.0 | nan | 0.0 | 0.3488 | 0.0 | 0.0 | 0.9399 | 0.9032 | 0.9677 | 0.0 | 0.0 | 0.2138 | 0.0 | nan | 0.7294 | 0.8708 | 0.5725 | 0.6440 | 0.4041 | nan | 0.4481 | 0.4663 | 0.0 | 0.8105 | 0.0 | 0.0 | nan | 0.0 | 0.3794 | 0.0 | 0.0 | 0.7025 | 0.0 | 0.3640 | 0.4497 | 0.0 | nan | 0.0 | 0.2714 | 0.0 | 0.0 | 0.8454 | 0.7704 | 0.9170 | 0.0 | 0.0 | 0.1765 | 0.0 |
| 0.3892 | 9.6 | 1920 | 0.5666 | 0.3184 | 0.3817 | 0.8511 | nan | 0.8720 | 0.9433 | 0.6665 | 0.8238 | 0.5257 | nan | 0.5873 | 0.5904 | 0.0 | 0.9392 | 0.0 | 0.0 | nan | 0.0 | 0.5954 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.5012 | 0.4987 | 0.0 | nan | 0.0 | 0.3520 | 0.0 | 0.0 | 0.9354 | 0.9017 | 0.9666 | 0.0 | 0.0 | 0.2303 | 0.0 | nan | 0.7313 | 0.8705 | 0.5718 | 0.6482 | 0.4098 | nan | 0.4498 | 0.4632 | 0.0 | 0.8137 | 0.0 | 0.0 | nan | 0.0 | 0.3740 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.3821 | 0.4487 | 0.0 | nan | 0.0 | 0.2734 | 0.0 | 0.0 | 0.8476 | 0.7743 | 0.9187 | 0.0 | 0.0 | 0.1872 | 0.0 |
| 0.4762 | 9.7 | 1940 | 0.5650 | 0.3186 | 0.3821 | 0.8515 | nan | 0.8680 | 0.9457 | 0.6698 | 0.8232 | 0.5305 | nan | 0.5911 | 0.5940 | 0.0 | 0.9374 | 0.0 | 0.0 | nan | 0.0 | 0.5999 | 0.0 | 0.0 | 0.8884 | 0.0 | 0.4855 | 0.4855 | 0.0 | nan | 0.0 | 0.3632 | 0.0 | 0.0 | 0.9414 | 0.9042 | 0.9673 | 0.0 | 0.0 | 0.2512 | 0.0 | nan | 0.7347 | 0.8701 | 0.5730 | 0.6501 | 0.4141 | nan | 0.4509 | 0.4629 | 0.0 | 0.8150 | 0.0 | 0.0 | nan | 0.0 | 0.3703 | 0.0 | 0.0 | 0.7088 | 0.0 | 0.3807 | 0.4421 | 0.0 | nan | 0.0 | 0.2731 | 0.0 | 0.0 | 0.8434 | 0.7698 | 0.9171 | 0.0 | 0.0 | 0.1997 | 0.0 |
| 0.2866 | 9.8 | 1960 | 0.5644 | 0.3189 | 0.3818 | 0.8522 | nan | 0.8639 | 0.9487 | 0.6788 | 0.8166 | 0.5314 | nan | 0.5863 | 0.5961 | 0.0 | 0.9381 | 0.0 | 0.0 | nan | 0.0 | 0.6016 | 0.0 | 0.0 | 0.9010 | 0.0 | 0.5091 | 0.4735 | 0.0 | nan | 0.0 | 0.3538 | 0.0 | 0.0 | 0.9399 | 0.8958 | 0.9638 | 0.0 | 0.0 | 0.2383 | 0.0 | nan | 0.7381 | 0.8699 | 0.5739 | 0.6515 | 0.4167 | nan | 0.4503 | 0.4642 | 0.0 | 0.8143 | 0.0 | 0.0 | nan | 0.0 | 0.3707 | 0.0 | 0.0 | 0.7074 | 0.0 | 0.3888 | 0.4333 | 0.0 | nan | 0.0 | 0.2740 | 0.0 | 0.0 | 0.8448 | 0.7760 | 0.9199 | 0.0 | 0.0 | 0.1921 | 0.0 |
| 0.1857 | 9.9 | 1980 | 0.5650 | 0.3193 | 0.3828 | 0.8521 | nan | 0.8701 | 0.9477 | 0.6701 | 0.8152 | 0.5338 | nan | 0.5782 | 0.5986 | 0.0 | 0.9404 | 0.0 | 0.0 | nan | 0.0 | 0.6036 | 0.0 | 0.0 | 0.9080 | 0.0 | 0.5119 | 0.4885 | 0.0 | nan | 0.0 | 0.3618 | 0.0 | 0.0 | 0.9304 | 0.9003 | 0.9645 | 0.0 | 0.0 | 0.2422 | 0.0 | nan | 0.7346 | 0.8706 | 0.5727 | 0.6517 | 0.4164 | nan | 0.4489 | 0.4635 | 0.0 | 0.8113 | 0.0 | 0.0 | nan | 0.0 | 0.3693 | 0.0 | 0.0 | 0.7051 | 0.0 | 0.3929 | 0.4436 | 0.0 | nan | 0.0 | 0.2765 | 0.0 | 0.0 | 0.8485 | 0.7771 | 0.9204 | 0.0 | 0.0 | 0.1940 | 0.0 |
| 0.3021 | 10.0 | 2000 | 0.5644 | 0.3202 | 0.3861 | 0.8525 | nan | 0.8598 | 0.9440 | 0.6837 | 0.8295 | 0.5586 | nan | 0.6015 | 0.6019 | 0.0 | 0.9395 | 0.0 | 0.0 | nan | 0.0 | 0.6060 | 0.0 | 0.0 | 0.8961 | 0.0 | 0.5249 | 0.4892 | 0.0 | nan | 0.0 | 0.3733 | 0.0 | 0.0 | 0.9376 | 0.9033 | 0.9668 | 0.0 | 0.0 | 0.2540 | 0.0 | nan | 0.7395 | 0.8717 | 0.5750 | 0.6481 | 0.4281 | nan | 0.4534 | 0.4648 | 0.0 | 0.8127 | 0.0 | 0.0 | nan | 0.0 | 0.3687 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.3987 | 0.4429 | 0.0 | nan | 0.0 | 0.2772 | 0.0 | 0.0 | 0.8463 | 0.7719 | 0.9189 | 0.0 | 0.0 | 0.2004 | 0.0 |
### Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
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