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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-2-segformer-tutourial
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-2-segformer-tutourial
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: 0.5818
- Mean Iou: 0.3011
- Mean Accuracy: 0.3610
- Overall Accuracy: 0.8444
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8364
- Accuracy Flat-sidewalk: 0.9386
- Accuracy Flat-crosswalk: 0.7005
- Accuracy Flat-cyclinglane: 0.7745
- Accuracy Flat-parkingdriveway: 0.4695
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.5463
- Accuracy Human-person: 0.6230
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9128
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: nan
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.4478
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8809
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5418
- Accuracy Construction-fenceguardrail: 0.5574
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3278
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9459
- Accuracy Nature-terrain: 0.8600
- Accuracy Sky: 0.9662
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.2230
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7395
- Iou Flat-sidewalk: 0.8314
- Iou Flat-crosswalk: 0.6251
- Iou Flat-cyclinglane: 0.7160
- Iou Flat-parkingdriveway: 0.3216
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.4206
- Iou Human-person: 0.3351
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7711
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: nan
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.3854
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6893
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.4039
- Iou Construction-fenceguardrail: 0.4696
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2496
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8583
- Iou Nature-terrain: 0.7294
- Iou Sky: 0.9135
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.1745
- 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: 2
- eval_batch_size: 2
- 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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| 2.488 | 0.12 | 50 | 2.3203 | 0.1076 | 0.1555 | 0.6454 | nan | 0.5629 | 0.8917 | 0.0 | 0.1457 | 0.0025 | 0.0 | 0.0001 | 0.0004 | 0.0 | 0.7999 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7386 | 0.0 | 0.0013 | 0.0002 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9632 | 0.0660 | 0.8030 | 0.0001 | 0.0 | 0.0003 | 0.0 | nan | 0.3879 | 0.6486 | 0.0 | 0.1312 | 0.0025 | 0.0 | 0.0001 | 0.0004 | 0.0 | 0.5250 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4739 | 0.0 | 0.0013 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6159 | 0.0553 | 0.7082 | 0.0001 | 0.0 | 0.0003 | 0.0 |
| 1.6299 | 0.25 | 100 | 1.7345 | 0.1218 | 0.1659 | 0.6685 | nan | 0.5674 | 0.9286 | 0.0 | 0.0107 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8298 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8395 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9407 | 0.3829 | 0.8087 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.4093 | 0.6497 | 0.0 | 0.0107 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5763 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4921 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7001 | 0.3104 | 0.7495 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 1.4309 | 0.38 | 150 | 1.5198 | 0.1271 | 0.1734 | 0.6897 | nan | 0.7282 | 0.9071 | 0.0 | 0.0079 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8531 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8527 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9456 | 0.3840 | 0.8690 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4687 | 0.7008 | 0.0 | 0.0079 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5573 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5187 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7035 | 0.3237 | 0.7861 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2814 | 0.5 | 200 | 1.3563 | 0.1450 | 0.1908 | 0.7158 | nan | 0.6789 | 0.9448 | 0.0 | 0.2102 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8591 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8588 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9132 | 0.7877 | 0.8520 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4965 | 0.6981 | 0.0 | 0.2093 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6055 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5147 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7683 | 0.5627 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6945 | 0.62 | 250 | 1.2967 | 0.1469 | 0.1971 | 0.7191 | nan | 0.7823 | 0.8949 | 0.0 | 0.2470 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9344 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8313 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9041 | 0.8094 | 0.9029 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.4942 | 0.7283 | 0.0 | 0.2448 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5256 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5211 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7719 | 0.6074 | 0.8072 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 1.5522 | 0.75 | 300 | 1.1943 | 0.1523 | 0.1953 | 0.7277 | nan | 0.7414 | 0.9365 | 0.0 | 0.2922 | 0.0116 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8427 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9099 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9003 | 0.7090 | 0.9066 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5376 | 0.7180 | 0.0 | 0.2825 | 0.0114 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6281 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4879 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7785 | 0.6144 | 0.8143 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7093 | 0.88 | 350 | 1.1594 | 0.1561 | 0.2008 | 0.7326 | nan | 0.6502 | 0.9568 | 0.0 | 0.3765 | 0.0155 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8670 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8770 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9201 | 0.8412 | 0.9199 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5117 | 0.7083 | 0.0 | 0.3374 | 0.0152 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6334 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5252 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7934 | 0.6433 | 0.8275 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1445 | 1.0 | 400 | 1.1201 | 0.1552 | 0.2009 | 0.7320 | nan | 0.7249 | 0.9356 | 0.0 | 0.3739 | 0.0354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7810 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9016 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8938 | 0.8789 | 0.9039 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5260 | 0.7265 | 0.0 | 0.3324 | 0.0341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6367 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5198 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7766 | 0.5818 | 0.8319 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.5762 | 1.12 | 450 | 1.0649 | 0.1578 | 0.2040 | 0.7385 | nan | 0.7259 | 0.9512 | 0.0 | 0.3550 | 0.0466 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8674 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8840 | 0.0 | 0.0099 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8861 | 0.8572 | 0.9454 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5448 | 0.7259 | 0.0 | 0.3299 | 0.0441 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6460 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5402 | 0.0 | 0.0098 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7752 | 0.5983 | 0.8354 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 1.1724 | 1.25 | 500 | 1.0340 | 0.1636 | 0.2095 | 0.7431 | nan | 0.7165 | 0.9284 | 0.0 | 0.5125 | 0.0790 | 0.0 | 0.0277 | 0.0 | 0.0 | 0.8230 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.0086 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9127 | 0.8649 | 0.9269 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5347 | 0.7461 | 0.0 | 0.3799 | 0.0718 | 0.0 | 0.0264 | 0.0 | 0.0 | 0.6598 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5231 | 0.0 | 0.0085 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8016 | 0.6426 | 0.8395 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 1.7008 | 1.38 | 550 | 0.9811 | 0.1662 | 0.2101 | 0.7502 | nan | 0.8048 | 0.9259 | 0.0 | 0.3869 | 0.1217 | 0.0 | 0.0361 | 0.0 | 0.0 | 0.8697 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8510 | 0.0 | 0.0281 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9411 | 0.8227 | 0.9355 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5594 | 0.7493 | 0.0 | 0.3700 | 0.0972 | 0.0 | 0.0346 | 0.0 | 0.0 | 0.6461 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5481 | 0.0 | 0.0272 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7903 | 0.6704 | 0.8245 | 0.0 | 0.0 | 0.0006 | 0.0 |
| 0.5924 | 1.5 | 600 | 0.9687 | 0.1691 | 0.2121 | 0.7520 | nan | 0.7776 | 0.9355 | 0.0 | 0.4147 | 0.1552 | 0.0 | 0.0571 | 0.0 | 0.0 | 0.8155 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9139 | 0.0 | 0.0114 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9159 | 0.8587 | 0.9297 | 0.0 | 0.0 | 0.0010 | 0.0 | nan | 0.5641 | 0.7466 | 0.0 | 0.3827 | 0.1214 | 0.0 | 0.0526 | 0.0 | 0.0 | 0.6719 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5389 | 0.0 | 0.0112 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8124 | 0.6586 | 0.8511 | 0.0 | 0.0 | 0.0010 | 0.0 |
| 1.9075 | 1.62 | 650 | 0.9413 | 0.1721 | 0.2149 | 0.7567 | nan | 0.7972 | 0.9268 | 0.0 | 0.4365 | 0.1483 | 0.0 | 0.1357 | 0.0 | 0.0 | 0.8640 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8842 | 0.0 | 0.0222 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9492 | 0.7697 | 0.9410 | 0.0 | 0.0 | 0.0021 | 0.0 | nan | 0.5851 | 0.7521 | 0.0 | 0.3986 | 0.1187 | 0.0 | 0.1185 | 0.0 | 0.0 | 0.6666 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5508 | 0.0 | 0.0215 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7905 | 0.6580 | 0.8459 | 0.0 | 0.0 | 0.0021 | 0.0 |
| 1.1035 | 1.75 | 700 | 0.9646 | 0.1720 | 0.2138 | 0.7547 | nan | 0.7370 | 0.9564 | 0.0 | 0.4065 | 0.1380 | 0.0 | 0.1129 | 0.0 | 0.0 | 0.8711 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8830 | 0.0 | 0.0262 | 0.0 | 0.0 | nan | 0.0 | 0.0077 | 0.0 | 0.0 | 0.9277 | 0.8131 | 0.9589 | 0.0 | 0.0 | 0.0024 | 0.0 | nan | 0.5860 | 0.7301 | 0.0 | 0.3914 | 0.1090 | 0.0 | 0.1019 | 0.0 | 0.0 | 0.6809 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5383 | 0.0 | 0.0256 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.8127 | 0.6754 | 0.8428 | 0.0 | 0.0 | 0.0024 | 0.0 |
| 0.6372 | 1.88 | 750 | 0.8958 | 0.1813 | 0.2262 | 0.7636 | nan | 0.7484 | 0.9387 | 0.0 | 0.4605 | 0.2077 | 0.0 | 0.2876 | 0.0 | 0.0 | 0.9013 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.0 | 0.0551 | 0.0 | 0.0 | nan | 0.0 | 0.0033 | 0.0 | 0.0 | 0.9241 | 0.8566 | 0.9364 | 0.0 | 0.0 | 0.0030 | 0.0 | nan | 0.5909 | 0.7555 | 0.0 | 0.4116 | 0.1516 | 0.0 | 0.2190 | 0.0 | 0.0 | 0.6771 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5549 | 0.0 | 0.0523 | 0.0 | 0.0 | nan | 0.0 | 0.0033 | 0.0 | 0.0 | 0.8228 | 0.6811 | 0.8775 | 0.0 | 0.0 | 0.0029 | 0.0 |
| 0.5682 | 2.0 | 800 | 0.8480 | 0.1900 | 0.2386 | 0.7738 | nan | 0.7474 | 0.9230 | 0.0 | 0.6150 | 0.3295 | 0.0 | 0.3338 | 0.0 | 0.0 | 0.9118 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9131 | 0.0 | 0.1108 | 0.0 | 0.0 | nan | 0.0 | 0.0085 | 0.0 | 0.0 | 0.9308 | 0.8564 | 0.9532 | 0.0 | 0.0 | 0.0020 | 0.0 | nan | 0.6101 | 0.7761 | 0.0 | 0.5059 | 0.2038 | 0.0 | 0.2501 | 0.0 | 0.0 | 0.6655 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5699 | 0.0 | 0.0966 | 0.0 | 0.0 | nan | 0.0 | 0.0085 | 0.0 | 0.0 | 0.8209 | 0.6909 | 0.8803 | 0.0 | 0.0 | 0.0020 | 0.0 |
| 0.725 | 2.12 | 850 | 0.8578 | 0.1879 | 0.2359 | 0.7747 | nan | 0.7804 | 0.9279 | 0.0 | 0.5716 | 0.2711 | 0.0 | 0.2857 | 0.0 | 0.0 | 0.9158 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8883 | 0.0 | 0.1206 | 0.0 | 0.0 | nan | 0.0 | 0.0090 | 0.0 | 0.0 | 0.9294 | 0.8843 | 0.9572 | 0.0 | 0.0 | 0.0087 | 0.0 | nan | 0.6250 | 0.7717 | 0.0 | 0.5054 | 0.1887 | 0.0 | 0.2134 | 0.0 | 0.0 | 0.6573 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5817 | 0.0 | 0.1049 | 0.0 | 0.0 | nan | 0.0 | 0.0090 | 0.0 | 0.0 | 0.8161 | 0.6510 | 0.8790 | 0.0 | 0.0 | 0.0085 | 0.0 |
| 0.51 | 2.25 | 900 | 0.8616 | 0.1941 | 0.2441 | 0.7678 | nan | 0.6722 | 0.9332 | 0.0 | 0.5630 | 0.4052 | 0.0 | 0.3876 | 0.0 | 0.0 | 0.8768 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8580 | 0.0 | 0.3540 | 0.0 | 0.0 | nan | 0.0 | 0.0175 | 0.0 | 0.0 | 0.9522 | 0.8271 | 0.9557 | 0.0 | 0.0 | 0.0083 | 0.0 | nan | 0.5804 | 0.7650 | 0.0 | 0.4572 | 0.1984 | 0.0 | 0.2696 | 0.0 | 0.0 | 0.6993 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5980 | 0.0 | 0.2558 | 0.0 | 0.0 | nan | 0.0 | 0.0173 | 0.0 | 0.0 | 0.8087 | 0.6755 | 0.8764 | 0.0 | 0.0 | 0.0080 | 0.0 |
| 0.9404 | 2.38 | 950 | 0.8303 | 0.1965 | 0.2458 | 0.7781 | nan | 0.7834 | 0.9231 | 0.0 | 0.5345 | 0.3098 | 0.0 | 0.3520 | 0.0 | 0.0 | 0.9111 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8712 | 0.0 | 0.3564 | 0.0 | 0.0 | nan | 0.0 | 0.0286 | 0.0 | 0.0 | 0.9357 | 0.8818 | 0.9543 | 0.0 | 0.0 | 0.0227 | 0.0 | nan | 0.6167 | 0.7711 | 0.0 | 0.4738 | 0.2072 | 0.0 | 0.2605 | 0.0 | 0.0 | 0.6721 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6204 | 0.0 | 0.2520 | 0.0 | 0.0 | nan | 0.0 | 0.0281 | 0.0 | 0.0 | 0.8179 | 0.6627 | 0.8842 | 0.0 | 0.0 | 0.0213 | 0.0 |
| 0.4844 | 2.5 | 1000 | 0.8113 | 0.1952 | 0.2431 | 0.7762 | nan | 0.7824 | 0.9354 | 0.0 | 0.4556 | 0.3144 | 0.0 | 0.3925 | 0.0 | 0.0 | 0.9023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8776 | 0.0 | 0.3066 | 0.0 | 0.0 | nan | 0.0 | 0.0409 | 0.0 | 0.0 | 0.9265 | 0.8766 | 0.9575 | 0.0 | 0.0 | 0.0111 | 0.0 | nan | 0.6253 | 0.7656 | 0.0 | 0.4358 | 0.2015 | 0.0 | 0.2825 | 0.0 | 0.0 | 0.6866 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5965 | 0.0 | 0.2222 | 0.0 | 0.0 | nan | 0.0 | 0.0405 | 0.0 | 0.0 | 0.8217 | 0.6857 | 0.8731 | 0.0 | 0.0 | 0.0107 | 0.0 |
| 0.5377 | 2.62 | 1050 | 0.8262 | 0.1955 | 0.2429 | 0.7755 | nan | 0.7408 | 0.9399 | 0.0 | 0.4855 | 0.3249 | 0.0 | 0.4112 | 0.0013 | 0.0 | 0.9104 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8662 | 0.0 | 0.3181 | 0.0 | 0.0 | nan | 0.0 | 0.0144 | 0.0 | 0.0 | 0.9553 | 0.8099 | 0.9541 | 0.0 | 0.0 | 0.0409 | 0.0 | nan | 0.6230 | 0.7603 | 0.0 | 0.4479 | 0.2190 | 0.0 | 0.2781 | 0.0013 | 0.0 | 0.6791 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6198 | 0.0 | 0.2235 | 0.0 | 0.0 | nan | 0.0 | 0.0143 | 0.0 | 0.0 | 0.8064 | 0.6616 | 0.8858 | 0.0 | 0.0 | 0.0363 | 0.0 |
| 0.5133 | 2.75 | 1100 | 0.8080 | 0.1985 | 0.2479 | 0.7775 | nan | 0.7620 | 0.9341 | 0.0 | 0.5057 | 0.3786 | 0.0 | 0.3555 | 0.0025 | 0.0 | 0.9024 | 0.0 | nan | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.8409 | 0.0 | 0.4094 | 0.0 | 0.0 | nan | 0.0 | 0.0365 | 0.0 | 0.0 | 0.9372 | 0.8735 | 0.9667 | 0.0 | 0.0 | 0.0286 | 0.0 | nan | 0.6150 | 0.7703 | 0.0 | 0.4541 | 0.2155 | 0.0 | 0.2686 | 0.0025 | 0.0 | 0.6940 | 0.0 | nan | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6231 | 0.0 | 0.2665 | 0.0 | 0.0 | nan | 0.0 | 0.0358 | 0.0 | 0.0 | 0.8177 | 0.6785 | 0.8857 | 0.0 | 0.0 | 0.0258 | 0.0 |
| 0.9712 | 2.88 | 1150 | 0.8097 | 0.1928 | 0.2371 | 0.7741 | nan | 0.8580 | 0.9160 | 0.0 | 0.4079 | 0.2468 | 0.0 | 0.2023 | 0.0377 | 0.0 | 0.9173 | 0.0 | nan | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8780 | 0.0 | 0.2836 | 0.0000 | 0.0 | nan | 0.0 | 0.0766 | 0.0 | 0.0 | 0.9411 | 0.8324 | 0.9629 | 0.0 | 0.0 | 0.0272 | 0.0 | nan | 0.5977 | 0.7718 | 0.0 | 0.3912 | 0.1778 | 0.0 | 0.1669 | 0.0371 | 0.0 | 0.6803 | 0.0 | nan | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6186 | 0.0 | 0.2094 | 0.0000 | 0.0 | nan | 0.0 | 0.0748 | 0.0 | 0.0 | 0.8252 | 0.7069 | 0.8861 | 0.0 | 0.0 | 0.0254 | 0.0 |
| 0.5065 | 3.0 | 1200 | 0.7834 | 0.2004 | 0.2494 | 0.7787 | nan | 0.8491 | 0.8819 | 0.0 | 0.5845 | 0.3527 | 0.0 | 0.3553 | 0.0501 | 0.0 | 0.9198 | 0.0 | nan | 0.0 | 0.0 | 0.0014 | 0.0 | 0.0 | 0.8944 | 0.0 | 0.2436 | 0.0001 | 0.0 | nan | 0.0 | 0.0703 | 0.0 | 0.0 | 0.9449 | 0.8381 | 0.9622 | 0.0 | 0.0 | 0.0309 | 0.0 | nan | 0.6049 | 0.7791 | 0.0 | 0.5258 | 0.2196 | 0.0 | 0.2507 | 0.0488 | 0.0 | 0.6789 | 0.0 | nan | 0.0 | 0.0 | 0.0014 | 0.0 | 0.0 | 0.6144 | 0.0 | 0.1886 | 0.0001 | 0.0 | nan | 0.0 | 0.0683 | 0.0 | 0.0 | 0.8257 | 0.7028 | 0.8773 | 0.0 | 0.0 | 0.0278 | 0.0 |
| 1.7304 | 3.12 | 1250 | 0.7721 | 0.2066 | 0.2535 | 0.7869 | nan | 0.7783 | 0.9325 | 0.0 | 0.5908 | 0.3273 | 0.0 | 0.3851 | 0.0578 | 0.0 | 0.9025 | 0.0 | nan | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.8995 | 0.0 | 0.3196 | 0.0018 | 0.0 | nan | 0.0 | 0.0869 | 0.0 | 0.0 | 0.9345 | 0.8763 | 0.9682 | 0.0 | 0.0 | 0.0501 | 0.0 | nan | 0.6235 | 0.7751 | 0.0 | 0.5379 | 0.2078 | 0.0 | 0.2945 | 0.0566 | 0.0 | 0.7051 | 0.0 | nan | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6258 | 0.0 | 0.2442 | 0.0018 | 0.0 | nan | 0.0 | 0.0844 | 0.0 | 0.0 | 0.8338 | 0.7019 | 0.8736 | 0.0 | 0.0 | 0.0437 | 0.0 |
| 0.66 | 3.25 | 1300 | 0.7819 | 0.2112 | 0.2587 | 0.7855 | nan | 0.7894 | 0.9367 | 0.0000 | 0.5252 | 0.3014 | 0.0 | 0.3633 | 0.1003 | 0.0 | 0.9086 | 0.0 | nan | 0.0 | 0.0 | 0.0109 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.4998 | 0.0015 | 0.0 | nan | 0.0 | 0.1663 | 0.0 | 0.0 | 0.9162 | 0.8732 | 0.9374 | 0.0 | 0.0 | 0.0512 | 0.0 | nan | 0.6323 | 0.7652 | 0.0000 | 0.4811 | 0.1876 | 0.0 | 0.2850 | 0.0919 | 0.0 | 0.7142 | 0.0 | nan | 0.0 | 0.0 | 0.0109 | 0.0 | 0.0 | 0.6492 | 0.0 | 0.3148 | 0.0015 | 0.0 | nan | 0.0 | 0.1523 | 0.0 | 0.0 | 0.8382 | 0.6970 | 0.8927 | 0.0 | 0.0 | 0.0448 | 0.0 |
| 0.5002 | 3.38 | 1350 | 0.8003 | 0.2076 | 0.2558 | 0.7818 | nan | 0.7802 | 0.9357 | 0.0 | 0.4772 | 0.2416 | 0.0 | 0.4454 | 0.1361 | 0.0 | 0.9488 | 0.0 | nan | 0.0 | 0.0 | 0.0395 | 0.0 | 0.0 | 0.8563 | 0.0 | 0.3519 | 0.0025 | 0.0 | nan | 0.0 | 0.1423 | 0.0 | 0.0 | 0.9454 | 0.8564 | 0.9638 | 0.0 | 0.0 | 0.0626 | 0.0 | nan | 0.6277 | 0.7656 | 0.0 | 0.4501 | 0.1628 | 0.0 | 0.3162 | 0.1202 | 0.0 | 0.6544 | 0.0 | nan | 0.0 | 0.0 | 0.0389 | 0.0 | 0.0 | 0.6397 | 0.0 | 0.2495 | 0.0025 | 0.0 | nan | 0.0 | 0.1350 | 0.0 | 0.0 | 0.8330 | 0.7017 | 0.8916 | 0.0 | 0.0 | 0.0540 | 0.0 |
| 1.7687 | 3.5 | 1400 | 0.7399 | 0.2183 | 0.2679 | 0.7923 | nan | 0.8339 | 0.9184 | 0.0016 | 0.5828 | 0.2395 | 0.0 | 0.4439 | 0.2259 | 0.0 | 0.9229 | 0.0 | nan | 0.0 | 0.0 | 0.0371 | 0.0 | 0.0 | 0.8792 | 0.0 | 0.4739 | 0.0005 | 0.0 | nan | 0.0 | 0.1879 | 0.0 | 0.0 | 0.9344 | 0.8787 | 0.9571 | 0.0 | 0.0 | 0.0551 | 0.0 | nan | 0.6405 | 0.7799 | 0.0016 | 0.5199 | 0.1753 | 0.0 | 0.3078 | 0.1909 | 0.0 | 0.7149 | 0.0 | nan | 0.0 | 0.0 | 0.0367 | 0.0 | 0.0 | 0.6442 | 0.0 | 0.3149 | 0.0005 | 0.0 | nan | 0.0 | 0.1680 | 0.0 | 0.0 | 0.8413 | 0.7054 | 0.8945 | 0.0 | 0.0 | 0.0493 | 0.0 |
| 0.5413 | 3.62 | 1450 | 0.7299 | 0.2217 | 0.2713 | 0.7940 | nan | 0.8010 | 0.9389 | 0.0110 | 0.5446 | 0.3857 | 0.0 | 0.4218 | 0.2719 | 0.0 | 0.8834 | 0.0 | nan | 0.0 | 0.0 | 0.0176 | 0.0 | 0.0 | 0.8653 | 0.0 | 0.5323 | 0.0011 | 0.0 | nan | 0.0 | 0.1796 | 0.0 | 0.0 | 0.9424 | 0.8469 | 0.9612 | 0.0 | 0.0 | 0.0766 | 0.0 | nan | 0.6441 | 0.7806 | 0.0110 | 0.5222 | 0.2475 | 0.0 | 0.3136 | 0.2070 | 0.0 | 0.7395 | 0.0 | nan | 0.0 | 0.0 | 0.0175 | 0.0 | 0.0 | 0.6481 | 0.0 | 0.3265 | 0.0011 | 0.0 | nan | 0.0 | 0.1629 | 0.0 | 0.0 | 0.8348 | 0.6880 | 0.8869 | 0.0 | 0.0 | 0.0627 | 0.0 |
| 1.2082 | 3.75 | 1500 | 0.6959 | 0.2248 | 0.2729 | 0.7982 | nan | 0.8119 | 0.9199 | 0.0999 | 0.6762 | 0.4158 | 0.0 | 0.3494 | 0.2189 | 0.0 | 0.8810 | 0.0 | nan | 0.0 | 0.0 | 0.0351 | 0.0 | 0.0 | 0.9162 | 0.0 | 0.4066 | 0.0013 | 0.0 | nan | 0.0 | 0.2105 | 0.0 | 0.0 | 0.9437 | 0.8118 | 0.9608 | 0.0 | 0.0 | 0.0740 | 0.0 | nan | 0.6593 | 0.7930 | 0.0999 | 0.5882 | 0.2617 | 0.0 | 0.2944 | 0.1709 | 0.0 | 0.7215 | 0.0 | nan | 0.0 | 0.0 | 0.0349 | 0.0 | 0.0 | 0.6180 | 0.0 | 0.2757 | 0.0013 | 0.0 | nan | 0.0 | 0.1849 | 0.0 | 0.0 | 0.8332 | 0.6978 | 0.8980 | 0.0 | 0.0 | 0.0603 | 0.0 |
| 0.4615 | 3.88 | 1550 | 0.7529 | 0.2224 | 0.2737 | 0.7893 | nan | 0.7573 | 0.9446 | 0.0228 | 0.5131 | 0.3968 | 0.0 | 0.3926 | 0.3763 | 0.0 | 0.8950 | 0.0 | nan | 0.0 | 0.0 | 0.0468 | 0.0 | 0.0 | 0.8758 | 0.0 | 0.4520 | 0.0006 | 0.0 | nan | 0.0 | 0.1823 | 0.0 | 0.0 | 0.9391 | 0.8892 | 0.9592 | 0.0 | 0.0 | 0.1149 | 0.0 | nan | 0.6296 | 0.7708 | 0.0228 | 0.4801 | 0.2393 | 0.0 | 0.2962 | 0.2472 | 0.0 | 0.7382 | 0.0 | nan | 0.0 | 0.0 | 0.0464 | 0.0 | 0.0 | 0.6456 | 0.0 | 0.2974 | 0.0006 | 0.0 | nan | 0.0 | 0.1669 | 0.0 | 0.0 | 0.8403 | 0.7010 | 0.9013 | 0.0 | 0.0 | 0.0922 | 0.0 |
| 2.1925 | 4.0 | 1600 | 0.7518 | 0.2245 | 0.2783 | 0.7905 | nan | 0.6996 | 0.9509 | 0.0877 | 0.6004 | 0.3108 | 0.0 | 0.4915 | 0.4171 | 0.0 | 0.9078 | 0.0 | nan | 0.0 | 0.0 | 0.0642 | 0.0 | 0.0 | 0.8704 | 0.0 | 0.4508 | 0.0048 | 0.0 | nan | 0.0 | 0.1670 | 0.0 | 0.0 | 0.9501 | 0.8806 | 0.9638 | 0.0 | 0.0 | 0.0885 | 0.0 | nan | 0.6114 | 0.7724 | 0.0877 | 0.5295 | 0.2241 | 0.0 | 0.3105 | 0.2501 | 0.0 | 0.7289 | 0.0 | nan | 0.0 | 0.0 | 0.0634 | 0.0 | 0.0 | 0.6496 | 0.0 | 0.2917 | 0.0047 | 0.0 | nan | 0.0 | 0.1524 | 0.0 | 0.0 | 0.8370 | 0.7004 | 0.8949 | 0.0 | 0.0 | 0.0747 | 0.0 |
| 0.8398 | 4.12 | 1650 | 0.7374 | 0.2325 | 0.2856 | 0.7960 | nan | 0.7649 | 0.9445 | 0.0382 | 0.5803 | 0.4033 | 0.0 | 0.4096 | 0.4098 | 0.0 | 0.9223 | 0.0 | nan | 0.0 | 0.0 | 0.0928 | 0.0 | 0.0 | 0.8409 | 0.0 | 0.4956 | 0.0605 | 0.0 | nan | 0.0 | 0.2303 | 0.0 | 0.0 | 0.9465 | 0.8428 | 0.9687 | 0.0 | 0.0 | 0.1883 | 0.0 | nan | 0.6447 | 0.7801 | 0.0382 | 0.5260 | 0.2328 | 0.0 | 0.3170 | 0.2554 | 0.0 | 0.7296 | 0.0 | nan | 0.0 | 0.0 | 0.0916 | 0.0 | 0.0 | 0.6593 | 0.0 | 0.3201 | 0.0596 | 0.0 | nan | 0.0 | 0.1986 | 0.0 | 0.0 | 0.8423 | 0.7166 | 0.8943 | 0.0 | 0.0 | 0.1326 | 0.0 |
| 0.6942 | 4.25 | 1700 | 0.7359 | 0.2283 | 0.2831 | 0.7935 | nan | 0.7659 | 0.9438 | 0.0883 | 0.5150 | 0.3600 | 0.0 | 0.4102 | 0.4644 | 0.0 | 0.9176 | 0.0 | nan | 0.0 | 0.0 | 0.0778 | 0.0 | 0.0 | 0.8748 | 0.0 | 0.4698 | 0.0312 | 0.0 | nan | 0.0 | 0.2085 | 0.0 | 0.0 | 0.9358 | 0.9040 | 0.9597 | 0.0 | 0.0 | 0.1319 | 0.0 | nan | 0.6459 | 0.7740 | 0.0882 | 0.4742 | 0.2239 | 0.0 | 0.3101 | 0.2523 | 0.0 | 0.7376 | 0.0 | nan | 0.0 | 0.0 | 0.0768 | 0.0 | 0.0 | 0.6628 | 0.0 | 0.3118 | 0.0309 | 0.0 | nan | 0.0 | 0.1826 | 0.0 | 0.0 | 0.8401 | 0.6910 | 0.8990 | 0.0 | 0.0 | 0.1043 | 0.0 |
| 0.4449 | 4.38 | 1750 | 0.7015 | 0.2391 | 0.2890 | 0.8038 | nan | 0.7983 | 0.9354 | 0.1658 | 0.5990 | 0.3891 | 0.0 | 0.4565 | 0.3812 | 0.0 | 0.8791 | 0.0 | nan | 0.0 | 0.0 | 0.1167 | 0.0 | 0.0 | 0.9121 | 0.0 | 0.3766 | 0.1337 | 0.0 | nan | 0.0 | 0.2224 | 0.0 | 0.0 | 0.9440 | 0.8811 | 0.9606 | 0.0 | 0.0 | 0.0969 | 0.0 | nan | 0.6789 | 0.7810 | 0.1654 | 0.5370 | 0.2592 | 0.0 | 0.3467 | 0.2309 | 0.0 | 0.7455 | 0.0 | nan | 0.0 | 0.0 | 0.1150 | 0.0 | 0.0 | 0.6470 | 0.0 | 0.2824 | 0.1306 | 0.0 | nan | 0.0 | 0.1949 | 0.0 | 0.0 | 0.8393 | 0.7158 | 0.9010 | 0.0 | 0.0 | 0.0793 | 0.0 |
| 0.3577 | 4.5 | 1800 | 0.7060 | 0.2380 | 0.2900 | 0.8042 | nan | 0.8066 | 0.9443 | 0.1282 | 0.5640 | 0.3782 | 0.0 | 0.4202 | 0.4983 | 0.0 | 0.9135 | 0.0 | nan | 0.0 | 0.0 | 0.1158 | 0.0 | 0.0 | 0.8955 | 0.0 | 0.4212 | 0.1594 | 0.0 | nan | 0.0 | 0.1916 | 0.0 | 0.0 | 0.9433 | 0.8580 | 0.9553 | 0.0 | 0.0 | 0.0871 | 0.0 | nan | 0.6721 | 0.7847 | 0.1280 | 0.5383 | 0.2420 | 0.0 | 0.3305 | 0.2508 | 0.0 | 0.7383 | 0.0 | nan | 0.0 | 0.0 | 0.1131 | 0.0 | 0.0 | 0.6585 | 0.0 | 0.2968 | 0.1542 | 0.0 | nan | 0.0 | 0.1737 | 0.0 | 0.0 | 0.8444 | 0.7157 | 0.9020 | 0.0 | 0.0 | 0.0739 | 0.0 |
| 0.4443 | 4.62 | 1850 | 0.6722 | 0.2509 | 0.3035 | 0.8143 | nan | 0.8160 | 0.9397 | 0.3917 | 0.6472 | 0.3310 | 0.0 | 0.4674 | 0.4023 | 0.0 | 0.9087 | 0.0 | nan | 0.0 | 0.0 | 0.1512 | 0.0 | 0.0 | 0.8799 | 0.0 | 0.4608 | 0.1119 | 0.0 | nan | 0.0 | 0.2761 | 0.0 | 0.0 | 0.9351 | 0.9025 | 0.9701 | 0.0 | 0.0 | 0.1213 | 0.0 | nan | 0.6963 | 0.8011 | 0.3870 | 0.5855 | 0.2383 | 0.0 | 0.3398 | 0.2508 | 0.0 | 0.7382 | 0.0 | nan | 0.0 | 0.0 | 0.1479 | 0.0 | 0.0 | 0.6587 | 0.0 | 0.3103 | 0.1097 | 0.0 | nan | 0.0 | 0.2211 | 0.0 | 0.0 | 0.8499 | 0.7010 | 0.8999 | 0.0 | 0.0 | 0.0938 | 0.0 |
| 1.0 | 4.75 | 1900 | 0.6912 | 0.2484 | 0.3023 | 0.8114 | nan | 0.7584 | 0.9451 | 0.3347 | 0.6729 | 0.3085 | 0.0 | 0.5324 | 0.5104 | 0.0 | 0.8877 | 0.0 | nan | 0.0 | 0.0 | 0.1254 | 0.0 | 0.0 | 0.9136 | 0.0 | 0.4858 | 0.1048 | 0.0 | nan | 0.0 | 0.2013 | 0.0 | 0.0 | 0.9525 | 0.8531 | 0.9638 | 0.0 | 0.0 | 0.1224 | 0.0 | nan | 0.6755 | 0.7882 | 0.3247 | 0.6017 | 0.2234 | 0.0 | 0.3783 | 0.2464 | 0.0 | 0.7472 | 0.0 | nan | 0.0 | 0.0 | 0.1230 | 0.0 | 0.0 | 0.6713 | 0.0 | 0.3498 | 0.1035 | 0.0 | nan | 0.0 | 0.1774 | 0.0 | 0.0 | 0.8385 | 0.6933 | 0.9049 | 0.0 | 0.0 | 0.1010 | 0.0 |
| 0.8306 | 4.88 | 1950 | 0.6655 | 0.2546 | 0.3060 | 0.8163 | nan | 0.8323 | 0.9347 | 0.4204 | 0.6135 | 0.3336 | 0.0 | 0.4604 | 0.4942 | 0.0 | 0.9134 | 0.0 | nan | 0.0 | 0.0 | 0.1336 | 0.0 | 0.0 | 0.9069 | 0.0 | 0.4913 | 0.1178 | 0.0 | nan | 0.0 | 0.2380 | 0.0 | 0.0 | 0.9446 | 0.8621 | 0.9584 | 0.0 | 0.0 | 0.1373 | 0.0 | nan | 0.6862 | 0.7964 | 0.4167 | 0.5900 | 0.2364 | 0.0 | 0.3536 | 0.2819 | 0.0 | 0.7324 | 0.0 | nan | 0.0 | 0.0 | 0.1299 | 0.0 | 0.0 | 0.6780 | 0.0 | 0.3565 | 0.1162 | 0.0 | nan | 0.0 | 0.1977 | 0.0 | 0.0 | 0.8435 | 0.7134 | 0.9057 | 0.0 | 0.0 | 0.1143 | 0.0 |
| 0.5413 | 5.0 | 2000 | 0.6798 | 0.2549 | 0.3053 | 0.8161 | nan | 0.8131 | 0.9486 | 0.3975 | 0.6113 | 0.3320 | 0.0 | 0.4642 | 0.4823 | 0.0 | 0.8911 | 0.0 | nan | 0.0 | 0.0 | 0.1604 | 0.0 | 0.0 | 0.9040 | 0.0 | 0.5306 | 0.1225 | 0.0 | nan | 0.0 | 0.2572 | 0.0 | 0.0 | 0.9378 | 0.8772 | 0.9580 | 0.0 | 0.0 | 0.0807 | 0.0 | nan | 0.6921 | 0.7895 | 0.3820 | 0.5914 | 0.2289 | 0.0 | 0.3709 | 0.2736 | 0.0 | 0.7475 | 0.0 | nan | 0.0 | 0.0 | 0.1553 | 0.0 | 0.0 | 0.6739 | 0.0 | 0.3688 | 0.1197 | 0.0 | nan | 0.0 | 0.2122 | 0.0 | 0.0 | 0.8485 | 0.7278 | 0.9050 | 0.0 | 0.0 | 0.0700 | 0.0 |
| 0.5256 | 5.12 | 2050 | 0.6704 | 0.2561 | 0.3118 | 0.8139 | nan | 0.7844 | 0.9341 | 0.3012 | 0.6551 | 0.4701 | 0.0 | 0.4866 | 0.5064 | 0.0 | 0.9148 | 0.0 | nan | 0.0 | 0.0 | 0.1733 | 0.0 | 0.0 | 0.9118 | 0.0 | 0.5235 | 0.1756 | 0.0 | nan | 0.0 | 0.2735 | 0.0 | 0.0 | 0.9372 | 0.8601 | 0.9652 | 0.0 | 0.0 | 0.1035 | 0.0 | nan | 0.6849 | 0.7987 | 0.2964 | 0.5979 | 0.2575 | 0.0 | 0.3739 | 0.2968 | 0.0 | 0.7392 | 0.0 | nan | 0.0 | 0.0 | 0.1670 | 0.0 | 0.0 | 0.6695 | 0.0 | 0.3530 | 0.1687 | 0.0 | nan | 0.0 | 0.2251 | 0.0 | 0.0 | 0.8533 | 0.7200 | 0.9032 | 0.0 | 0.0 | 0.0889 | 0.0 |
| 1.5354 | 5.25 | 2100 | 0.6749 | 0.2574 | 0.3114 | 0.8129 | nan | 0.7795 | 0.9479 | 0.2673 | 0.6263 | 0.3309 | 0.0 | 0.4880 | 0.5526 | 0.0 | 0.9229 | 0.0 | nan | 0.0 | 0.0 | 0.1946 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.4747 | 0.2891 | 0.0 | nan | 0.0 | 0.2789 | 0.0 | 0.0 | 0.9296 | 0.8926 | 0.9724 | 0.0 | 0.0 | 0.1123 | 0.0 | nan | 0.6664 | 0.7862 | 0.2666 | 0.5673 | 0.2425 | 0.0 | 0.3705 | 0.2926 | 0.0 | 0.7436 | 0.0 | nan | 0.0 | 0.0 | 0.1875 | 0.0 | 0.0 | 0.6739 | 0.0 | 0.3639 | 0.2774 | 0.0 | nan | 0.0 | 0.2256 | 0.0 | 0.0 | 0.8535 | 0.7312 | 0.8955 | 0.0 | 0.0 | 0.0935 | 0.0 |
| 0.9066 | 5.38 | 2150 | 0.6420 | 0.2692 | 0.3288 | 0.8231 | nan | 0.8027 | 0.9289 | 0.5349 | 0.6724 | 0.4873 | 0.0 | 0.5372 | 0.5813 | 0.0 | 0.9129 | 0.0 | nan | 0.0 | 0.0 | 0.1965 | 0.0 | 0.0 | 0.8827 | 0.0 | 0.4897 | 0.2717 | 0.0 | nan | 0.0 | 0.2897 | 0.0 | 0.0 | 0.9517 | 0.8653 | 0.9718 | 0.0 | 0.0 | 0.1459 | 0.0 | nan | 0.7041 | 0.8076 | 0.5014 | 0.6246 | 0.3067 | 0.0 | 0.3802 | 0.2714 | 0.0 | 0.7480 | 0.0 | nan | 0.0 | 0.0 | 0.1893 | 0.0 | 0.0 | 0.6796 | 0.0 | 0.3739 | 0.2635 | 0.0 | nan | 0.0 | 0.2207 | 0.0 | 0.0 | 0.8412 | 0.6891 | 0.8949 | 0.0 | 0.0 | 0.1171 | 0.0 |
| 0.5222 | 5.5 | 2200 | 0.6669 | 0.2669 | 0.3248 | 0.8163 | nan | 0.7671 | 0.9418 | 0.3374 | 0.6925 | 0.4213 | 0.0 | 0.5016 | 0.5665 | 0.0 | 0.9186 | 0.0 | nan | 0.0 | 0.0 | 0.2600 | 0.0 | 0.0 | 0.8706 | 0.0 | 0.5646 | 0.3602 | 0.0 | nan | 0.0 | 0.2850 | 0.0 | 0.0 | 0.9355 | 0.8649 | 0.9657 | 0.0 | 0.0 | 0.1400 | 0.0 | nan | 0.6713 | 0.7977 | 0.3192 | 0.6194 | 0.2542 | 0.0 | 0.3945 | 0.2906 | 0.0 | 0.7521 | 0.0 | nan | 0.0 | 0.0 | 0.2461 | 0.0 | 0.0 | 0.6642 | 0.0 | 0.3736 | 0.3327 | 0.0 | nan | 0.0 | 0.2250 | 0.0 | 0.0 | 0.8543 | 0.7271 | 0.9034 | 0.0 | 0.0 | 0.1157 | 0.0 |
| 0.7196 | 5.62 | 2250 | 0.6619 | 0.2715 | 0.3274 | 0.8231 | nan | 0.8077 | 0.9509 | 0.4463 | 0.6637 | 0.3284 | 0.0 | 0.5066 | 0.5578 | 0.0 | 0.9055 | 0.0 | nan | 0.0 | 0.0 | 0.2320 | 0.0 | 0.0 | 0.8483 | 0.0 | 0.5559 | 0.2812 | 0.0 | nan | 0.0 | 0.3302 | 0.0 | 0.0 | 0.9439 | 0.8596 | 0.9613 | 0.0 | 0.0 | 0.2981 | 0.0 | nan | 0.7066 | 0.7987 | 0.4347 | 0.6179 | 0.2538 | 0.0 | 0.3744 | 0.2811 | 0.0 | 0.7641 | 0.0 | nan | 0.0 | 0.0 | 0.2227 | 0.0 | 0.0 | 0.6750 | 0.0 | 0.3648 | 0.2705 | 0.0 | nan | 0.0 | 0.2409 | 0.0 | 0.0 | 0.8479 | 0.7241 | 0.9075 | 0.0 | 0.0 | 0.2042 | 0.0 |
| 0.4246 | 5.75 | 2300 | 0.6761 | 0.2599 | 0.3149 | 0.8137 | nan | 0.7550 | 0.9532 | 0.3430 | 0.6596 | 0.3628 | 0.0 | 0.4682 | 0.4827 | 0.0 | 0.9109 | 0.0 | nan | 0.0 | 0.0 | 0.2185 | 0.0 | 0.0 | 0.8738 | 0.0 | 0.5448 | 0.2315 | 0.0 | nan | 0.0 | 0.3239 | 0.0 | 0.0 | 0.9358 | 0.8866 | 0.9666 | 0.0 | 0.0 | 0.1596 | 0.0 | nan | 0.6763 | 0.7903 | 0.3378 | 0.6097 | 0.2436 | 0.0 | 0.3451 | 0.2708 | 0.0 | 0.7474 | 0.0 | nan | 0.0 | 0.0 | 0.2118 | 0.0 | 0.0 | 0.6605 | 0.0 | 0.3625 | 0.2241 | 0.0 | nan | 0.0 | 0.2374 | 0.0 | 0.0 | 0.8534 | 0.7154 | 0.9062 | 0.0 | 0.0 | 0.1249 | 0.0 |
| 0.5324 | 5.88 | 2350 | 0.6352 | 0.2711 | 0.3279 | 0.8266 | nan | 0.8153 | 0.9320 | 0.4755 | 0.7299 | 0.5061 | 0.0 | 0.5260 | 0.5623 | 0.0 | 0.9085 | 0.0 | nan | 0.0 | 0.0 | 0.2232 | 0.0 | 0.0 | 0.8919 | 0.0 | 0.4953 | 0.2723 | 0.0 | nan | 0.0 | 0.2771 | 0.0 | 0.0 | 0.9456 | 0.8615 | 0.9550 | 0.0 | 0.0 | 0.1150 | 0.0 | nan | 0.7132 | 0.8098 | 0.4590 | 0.6675 | 0.3239 | 0.0 | 0.3802 | 0.2740 | 0.0 | 0.7602 | 0.0 | nan | 0.0 | 0.0 | 0.2151 | 0.0 | 0.0 | 0.6651 | 0.0 | 0.3498 | 0.2602 | 0.0 | nan | 0.0 | 0.2236 | 0.0 | 0.0 | 0.8521 | 0.7209 | 0.9063 | 0.0 | 0.0 | 0.0948 | 0.0 |
| 0.4106 | 6.0 | 2400 | 0.6168 | 0.2805 | 0.3382 | 0.8286 | nan | 0.8140 | 0.9366 | 0.5348 | 0.7391 | 0.4551 | 0.0 | 0.4434 | 0.5715 | 0.0 | 0.9105 | 0.0 | nan | 0.0 | 0.0 | 0.3385 | 0.0 | 0.0 | 0.8631 | 0.0 | 0.5545 | 0.4411 | 0.0 | nan | 0.0 | 0.2978 | 0.0 | 0.0 | 0.9408 | 0.8805 | 0.9625 | 0.0 | 0.0 | 0.1385 | 0.0 | nan | 0.7068 | 0.8102 | 0.5070 | 0.6757 | 0.2917 | 0.0 | 0.3503 | 0.2908 | 0.0 | 0.7596 | 0.0 | nan | 0.0 | 0.0 | 0.3190 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.3889 | 0.3781 | 0.0 | nan | 0.0 | 0.2281 | 0.0 | 0.0 | 0.8501 | 0.7196 | 0.9076 | 0.0 | 0.0 | 0.1149 | 0.0 |
| 0.5797 | 6.12 | 2450 | 0.6297 | 0.2816 | 0.3393 | 0.8296 | nan | 0.7974 | 0.9383 | 0.4647 | 0.7903 | 0.4007 | 0.0 | 0.5064 | 0.5728 | 0.0 | 0.9213 | 0.0 | nan | 0.0 | 0.0 | 0.3479 | 0.0 | 0.0 | 0.8703 | 0.0 | 0.5732 | 0.4362 | 0.0 | nan | 0.0 | 0.3033 | 0.0 | 0.0 | 0.9375 | 0.8832 | 0.9683 | 0.0 | 0.0 | 0.1466 | 0.0 | nan | 0.6881 | 0.8134 | 0.4564 | 0.6750 | 0.3033 | 0.0 | 0.3764 | 0.3047 | 0.0 | 0.7563 | 0.0 | nan | 0.0 | 0.0 | 0.3199 | 0.0 | 0.0 | 0.6791 | 0.0 | 0.4054 | 0.3939 | 0.0 | nan | 0.0 | 0.2370 | 0.0 | 0.0 | 0.8557 | 0.7179 | 0.9056 | 0.0 | 0.0 | 0.1222 | 0.0 |
| 0.3407 | 6.25 | 2500 | 0.6193 | 0.2818 | 0.3399 | 0.8306 | nan | 0.7883 | 0.9404 | 0.5966 | 0.7679 | 0.4412 | 0.0 | 0.4553 | 0.5684 | 0.0 | 0.9199 | 0.0 | nan | 0.0 | 0.0 | 0.2922 | 0.0 | 0.0 | 0.8774 | 0.0 | 0.5497 | 0.4408 | 0.0 | nan | 0.0 | 0.2956 | 0.0 | 0.0 | 0.9447 | 0.8645 | 0.9658 | 0.0 | 0.0 | 0.1667 | 0.0 | nan | 0.7001 | 0.8173 | 0.5101 | 0.6671 | 0.3084 | 0.0 | 0.3634 | 0.3133 | 0.0 | 0.7495 | 0.0 | nan | 0.0 | 0.0 | 0.2726 | 0.0 | 0.0 | 0.6788 | 0.0 | 0.4024 | 0.4009 | 0.0 | nan | 0.0 | 0.2325 | 0.0 | 0.0 | 0.8498 | 0.7106 | 0.9076 | 0.0 | 0.0 | 0.1343 | 0.0 |
| 0.4585 | 6.38 | 2550 | 0.6187 | 0.2836 | 0.3416 | 0.8315 | nan | 0.8295 | 0.9356 | 0.6898 | 0.6526 | 0.4324 | 0.0 | 0.5160 | 0.5700 | 0.0 | 0.9143 | 0.0 | nan | 0.0 | 0.0 | 0.3278 | 0.0 | 0.0 | 0.8751 | 0.0 | 0.5383 | 0.4159 | 0.0 | nan | 0.0 | 0.2798 | 0.0 | 0.0 | 0.9539 | 0.8512 | 0.9627 | 0.0 | 0.0 | 0.1863 | 0.0 | nan | 0.7158 | 0.8176 | 0.5366 | 0.6200 | 0.3121 | 0.0 | 0.3932 | 0.3097 | 0.0 | 0.7531 | 0.0 | nan | 0.0 | 0.0 | 0.3010 | 0.0 | 0.0 | 0.6800 | 0.0 | 0.4010 | 0.3900 | 0.0 | nan | 0.0 | 0.2275 | 0.0 | 0.0 | 0.8458 | 0.7183 | 0.9100 | 0.0 | 0.0 | 0.1447 | 0.0 |
| 0.6642 | 6.5 | 2600 | 0.6327 | 0.2802 | 0.3352 | 0.8295 | nan | 0.7982 | 0.9375 | 0.5459 | 0.7388 | 0.4326 | 0.0 | 0.5516 | 0.5326 | 0.0 | 0.9274 | 0.0 | nan | 0.0 | 0.0 | 0.2682 | 0.0 | 0.0 | 0.8894 | 0.0 | 0.5355 | 0.3860 | 0.0 | nan | 0.0 | 0.2825 | 0.0 | 0.0 | 0.9413 | 0.8768 | 0.9586 | 0.0 | 0.0 | 0.1224 | 0.0 | nan | 0.7054 | 0.8105 | 0.5189 | 0.6692 | 0.2936 | 0.0 | 0.3925 | 0.3331 | 0.0 | 0.7412 | 0.0 | nan | 0.0 | 0.0 | 0.2434 | 0.0 | 0.0 | 0.6716 | 0.0 | 0.3941 | 0.3668 | 0.0 | nan | 0.0 | 0.2289 | 0.0 | 0.0 | 0.8546 | 0.7260 | 0.9097 | 0.0 | 0.0 | 0.1057 | 0.0 |
| 0.3263 | 6.62 | 2650 | 0.6187 | 0.2829 | 0.3430 | 0.8300 | nan | 0.7874 | 0.9330 | 0.5562 | 0.7970 | 0.4492 | 0.0 | 0.5546 | 0.5622 | 0.0 | 0.9371 | 0.0 | nan | 0.0 | 0.0 | 0.3517 | 0.0 | 0.0 | 0.8711 | 0.0 | 0.5865 | 0.3811 | 0.0 | nan | 0.0 | 0.2937 | 0.0 | 0.0 | 0.9318 | 0.8735 | 0.9725 | 0.0 | 0.0 | 0.1375 | 0.0 | nan | 0.6953 | 0.8209 | 0.5405 | 0.6682 | 0.2987 | 0.0 | 0.4080 | 0.3427 | 0.0 | 0.7412 | 0.0 | nan | 0.0 | 0.0 | 0.3012 | 0.0 | 0.0 | 0.6758 | 0.0 | 0.3928 | 0.3508 | 0.0 | nan | 0.0 | 0.2326 | 0.0 | 0.0 | 0.8543 | 0.7108 | 0.9033 | 0.0 | 0.0 | 0.1166 | 0.0 |
| 0.2918 | 6.75 | 2700 | 0.6222 | 0.2872 | 0.3498 | 0.8277 | nan | 0.7842 | 0.9381 | 0.6136 | 0.7238 | 0.4618 | 0.0 | 0.5182 | 0.5812 | 0.0 | 0.9045 | 0.0 | nan | 0.0 | 0.0 | 0.4309 | 0.0 | 0.0 | 0.8353 | 0.0 | 0.5853 | 0.4976 | 0.0 | nan | 0.0 | 0.3383 | 0.0 | 0.0 | 0.9423 | 0.8831 | 0.9709 | 0.0 | 0.0 | 0.1847 | 0.0 | nan | 0.6937 | 0.8114 | 0.5527 | 0.6574 | 0.3008 | 0.0 | 0.3913 | 0.3018 | 0.0 | 0.7703 | 0.0 | nan | 0.0 | 0.0 | 0.3806 | 0.0 | 0.0 | 0.6696 | 0.0 | 0.3834 | 0.4173 | 0.0 | nan | 0.0 | 0.2506 | 0.0 | 0.0 | 0.8509 | 0.7104 | 0.9029 | 0.0 | 0.0 | 0.1467 | 0.0 |
| 0.8647 | 6.88 | 2750 | 0.6397 | 0.2835 | 0.3383 | 0.8277 | nan | 0.7927 | 0.9560 | 0.5292 | 0.6732 | 0.3404 | 0.0 | 0.4745 | 0.5981 | 0.0 | 0.9258 | 0.0 | nan | 0.0 | 0.0 | 0.3488 | 0.0 | 0.0 | 0.8603 | 0.0 | 0.5484 | 0.5227 | 0.0 | nan | 0.0 | 0.3289 | 0.0 | 0.0 | 0.9511 | 0.8297 | 0.9629 | 0.0 | 0.0 | 0.1840 | 0.0 | nan | 0.6999 | 0.7965 | 0.5125 | 0.6472 | 0.2531 | 0.0 | 0.3711 | 0.3133 | 0.0 | 0.7565 | 0.0 | nan | 0.0 | 0.0 | 0.3100 | 0.0 | 0.0 | 0.6869 | 0.0 | 0.3958 | 0.4342 | 0.0 | nan | 0.0 | 0.2517 | 0.0 | 0.0 | 0.8506 | 0.7355 | 0.9087 | 0.0 | 0.0 | 0.1471 | 0.0 |
| 0.7004 | 7.0 | 2800 | 0.6274 | 0.2874 | 0.3482 | 0.8305 | nan | 0.7888 | 0.9403 | 0.5878 | 0.7560 | 0.4348 | 0.0 | 0.5041 | 0.5891 | 0.0 | 0.9200 | 0.0 | nan | 0.0 | 0.0 | 0.3797 | 0.0 | 0.0 | 0.8462 | 0.0 | 0.5907 | 0.4789 | 0.0 | nan | 0.0 | 0.3490 | 0.0 | 0.0 | 0.9451 | 0.8642 | 0.9649 | 0.0 | 0.0 | 0.2023 | 0.0 | nan | 0.7027 | 0.8129 | 0.5522 | 0.6624 | 0.2862 | 0.0 | 0.3848 | 0.3115 | 0.0 | 0.7656 | 0.0 | nan | 0.0 | 0.0 | 0.3405 | 0.0 | 0.0 | 0.6866 | 0.0 | 0.3918 | 0.4008 | 0.0 | nan | 0.0 | 0.2539 | 0.0 | 0.0 | 0.8526 | 0.7267 | 0.9086 | 0.0 | 0.0 | 0.1584 | 0.0 |
| 0.4585 | 7.12 | 2850 | 0.6071 | 0.2919 | 0.3501 | 0.8403 | nan | 0.8647 | 0.9271 | 0.5548 | 0.7557 | 0.4746 | 0.0 | 0.5295 | 0.5841 | 0.0 | 0.9200 | 0.0 | nan | 0.0 | 0.0 | 0.3762 | 0.0 | 0.0 | 0.9060 | 0.0 | 0.5504 | 0.4677 | 0.0 | nan | 0.0 | 0.3497 | 0.0 | 0.0 | 0.9375 | 0.8628 | 0.9623 | 0.0 | 0.0 | 0.1786 | 0.0 | nan | 0.7391 | 0.8300 | 0.5397 | 0.7073 | 0.3054 | 0.0 | 0.4055 | 0.3090 | 0.0 | 0.7608 | 0.0 | nan | 0.0 | 0.0 | 0.3416 | 0.0 | 0.0 | 0.6935 | 0.0 | 0.4100 | 0.4183 | 0.0 | nan | 0.0 | 0.2544 | 0.0 | 0.0 | 0.8556 | 0.7156 | 0.9094 | 0.0 | 0.0 | 0.1445 | 0.0 |
| 0.5376 | 7.25 | 2900 | 0.6132 | 0.2882 | 0.3473 | 0.8338 | nan | 0.8155 | 0.9337 | 0.6034 | 0.7660 | 0.4710 | 0.0 | 0.4848 | 0.5751 | 0.0 | 0.9343 | 0.0 | nan | 0.0 | 0.0 | 0.3926 | 0.0 | 0.0 | 0.8519 | 0.0 | 0.6031 | 0.4158 | 0.0 | nan | 0.0 | 0.3384 | 0.0 | 0.0 | 0.9504 | 0.8445 | 0.9681 | 0.0 | 0.0 | 0.1651 | 0.0 | nan | 0.7171 | 0.8186 | 0.5670 | 0.6853 | 0.3079 | 0.0 | 0.3894 | 0.3251 | 0.0 | 0.7538 | 0.0 | nan | 0.0 | 0.0 | 0.3447 | 0.0 | 0.0 | 0.6852 | 0.0 | 0.3932 | 0.3749 | 0.0 | nan | 0.0 | 0.2500 | 0.0 | 0.0 | 0.8496 | 0.7157 | 0.9100 | 0.0 | 0.0 | 0.1362 | 0.0 |
| 0.8122 | 7.38 | 2950 | 0.5909 | 0.2962 | 0.3554 | 0.8392 | nan | 0.8091 | 0.9412 | 0.6466 | 0.7718 | 0.4751 | 0.0 | 0.5177 | 0.6016 | 0.0 | 0.9080 | 0.0 | nan | 0.0 | 0.0 | 0.4417 | 0.0 | 0.0 | 0.8859 | 0.0 | 0.5373 | 0.5146 | 0.0 | nan | 0.0 | 0.3196 | 0.0 | 0.0 | 0.9460 | 0.8538 | 0.9662 | 0.0 | 0.0 | 0.2365 | 0.0 | nan | 0.7260 | 0.8224 | 0.5813 | 0.7010 | 0.3154 | 0.0 | 0.3948 | 0.3090 | 0.0 | 0.7724 | 0.0 | nan | 0.0 | 0.0 | 0.3926 | 0.0 | 0.0 | 0.6921 | 0.0 | 0.4100 | 0.4498 | 0.0 | nan | 0.0 | 0.2447 | 0.0 | 0.0 | 0.8537 | 0.7256 | 0.9103 | 0.0 | 0.0 | 0.1782 | 0.0 |
| 0.3453 | 7.5 | 3000 | 0.5974 | 0.2921 | 0.3480 | 0.8385 | nan | 0.8227 | 0.9410 | 0.6648 | 0.7513 | 0.4138 | 0.0 | 0.5276 | 0.5763 | 0.0 | 0.9103 | 0.0 | nan | 0.0 | 0.0 | 0.3788 | 0.0 | 0.0 | 0.8851 | 0.0 | 0.5094 | 0.5078 | 0.0 | nan | 0.0 | 0.2979 | 0.0 | 0.0 | 0.9538 | 0.8589 | 0.9633 | 0.0 | 0.0 | 0.1738 | 0.0 | nan | 0.7255 | 0.8212 | 0.5890 | 0.6919 | 0.3014 | 0.0 | 0.4090 | 0.3098 | 0.0 | 0.7660 | 0.0 | nan | 0.0 | 0.0 | 0.3425 | 0.0 | 0.0 | 0.6849 | 0.0 | 0.3964 | 0.4477 | 0.0 | nan | 0.0 | 0.2358 | 0.0 | 0.0 | 0.8483 | 0.7257 | 0.9112 | 0.0 | 0.0 | 0.1416 | 0.0 |
| 0.4628 | 7.62 | 3050 | 0.5971 | 0.2919 | 0.3514 | 0.8371 | nan | 0.8185 | 0.9402 | 0.6444 | 0.7747 | 0.3999 | 0.0 | 0.5277 | 0.5876 | 0.0 | 0.9099 | 0.0 | nan | 0.0 | 0.0 | 0.4217 | 0.0 | 0.0 | 0.8667 | 0.0 | 0.5486 | 0.5637 | 0.0 | nan | 0.0 | 0.3187 | 0.0 | 0.0 | 0.9444 | 0.8713 | 0.9631 | 0.0 | 0.0 | 0.1452 | 0.0 | nan | 0.7199 | 0.8225 | 0.5822 | 0.6970 | 0.2991 | 0.0 | 0.4052 | 0.3179 | 0.0 | 0.7652 | 0.0 | nan | 0.0 | 0.0 | 0.3749 | 0.0 | 0.0 | 0.6743 | 0.0 | 0.3871 | 0.4440 | 0.0 | nan | 0.0 | 0.2444 | 0.0 | 0.0 | 0.8556 | 0.7193 | 0.9118 | 0.0 | 0.0 | 0.1215 | 0.0 |
| 1.6032 | 7.75 | 3100 | 0.6105 | 0.2925 | 0.3547 | 0.8333 | nan | 0.8138 | 0.9386 | 0.6522 | 0.7084 | 0.4581 | 0.0 | 0.5056 | 0.6305 | 0.0 | 0.9079 | 0.0 | nan | 0.0 | 0.0 | 0.4763 | 0.0 | 0.0 | 0.8483 | 0.0 | 0.5818 | 0.5395 | 0.0 | nan | 0.0 | 0.3222 | 0.0 | 0.0 | 0.9458 | 0.8723 | 0.9676 | 0.0 | 0.0 | 0.1810 | 0.0 | nan | 0.7112 | 0.8156 | 0.5762 | 0.6682 | 0.3138 | 0.0 | 0.3962 | 0.3092 | 0.0 | 0.7700 | 0.0 | nan | 0.0 | 0.0 | 0.4116 | 0.0 | 0.0 | 0.6719 | 0.0 | 0.3836 | 0.4498 | 0.0 | nan | 0.0 | 0.2464 | 0.0 | 0.0 | 0.8550 | 0.7242 | 0.9102 | 0.0 | 0.0 | 0.1482 | 0.0 |
| 0.2408 | 7.88 | 3150 | 0.5932 | 0.2955 | 0.3586 | 0.8381 | nan | 0.8021 | 0.9346 | 0.6598 | 0.7938 | 0.5279 | 0.0 | 0.5633 | 0.6333 | 0.0 | 0.9050 | 0.0 | nan | 0.0 | 0.0 | 0.4273 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.5607 | 0.5245 | 0.0 | nan | 0.0 | 0.3308 | 0.0 | 0.0 | 0.9497 | 0.8486 | 0.9692 | 0.0 | 0.0 | 0.1826 | 0.0 | nan | 0.7185 | 0.8279 | 0.5987 | 0.7105 | 0.3205 | 0.0 | 0.4141 | 0.2957 | 0.0 | 0.7709 | 0.0 | nan | 0.0 | 0.0 | 0.3758 | 0.0 | 0.0 | 0.6796 | 0.0 | 0.3960 | 0.4542 | 0.0 | nan | 0.0 | 0.2473 | 0.0 | 0.0 | 0.8530 | 0.7347 | 0.9100 | 0.0 | 0.0 | 0.1486 | 0.0 |
| 0.5243 | 8.0 | 3200 | 0.5799 | 0.2979 | 0.3597 | 0.8435 | nan | 0.8682 | 0.9230 | 0.6693 | 0.8014 | 0.4804 | 0.0 | 0.5210 | 0.6297 | 0.0 | 0.9214 | 0.0 | nan | 0.0 | 0.0 | 0.4416 | 0.0 | 0.0 | 0.8687 | 0.0 | 0.5426 | 0.5655 | 0.0 | nan | 0.0 | 0.3073 | 0.0 | 0.0 | 0.9424 | 0.8744 | 0.9677 | 0.0 | 0.0 | 0.1860 | 0.0 | nan | 0.7427 | 0.8376 | 0.6361 | 0.7198 | 0.3149 | 0.0 | 0.3952 | 0.3306 | 0.0 | 0.7625 | 0.0 | nan | 0.0 | 0.0 | 0.3724 | 0.0 | 0.0 | 0.6834 | 0.0 | 0.3969 | 0.4529 | 0.0 | nan | 0.0 | 0.2406 | 0.0 | 0.0 | 0.8569 | 0.7294 | 0.9109 | 0.0 | 0.0 | 0.1505 | 0.0 |
| 0.7106 | 8.12 | 3250 | 0.5898 | 0.2938 | 0.3551 | 0.8390 | nan | 0.8028 | 0.9358 | 0.6853 | 0.8185 | 0.4355 | 0.0 | 0.5430 | 0.6255 | 0.0 | 0.9128 | 0.0 | nan | 0.0 | 0.0 | 0.4179 | 0.0 | 0.0 | 0.8797 | 0.0 | 0.5200 | 0.5480 | 0.0 | nan | 0.0 | 0.2941 | 0.0 | 0.0 | 0.9499 | 0.8647 | 0.9643 | 0.0 | 0.0 | 0.1668 | 0.0 | nan | 0.7124 | 0.8312 | 0.6000 | 0.7053 | 0.2940 | 0.0 | 0.4078 | 0.3024 | 0.0 | 0.7677 | 0.0 | nan | 0.0 | 0.0 | 0.3681 | 0.0 | 0.0 | 0.6838 | 0.0 | 0.3989 | 0.4578 | 0.0 | nan | 0.0 | 0.2355 | 0.0 | 0.0 | 0.8532 | 0.7319 | 0.9131 | 0.0 | 0.0 | 0.1374 | 0.0 |
| 0.3865 | 8.25 | 3300 | 0.5789 | 0.2964 | 0.3607 | 0.8419 | nan | 0.8309 | 0.9310 | 0.7078 | 0.7971 | 0.4823 | 0.0 | 0.5610 | 0.6033 | 0.0 | 0.9205 | 0.0 | nan | 0.0 | 0.0 | 0.4831 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.5286 | 0.5814 | 0.0 | nan | 0.0 | 0.3079 | 0.0 | 0.0 | 0.9487 | 0.8607 | 0.9688 | 0.0 | 0.0 | 0.1672 | 0.0 | nan | 0.7273 | 0.8400 | 0.5976 | 0.7206 | 0.3247 | 0.0 | 0.4121 | 0.3307 | 0.0 | 0.7657 | 0.0 | nan | 0.0 | 0.0 | 0.3897 | 0.0 | 0.0 | 0.6828 | 0.0 | 0.3820 | 0.4413 | 0.0 | nan | 0.0 | 0.2445 | 0.0 | 0.0 | 0.8532 | 0.7225 | 0.9115 | 0.0 | 0.0 | 0.1392 | 0.0 |
| 0.5896 | 8.38 | 3350 | 0.6025 | 0.2943 | 0.3538 | 0.8375 | nan | 0.8034 | 0.9395 | 0.6203 | 0.7912 | 0.4404 | 0.0 | 0.5404 | 0.6167 | 0.0 | 0.9121 | 0.0 | nan | 0.0 | 0.0 | 0.4611 | 0.0 | 0.0 | 0.8900 | 0.0 | 0.5326 | 0.5242 | 0.0 | nan | 0.0 | 0.3185 | 0.0 | 0.0 | 0.9474 | 0.8322 | 0.9662 | 0.0 | 0.0 | 0.1859 | 0.0 | nan | 0.7142 | 0.8253 | 0.5802 | 0.6994 | 0.2989 | 0.0 | 0.4128 | 0.3161 | 0.0 | 0.7676 | 0.0 | nan | 0.0 | 0.0 | 0.3812 | 0.0 | 0.0 | 0.6786 | 0.0 | 0.3960 | 0.4637 | 0.0 | nan | 0.0 | 0.2466 | 0.0 | 0.0 | 0.8527 | 0.7224 | 0.9117 | 0.0 | 0.0 | 0.1499 | 0.0 |
| 1.6879 | 8.5 | 3400 | 0.5871 | 0.2966 | 0.3589 | 0.8414 | nan | 0.8057 | 0.9414 | 0.6753 | 0.8033 | 0.4564 | 0.0 | 0.5567 | 0.6269 | 0.0 | 0.9270 | 0.0 | nan | 0.0 | 0.0 | 0.3957 | 0.0 | 0.0 | 0.8722 | 0.0 | 0.5594 | 0.5370 | 0.0 | nan | 0.0 | 0.3143 | 0.0 | 0.0 | 0.9407 | 0.8642 | 0.9686 | 0.0 | 0.0 | 0.2395 | 0.0 | nan | 0.7284 | 0.8327 | 0.6046 | 0.7031 | 0.3060 | 0.0 | 0.4110 | 0.3216 | 0.0 | 0.7609 | 0.0 | nan | 0.0 | 0.0 | 0.3409 | 0.0 | 0.0 | 0.6896 | 0.0 | 0.4035 | 0.4605 | 0.0 | nan | 0.0 | 0.2464 | 0.0 | 0.0 | 0.8586 | 0.7306 | 0.9114 | 0.0 | 0.0 | 0.1818 | 0.0 |
| 0.6102 | 8.62 | 3450 | 0.5856 | 0.3002 | 0.3654 | 0.8415 | nan | 0.8138 | 0.9321 | 0.6827 | 0.7914 | 0.5197 | 0.0 | 0.5760 | 0.6360 | 0.0 | 0.9170 | 0.0 | nan | 0.0 | 0.0 | 0.4329 | 0.0 | 0.0 | 0.8645 | 0.0 | 0.5720 | 0.5589 | 0.0 | nan | 0.0 | 0.3342 | 0.0 | 0.0 | 0.9411 | 0.8703 | 0.9668 | 0.0 | 0.0 | 0.2819 | 0.0 | nan | 0.7285 | 0.8326 | 0.6223 | 0.7048 | 0.3289 | 0.0 | 0.4190 | 0.3168 | 0.0 | 0.7722 | 0.0 | nan | 0.0 | 0.0 | 0.3742 | 0.0 | 0.0 | 0.6903 | 0.0 | 0.3949 | 0.4580 | 0.0 | nan | 0.0 | 0.2568 | 0.0 | 0.0 | 0.8579 | 0.7263 | 0.9125 | 0.0 | 0.0 | 0.2096 | 0.0 |
| 0.5784 | 8.75 | 3500 | 0.5754 | 0.3011 | 0.3608 | 0.8461 | nan | 0.8669 | 0.9306 | 0.6895 | 0.7825 | 0.5161 | 0.0 | 0.5344 | 0.5997 | 0.0 | 0.9154 | 0.0 | nan | 0.0 | 0.0 | 0.4049 | 0.0 | 0.0 | 0.8770 | 0.0 | 0.5577 | 0.5588 | 0.0 | nan | 0.0 | 0.3366 | 0.0 | 0.0 | 0.9399 | 0.8514 | 0.9688 | 0.0 | 0.0 | 0.2159 | 0.0 | nan | 0.7534 | 0.8392 | 0.6345 | 0.7241 | 0.3294 | 0.0 | 0.4154 | 0.3472 | 0.0 | 0.7644 | 0.0 | nan | 0.0 | 0.0 | 0.3513 | 0.0 | 0.0 | 0.6833 | 0.0 | 0.4003 | 0.4627 | 0.0 | nan | 0.0 | 0.2555 | 0.0 | 0.0 | 0.8589 | 0.7317 | 0.9111 | 0.0 | 0.0 | 0.1713 | 0.0 |
| 1.7496 | 8.88 | 3550 | 0.5936 | 0.2977 | 0.3537 | 0.8416 | nan | 0.8368 | 0.9449 | 0.6772 | 0.7436 | 0.4208 | 0.0 | 0.5329 | 0.5842 | 0.0 | 0.9125 | 0.0 | nan | 0.0 | 0.0 | 0.4109 | 0.0 | 0.0 | 0.8839 | 0.0 | 0.5324 | 0.5578 | 0.0 | nan | 0.0 | 0.3259 | 0.0 | 0.0 | 0.9427 | 0.8489 | 0.9690 | 0.0 | 0.0 | 0.1938 | 0.0 | nan | 0.7350 | 0.8241 | 0.6306 | 0.6945 | 0.2953 | 0.0 | 0.4129 | 0.3417 | 0.0 | 0.7659 | 0.0 | nan | 0.0 | 0.0 | 0.3593 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.4051 | 0.4630 | 0.0 | nan | 0.0 | 0.2501 | 0.0 | 0.0 | 0.8582 | 0.7381 | 0.9112 | 0.0 | 0.0 | 0.1560 | 0.0 |
| 0.6411 | 9.0 | 3600 | 0.5782 | 0.3001 | 0.3602 | 0.8450 | nan | 0.8407 | 0.9365 | 0.6861 | 0.7895 | 0.4828 | 0.0 | 0.5688 | 0.5980 | 0.0 | 0.9231 | 0.0 | nan | 0.0 | 0.0 | 0.4029 | 0.0 | 0.0 | 0.8744 | 0.0 | 0.5688 | 0.5442 | 0.0 | nan | 0.0 | 0.3323 | 0.0 | 0.0 | 0.9423 | 0.8588 | 0.9623 | 0.0 | 0.0 | 0.2144 | 0.0 | nan | 0.7472 | 0.8364 | 0.6280 | 0.7149 | 0.3246 | 0.0 | 0.4239 | 0.3428 | 0.0 | 0.7609 | 0.0 | nan | 0.0 | 0.0 | 0.3477 | 0.0 | 0.0 | 0.6867 | 0.0 | 0.4030 | 0.4632 | 0.0 | nan | 0.0 | 0.2531 | 0.0 | 0.0 | 0.8580 | 0.7279 | 0.9144 | 0.0 | 0.0 | 0.1700 | 0.0 |
| 0.2624 | 9.12 | 3650 | 0.5766 | 0.3008 | 0.3624 | 0.8455 | nan | 0.8574 | 0.9342 | 0.6988 | 0.7744 | 0.4983 | 0.0 | 0.5394 | 0.6314 | 0.0 | 0.9148 | 0.0 | nan | 0.0 | 0.0 | 0.4402 | 0.0 | 0.0 | 0.8562 | 0.0 | 0.5510 | 0.5560 | 0.0 | nan | 0.0 | 0.3273 | 0.0 | 0.0 | 0.9469 | 0.8694 | 0.9709 | 0.0 | 0.0 | 0.2311 | 0.0 | nan | 0.7491 | 0.8379 | 0.6241 | 0.7221 | 0.3229 | 0.0 | 0.4173 | 0.3273 | 0.0 | 0.7682 | 0.0 | nan | 0.0 | 0.0 | 0.3773 | 0.0 | 0.0 | 0.6890 | 0.0 | 0.4010 | 0.4651 | 0.0 | nan | 0.0 | 0.2490 | 0.0 | 0.0 | 0.8544 | 0.7306 | 0.9108 | 0.0 | 0.0 | 0.1799 | 0.0 |
| 0.5411 | 9.25 | 3700 | 0.5959 | 0.2991 | 0.3590 | 0.8420 | nan | 0.8243 | 0.9438 | 0.6836 | 0.7438 | 0.4344 | 0.0 | 0.5621 | 0.6202 | 0.0 | 0.9143 | 0.0 | nan | 0.0 | 0.0 | 0.4442 | 0.0 | 0.0 | 0.8901 | 0.0 | 0.5455 | 0.5510 | 0.0 | nan | 0.0 | 0.3440 | 0.0 | 0.0 | 0.9400 | 0.8591 | 0.9693 | 0.0 | 0.0 | 0.2192 | 0.0 | nan | 0.7328 | 0.8259 | 0.6144 | 0.7018 | 0.3058 | 0.0 | 0.4202 | 0.3204 | 0.0 | 0.7710 | 0.0 | nan | 0.0 | 0.0 | 0.3832 | 0.0 | 0.0 | 0.6900 | 0.0 | 0.4063 | 0.4782 | 0.0 | nan | 0.0 | 0.2535 | 0.0 | 0.0 | 0.8589 | 0.7253 | 0.9120 | 0.0 | 0.0 | 0.1724 | 0.0 |
| 0.4142 | 9.38 | 3750 | 0.5848 | 0.3006 | 0.3620 | 0.8433 | nan | 0.8309 | 0.9357 | 0.6855 | 0.7703 | 0.5115 | 0.0 | 0.5599 | 0.6165 | 0.0 | 0.9205 | 0.0 | nan | 0.0 | 0.0 | 0.4350 | 0.0 | 0.0 | 0.8814 | 0.0 | 0.5538 | 0.5682 | 0.0 | nan | 0.0 | 0.3382 | 0.0 | 0.0 | 0.9411 | 0.8575 | 0.9667 | 0.0 | 0.0 | 0.2110 | 0.0 | nan | 0.7370 | 0.8313 | 0.6229 | 0.7160 | 0.3284 | 0.0 | 0.4230 | 0.3381 | 0.0 | 0.7636 | 0.0 | nan | 0.0 | 0.0 | 0.3743 | 0.0 | 0.0 | 0.6905 | 0.0 | 0.4047 | 0.4693 | 0.0 | nan | 0.0 | 0.2534 | 0.0 | 0.0 | 0.8589 | 0.7273 | 0.9130 | 0.0 | 0.0 | 0.1678 | 0.0 |
| 0.1631 | 9.5 | 3800 | 0.5809 | 0.3004 | 0.3613 | 0.8442 | nan | 0.8349 | 0.9352 | 0.6964 | 0.7850 | 0.4969 | 0.0 | 0.5560 | 0.6125 | 0.0 | 0.9205 | 0.0 | nan | 0.0 | 0.0 | 0.4223 | 0.0 | 0.0 | 0.8734 | 0.0 | 0.5475 | 0.5597 | 0.0 | nan | 0.0 | 0.3284 | 0.0 | 0.0 | 0.9443 | 0.8656 | 0.9681 | 0.0 | 0.0 | 0.2162 | 0.0 | nan | 0.7388 | 0.8335 | 0.6233 | 0.7213 | 0.3269 | 0.0 | 0.4226 | 0.3368 | 0.0 | 0.7658 | 0.0 | nan | 0.0 | 0.0 | 0.3673 | 0.0 | 0.0 | 0.6888 | 0.0 | 0.4010 | 0.4662 | 0.0 | nan | 0.0 | 0.2488 | 0.0 | 0.0 | 0.8584 | 0.7272 | 0.9126 | 0.0 | 0.0 | 0.1724 | 0.0 |
| 0.2142 | 9.62 | 3850 | 0.5863 | 0.3005 | 0.3612 | 0.8431 | nan | 0.8182 | 0.9396 | 0.6847 | 0.7896 | 0.4772 | 0.0 | 0.5550 | 0.6190 | 0.0 | 0.9196 | 0.0 | nan | 0.0 | 0.0 | 0.4422 | 0.0 | 0.0 | 0.8868 | 0.0 | 0.5410 | 0.5606 | 0.0 | nan | 0.0 | 0.3348 | 0.0 | 0.0 | 0.9402 | 0.8630 | 0.9681 | 0.0 | 0.0 | 0.2181 | 0.0 | nan | 0.7320 | 0.8301 | 0.6246 | 0.7106 | 0.3221 | 0.0 | 0.4228 | 0.3343 | 0.0 | 0.7649 | 0.0 | nan | 0.0 | 0.0 | 0.3806 | 0.0 | 0.0 | 0.6901 | 0.0 | 0.4065 | 0.4717 | 0.0 | nan | 0.0 | 0.2530 | 0.0 | 0.0 | 0.8602 | 0.7283 | 0.9126 | 0.0 | 0.0 | 0.1703 | 0.0 |
| 0.3553 | 9.75 | 3900 | 0.5858 | 0.3001 | 0.3609 | 0.8427 | nan | 0.8141 | 0.9397 | 0.6925 | 0.7829 | 0.4822 | 0.0 | 0.5729 | 0.6157 | 0.0 | 0.9203 | 0.0 | nan | 0.0 | 0.0 | 0.4383 | 0.0 | 0.0 | 0.8819 | 0.0 | 0.5435 | 0.5580 | 0.0 | nan | 0.0 | 0.3288 | 0.0 | 0.0 | 0.9440 | 0.8589 | 0.9674 | 0.0 | 0.0 | 0.2090 | 0.0 | nan | 0.7311 | 0.8296 | 0.6192 | 0.7106 | 0.3215 | 0.0 | 0.4236 | 0.3390 | 0.0 | 0.7656 | 0.0 | nan | 0.0 | 0.0 | 0.3775 | 0.0 | 0.0 | 0.6901 | 0.0 | 0.4062 | 0.4686 | 0.0 | nan | 0.0 | 0.2500 | 0.0 | 0.0 | 0.8589 | 0.7322 | 0.9129 | 0.0 | 0.0 | 0.1658 | 0.0 |
| 0.2847 | 9.88 | 3950 | 0.5819 | 0.3003 | 0.3605 | 0.8437 | nan | 0.8261 | 0.9406 | 0.6928 | 0.7874 | 0.4766 | 0.0 | 0.5505 | 0.6122 | 0.0 | 0.9229 | 0.0 | nan | 0.0 | 0.0 | 0.4291 | 0.0 | 0.0 | 0.8708 | 0.0 | 0.5581 | 0.5595 | 0.0 | nan | 0.0 | 0.3340 | 0.0 | 0.0 | 0.9449 | 0.8500 | 0.9671 | 0.0 | 0.0 | 0.2120 | 0.0 | nan | 0.7365 | 0.8308 | 0.6246 | 0.7127 | 0.3233 | 0.0 | 0.4204 | 0.3362 | 0.0 | 0.7647 | 0.0 | nan | 0.0 | 0.0 | 0.3718 | 0.0 | 0.0 | 0.6897 | 0.0 | 0.4051 | 0.4663 | 0.0 | nan | 0.0 | 0.2519 | 0.0 | 0.0 | 0.8588 | 0.7346 | 0.9130 | 0.0 | 0.0 | 0.1681 | 0.0 |
| 0.4745 | 10.0 | 4000 | 0.5818 | 0.3011 | 0.3610 | 0.8444 | nan | 0.8364 | 0.9386 | 0.7005 | 0.7745 | 0.4695 | 0.0 | 0.5463 | 0.6230 | 0.0 | 0.9128 | 0.0 | nan | 0.0 | 0.0 | 0.4478 | 0.0 | 0.0 | 0.8809 | 0.0 | 0.5418 | 0.5574 | 0.0 | nan | 0.0 | 0.3278 | 0.0 | 0.0 | 0.9459 | 0.8600 | 0.9662 | 0.0 | 0.0 | 0.2230 | 0.0 | nan | 0.7395 | 0.8314 | 0.6251 | 0.7160 | 0.3216 | 0.0 | 0.4206 | 0.3351 | 0.0 | 0.7711 | 0.0 | nan | 0.0 | 0.0 | 0.3854 | 0.0 | 0.0 | 0.6893 | 0.0 | 0.4039 | 0.4696 | 0.0 | nan | 0.0 | 0.2496 | 0.0 | 0.0 | 0.8583 | 0.7294 | 0.9135 | 0.0 | 0.0 | 0.1745 | 0.0 |
### Framework versions
- Transformers 4.32.1
- Pytorch 2.0.1+cu117
- Datasets 2.14.4
- Tokenizers 0.13.3
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