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---
license: apache-2.0
tags:
- image-segmentation
- vision
- generated_from_trainer
model-index:
- name: segformer-finetuned-sidewalk-50-epochs
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-finetuned-sidewalk-50-epochs
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: 0.6350
- Mean Iou: 0.3022
- Mean Accuracy: 0.3724
- Overall Accuracy: 0.8117
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8240
- Accuracy Flat-sidewalk: 0.8308
- Accuracy Flat-crosswalk: 0.7789
- Accuracy Flat-cyclinglane: 0.9052
- Accuracy Flat-parkingdriveway: 0.3152
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.4703
- Accuracy Human-person: 0.6444
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9424
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.7116
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8716
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.4736
- Accuracy Construction-fenceguardrail: 0.5408
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0048
- Accuracy Object-pole: 0.4202
- Accuracy Object-trafficsign: 0.0754
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9437
- Accuracy Nature-terrain: 0.8196
- Accuracy Sky: 0.9525
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.1041
- Accuracy Void-static: 0.2872
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7413
- Iou Flat-sidewalk: 0.7520
- Iou Flat-crosswalk: 0.7629
- Iou Flat-cyclinglane: 0.4453
- Iou Flat-parkingdriveway: 0.2976
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.3701
- Iou Human-person: 0.4953
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7962
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.4152
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6712
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3749
- Iou Construction-fenceguardrail: 0.4613
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0048
- Iou Object-pole: 0.2337
- Iou Object-trafficsign: 0.0753
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8324
- Iou Nature-terrain: 0.7277
- Iou Sky: 0.9234
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0913
- Iou Void-static: 0.1997
- 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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: polynomial
- training_steps: 10000
### Training results
| Training Loss | Epoch | Step | 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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| 2.4745 | 1.85 | 100 | 1.7861 | 0.1056 | 0.1555 | 0.6397 | nan | 0.2287 | 0.9278 | 0.0 | 0.1406 | 0.0032 | nan | 0.0 | 0.0 | 0.0 | 0.7757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8764 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8387 | 0.8794 | 0.3057 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.1931 | 0.6432 | 0.0 | 0.1380 | 0.0031 | nan | 0.0 | 0.0 | 0.0 | 0.5312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4482 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6323 | 0.4860 | 0.3053 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7294 | 3.7 | 200 | 1.3129 | 0.1517 | 0.1996 | 0.7410 | nan | 0.7928 | 0.8830 | 0.0 | 0.6053 | 0.0089 | nan | 0.0 | 0.0 | 0.0 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8530 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9138 | 0.7742 | 0.7740 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5519 | 0.7788 | 0.0 | 0.5131 | 0.0088 | nan | 0.0 | 0.0 | 0.0 | 0.5804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5005 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6747 | 0.5247 | 0.7209 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4479 | 5.56 | 300 | 1.1309 | 0.1608 | 0.2113 | 0.7588 | nan | 0.7973 | 0.9008 | 0.0 | 0.7721 | 0.0269 | nan | 0.0 | 0.0 | 0.0 | 0.8744 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8581 | 0.0 | 0.0007 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8622 | 0.8707 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5861 | 0.7816 | 0.0 | 0.5877 | 0.0261 | nan | 0.0 | 0.0 | 0.0 | 0.6119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5582 | 0.0 | 0.0007 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7024 | 0.5206 | 0.7706 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2348 | 7.41 | 400 | 0.9644 | 0.1707 | 0.2170 | 0.7736 | nan | 0.8125 | 0.9218 | 0.0 | 0.7596 | 0.1081 | nan | 0.0000 | 0.0 | 0.0 | 0.9080 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8280 | 0.0 | 0.0334 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8856 | 0.8260 | 0.8612 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6003 | 0.7937 | 0.0 | 0.6538 | 0.0997 | nan | 0.0000 | 0.0 | 0.0 | 0.6189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5731 | 0.0 | 0.0330 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7147 | 0.5601 | 0.8139 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0762 | 9.26 | 500 | 0.8819 | 0.1722 | 0.2159 | 0.7748 | nan | 0.7512 | 0.9353 | 0.0 | 0.7565 | 0.1204 | nan | 0.0016 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8689 | 0.0 | 0.0565 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9098 | 0.7664 | 0.8303 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5993 | 0.7850 | 0.0 | 0.6536 | 0.1052 | nan | 0.0016 | 0.0 | 0.0 | 0.6377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5767 | 0.0 | 0.0547 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7285 | 0.5709 | 0.7984 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9933 | 11.11 | 600 | 0.8347 | 0.1814 | 0.2263 | 0.7822 | nan | 0.8064 | 0.9111 | 0.0 | 0.7880 | 0.1443 | nan | 0.0436 | 0.0 | 0.0 | 0.8944 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8970 | 0.0 | 0.1914 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9053 | 0.8080 | 0.8526 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6088 | 0.8045 | 0.0 | 0.6845 | 0.1255 | nan | 0.0419 | 0.0 | 0.0 | 0.6594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5548 | 0.0 | 0.1585 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7440 | 0.6068 | 0.8176 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9424 | 12.96 | 700 | 0.8428 | 0.1824 | 0.2271 | 0.7704 | nan | 0.6767 | 0.9270 | 0.0475 | 0.7655 | 0.1322 | nan | 0.2020 | 0.0189 | 0.0 | 0.8410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9205 | 0.0 | 0.2568 | 0.0 | 0.0 | nan | 0.0 | 0.0023 | 0.0 | 0.0 | 0.8994 | 0.7347 | 0.8413 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5838 | 0.7914 | 0.0475 | 0.6091 | 0.1095 | nan | 0.1597 | 0.0185 | 0.0 | 0.6706 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5131 | 0.0 | 0.1872 | 0.0 | 0.0 | nan | 0.0 | 0.0023 | 0.0 | 0.0 | 0.7525 | 0.5837 | 0.8077 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8673 | 14.81 | 800 | 0.7934 | 0.2089 | 0.2509 | 0.7818 | nan | 0.6854 | 0.9394 | 0.7072 | 0.7240 | 0.1504 | nan | 0.2013 | 0.0186 | 0.0 | 0.9071 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9037 | 0.0 | 0.3110 | 0.0 | 0.0 | nan | 0.0 | 0.0108 | 0.0 | 0.0 | 0.8990 | 0.7171 | 0.8513 | 0.0 | 0.0 | 0.0013 | 0.0 | nan | 0.5914 | 0.7755 | 0.6900 | 0.6673 | 0.1340 | nan | 0.1542 | 0.0183 | 0.0 | 0.6792 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5639 | 0.0 | 0.2172 | 0.0 | 0.0 | nan | 0.0 | 0.0100 | 0.0 | 0.0 | 0.7615 | 0.6014 | 0.8192 | 0.0 | 0.0 | 0.0013 | 0.0 |
| 0.8126 | 16.67 | 900 | 0.7484 | 0.2268 | 0.2784 | 0.7940 | nan | 0.6791 | 0.9397 | 0.7812 | 0.8009 | 0.1532 | nan | 0.3244 | 0.2962 | 0.0 | 0.9018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8567 | 0.0 | 0.4772 | 0.0002 | 0.0 | nan | 0.0 | 0.0834 | 0.0 | 0.0 | 0.8992 | 0.8280 | 0.8837 | 0.0 | 0.0 | 0.0032 | 0.0 | nan | 0.6303 | 0.7968 | 0.7079 | 0.6095 | 0.1396 | nan | 0.2196 | 0.2638 | 0.0 | 0.7100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6016 | 0.0 | 0.2860 | 0.0002 | 0.0 | nan | 0.0 | 0.0570 | 0.0 | 0.0 | 0.7678 | 0.6211 | 0.8416 | 0.0 | 0.0 | 0.0032 | 0.0 |
| 0.7989 | 18.52 | 1000 | 0.7241 | 0.2279 | 0.2803 | 0.8018 | nan | 0.7224 | 0.9402 | 0.7875 | 0.8234 | 0.1793 | nan | 0.3763 | 0.1974 | 0.0 | 0.9259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8911 | 0.0 | 0.3994 | 0.0029 | 0.0 | nan | 0.0 | 0.0758 | 0.0 | 0.0 | 0.8619 | 0.8774 | 0.8854 | 0.0 | 0.0 | 0.0225 | 0.0 | nan | 0.6579 | 0.8292 | 0.7198 | 0.6924 | 0.1660 | nan | 0.2392 | 0.1794 | 0.0 | 0.6748 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5766 | 0.0 | 0.2654 | 0.0029 | 0.0 | nan | 0.0 | 0.0636 | 0.0 | 0.0 | 0.7582 | 0.5994 | 0.8455 | 0.0 | 0.0 | 0.0220 | 0.0 |
| 0.7429 | 20.37 | 1100 | 0.7321 | 0.2276 | 0.2862 | 0.7876 | nan | 0.8321 | 0.8491 | 0.7958 | 0.8572 | 0.2216 | nan | 0.3030 | 0.2864 | 0.0 | 0.9456 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8668 | 0.0 | 0.3757 | 0.0040 | 0.0 | nan | 0.0 | 0.1140 | 0.0 | 0.0 | 0.8839 | 0.8499 | 0.9228 | 0.0 | 0.0 | 0.0505 | 0.0 | nan | 0.6678 | 0.7848 | 0.7342 | 0.5048 | 0.1995 | nan | 0.2316 | 0.2463 | 0.0 | 0.6379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5916 | 0.0 | 0.2668 | 0.0040 | 0.0 | nan | 0.0 | 0.0820 | 0.0 | 0.0 | 0.7827 | 0.6428 | 0.8583 | 0.0 | 0.0 | 0.0465 | 0.0 |
| 0.7131 | 22.22 | 1200 | 0.7231 | 0.2377 | 0.2995 | 0.7870 | nan | 0.8306 | 0.8458 | 0.7952 | 0.8505 | 0.2218 | nan | 0.3614 | 0.5001 | 0.0 | 0.9504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7598 | 0.0 | 0.5317 | 0.0405 | 0.0 | nan | 0.0 | 0.1381 | 0.0 | 0.0 | 0.9284 | 0.7938 | 0.9110 | 0.0 | 0.0 | 0.1262 | 0.0 | nan | 0.7038 | 0.7740 | 0.7537 | 0.4538 | 0.1996 | nan | 0.2521 | 0.3853 | 0.0 | 0.6576 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6157 | 0.0 | 0.3046 | 0.0404 | 0.0 | nan | 0.0 | 0.0921 | 0.0 | 0.0 | 0.7846 | 0.6383 | 0.8588 | 0.0 | 0.0 | 0.0911 | 0.0 |
| 0.6919 | 24.07 | 1300 | 0.6775 | 0.2361 | 0.2885 | 0.8013 | nan | 0.7728 | 0.9073 | 0.8010 | 0.8366 | 0.1547 | nan | 0.3070 | 0.3428 | 0.0 | 0.9272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8568 | 0.0 | 0.5009 | 0.0736 | 0.0 | nan | 0.0 | 0.0975 | 0.0 | 0.0 | 0.9297 | 0.7567 | 0.8978 | 0.0 | 0.0 | 0.0682 | 0.0 | nan | 0.6564 | 0.7929 | 0.6932 | 0.6396 | 0.1438 | nan | 0.2385 | 0.2888 | 0.0 | 0.6807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6085 | 0.0 | 0.3114 | 0.0729 | 0.0 | nan | 0.0 | 0.0803 | 0.0 | 0.0 | 0.7857 | 0.6403 | 0.8601 | 0.0 | 0.0 | 0.0610 | 0.0 |
| 0.68 | 25.93 | 1400 | 0.6321 | 0.2575 | 0.3109 | 0.8181 | nan | 0.7851 | 0.9362 | 0.8041 | 0.8438 | 0.1694 | nan | 0.3956 | 0.5626 | 0.0 | 0.9306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8313 | 0.0 | 0.5073 | 0.2728 | 0.0 | nan | 0.0 | 0.1741 | 0.0 | 0.0 | 0.9221 | 0.7899 | 0.9071 | 0.0 | 0.0 | 0.1157 | 0.0 | nan | 0.6781 | 0.8336 | 0.7386 | 0.7047 | 0.1564 | nan | 0.2789 | 0.4291 | 0.0 | 0.6934 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6062 | 0.0 | 0.3305 | 0.2579 | 0.0 | nan | 0.0 | 0.1228 | 0.0 | 0.0 | 0.7952 | 0.6651 | 0.8631 | 0.0 | 0.0 | 0.0865 | 0.0 |
| 0.6644 | 27.78 | 1500 | 0.6568 | 0.2555 | 0.3132 | 0.8074 | nan | 0.7687 | 0.9014 | 0.7631 | 0.8302 | 0.1869 | nan | 0.4841 | 0.4880 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.8139 | 0.0 | 0.5482 | 0.3042 | 0.0 | nan | 0.0 | 0.1974 | 0.0 | 0.0 | 0.9225 | 0.8543 | 0.9042 | 0.0 | 0.0 | 0.1259 | 0.0 | nan | 0.6723 | 0.8030 | 0.7443 | 0.5873 | 0.1742 | nan | 0.3013 | 0.3813 | 0.0 | 0.7117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6159 | 0.0 | 0.3289 | 0.2810 | 0.0 | nan | 0.0 | 0.1295 | 0.0 | 0.0 | 0.8015 | 0.6848 | 0.8665 | 0.0 | 0.0 | 0.0931 | 0.0 |
| 0.6153 | 29.63 | 1600 | 0.6157 | 0.2586 | 0.3131 | 0.8188 | nan | 0.8000 | 0.9242 | 0.7980 | 0.8445 | 0.1758 | nan | 0.4143 | 0.6256 | 0.0 | 0.9155 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.8792 | 0.0 | 0.4465 | 0.2182 | 0.0 | nan | 0.0 | 0.1970 | 0.0 | 0.0 | 0.9111 | 0.8171 | 0.9368 | 0.0 | 0.0 | 0.1136 | 0.0 | nan | 0.6844 | 0.8212 | 0.7565 | 0.6537 | 0.1636 | nan | 0.2857 | 0.4354 | 0.0 | 0.7222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.6274 | 0.0 | 0.3217 | 0.2147 | 0.0 | nan | 0.0 | 0.1313 | 0.0 | 0.0 | 0.8082 | 0.6809 | 0.8737 | 0.0 | 0.0 | 0.0926 | 0.0 |
| 0.6154 | 31.48 | 1700 | 0.6397 | 0.2621 | 0.3204 | 0.8117 | nan | 0.8357 | 0.8840 | 0.7908 | 0.8465 | 0.2590 | nan | 0.4050 | 0.5401 | 0.0 | 0.9393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0105 | 0.0 | 0.0 | 0.8169 | 0.0 | 0.4733 | 0.3188 | 0.0 | nan | 0.0 | 0.2505 | 0.0 | 0.0 | 0.9181 | 0.8473 | 0.9287 | 0.0 | 0.0 | 0.1890 | 0.0 | nan | 0.6774 | 0.8042 | 0.7524 | 0.5662 | 0.2300 | nan | 0.2971 | 0.4050 | 0.0 | 0.6970 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0105 | 0.0 | 0.0 | 0.6489 | 0.0 | 0.3454 | 0.3058 | 0.0 | nan | 0.0 | 0.1441 | 0.0 | 0.0 | 0.8074 | 0.6913 | 0.8820 | 0.0 | 0.0 | 0.1224 | 0.0 |
| 0.6305 | 33.33 | 1800 | 0.6131 | 0.2641 | 0.3212 | 0.8194 | nan | 0.8171 | 0.8984 | 0.8212 | 0.8462 | 0.2582 | nan | 0.5051 | 0.5504 | 0.0 | 0.9421 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0221 | 0.0 | 0.0 | 0.8777 | 0.0 | 0.3528 | 0.3169 | 0.0 | nan | 0.0 | 0.2249 | 0.0 | 0.0 | 0.9203 | 0.8499 | 0.9175 | 0.0 | 0.0 | 0.1587 | 0.0 | nan | 0.7209 | 0.8195 | 0.7546 | 0.6166 | 0.2267 | nan | 0.3408 | 0.4000 | 0.0 | 0.6906 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0221 | 0.0 | 0.0 | 0.6055 | 0.0 | 0.2823 | 0.3044 | 0.0 | nan | 0.0 | 0.1545 | 0.0 | 0.0 | 0.8124 | 0.6994 | 0.8799 | 0.0 | 0.0 | 0.1204 | 0.0 |
| 0.6083 | 35.19 | 1900 | 0.6224 | 0.2646 | 0.3182 | 0.8171 | nan | 0.7473 | 0.9297 | 0.7826 | 0.8269 | 0.2162 | nan | 0.4556 | 0.4982 | 0.0 | 0.9169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0865 | 0.0 | 0.0 | 0.9031 | 0.0 | 0.3618 | 0.3583 | 0.0 | nan | 0.0 | 0.2603 | 0.0 | 0.0 | 0.8966 | 0.8828 | 0.9016 | 0.0 | 0.0 | 0.1587 | 0.0 | nan | 0.6824 | 0.8210 | 0.7645 | 0.5950 | 0.2019 | nan | 0.3166 | 0.3895 | 0.0 | 0.7307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0853 | 0.0 | 0.0 | 0.6063 | 0.0 | 0.2860 | 0.3200 | 0.0 | nan | 0.0 | 0.1659 | 0.0 | 0.0 | 0.8188 | 0.7017 | 0.8695 | 0.0 | 0.0 | 0.1113 | 0.0 |
| 0.5847 | 37.04 | 2000 | 0.5906 | 0.2713 | 0.3209 | 0.8281 | nan | 0.7374 | 0.9612 | 0.7764 | 0.8195 | 0.2033 | nan | 0.4219 | 0.4950 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0960 | 0.0 | 0.0 | 0.8434 | 0.0 | 0.4552 | 0.4437 | 0.0 | nan | 0.0 | 0.2250 | 0.0 | 0.0 | 0.9315 | 0.8612 | 0.9071 | 0.0 | 0.0 | 0.1567 | 0.0 | nan | 0.6883 | 0.8311 | 0.7525 | 0.6838 | 0.1851 | nan | 0.3228 | 0.3780 | 0.0 | 0.7236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0944 | 0.0 | 0.0 | 0.6338 | 0.0 | 0.3408 | 0.3853 | 0.0 | nan | 0.0 | 0.1586 | 0.0 | 0.0 | 0.8104 | 0.6978 | 0.8800 | 0.0 | 0.0 | 0.1162 | 0.0 |
| 0.5764 | 38.89 | 2100 | 0.6088 | 0.2752 | 0.3225 | 0.8255 | nan | 0.7525 | 0.9472 | 0.7709 | 0.8441 | 0.2134 | nan | 0.3932 | 0.5383 | 0.0 | 0.9030 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3470 | 0.0 | 0.0 | 0.9195 | 0.0 | 0.3310 | 0.3215 | 0.0 | nan | 0.0 | 0.2234 | 0.0 | 0.0 | 0.9289 | 0.7964 | 0.9280 | 0.0 | 0.0 | 0.1604 | 0.0 | nan | 0.6993 | 0.8276 | 0.7546 | 0.7234 | 0.1997 | nan | 0.3005 | 0.4222 | 0.0 | 0.7348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3123 | 0.0 | 0.0 | 0.5918 | 0.0 | 0.2787 | 0.3037 | 0.0 | nan | 0.0 | 0.1585 | 0.0 | 0.0 | 0.8124 | 0.6781 | 0.8844 | 0.0 | 0.0 | 0.1247 | 0.0 |
| 0.5787 | 40.74 | 2200 | 0.5706 | 0.2824 | 0.3351 | 0.8347 | nan | 0.8178 | 0.9369 | 0.8003 | 0.8511 | 0.2352 | nan | 0.4838 | 0.5417 | 0.0 | 0.9025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3689 | 0.0 | 0.0 | 0.8739 | 0.0 | 0.4493 | 0.4040 | 0.0 | nan | 0.0 | 0.2524 | 0.0 | 0.0 | 0.9422 | 0.8182 | 0.9183 | 0.0 | 0.0 | 0.1276 | 0.0 | nan | 0.7292 | 0.8432 | 0.7669 | 0.6897 | 0.2161 | nan | 0.3484 | 0.4230 | 0.0 | 0.7519 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3045 | 0.0 | 0.0 | 0.6407 | 0.0 | 0.3373 | 0.3491 | 0.0 | nan | 0.0 | 0.1557 | 0.0 | 0.0 | 0.8080 | 0.6803 | 0.8850 | 0.0 | 0.0 | 0.1068 | 0.0 |
| 0.5724 | 42.59 | 2300 | 0.7562 | 0.2740 | 0.3479 | 0.7662 | nan | 0.8734 | 0.7169 | 0.7809 | 0.8847 | 0.2838 | nan | 0.3742 | 0.6758 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6048 | 0.0 | 0.0 | 0.8535 | 0.0 | 0.4435 | 0.4729 | 0.0 | nan | 0.0 | 0.2817 | 0.0 | 0.0 | 0.9149 | 0.8765 | 0.9329 | 0.0 | 0.0 | 0.2292 | 0.0 | nan | 0.7041 | 0.6683 | 0.7628 | 0.3371 | 0.2575 | nan | 0.2878 | 0.4639 | 0.0 | 0.7454 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4190 | 0.0 | 0.0 | 0.6387 | 0.0 | 0.3357 | 0.3997 | 0.0 | nan | 0.0 | 0.1776 | 0.0 | 0.0 | 0.8183 | 0.7106 | 0.8911 | 0.0 | 0.0 | 0.1516 | 0.0 |
| 0.556 | 44.44 | 2400 | 0.7350 | 0.2665 | 0.3366 | 0.7813 | nan | 0.7897 | 0.7888 | 0.8022 | 0.8878 | 0.2389 | nan | 0.4270 | 0.4859 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4618 | 0.0 | 0.0 | 0.8866 | 0.0 | 0.3979 | 0.5050 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.9097 | 0.8627 | 0.9337 | 0.0 | 0.0 | 0.1948 | 0.0 | nan | 0.6902 | 0.7286 | 0.7779 | 0.3964 | 0.2231 | nan | 0.3011 | 0.3626 | 0.0 | 0.7078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3485 | 0.0 | 0.0 | 0.6171 | 0.0 | 0.3044 | 0.3372 | 0.0 | nan | 0.0 | 0.1812 | 0.0 | 0.0 | 0.8195 | 0.7011 | 0.8947 | 0.0 | 0.0 | 0.1378 | 0.0 |
| 0.5599 | 46.3 | 2500 | 0.5949 | 0.2846 | 0.3464 | 0.8215 | nan | 0.7919 | 0.9145 | 0.7935 | 0.8679 | 0.2189 | nan | 0.3795 | 0.5589 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5627 | 0.0 | 0.0 | 0.8536 | 0.0 | 0.4394 | 0.4730 | 0.0 | nan | 0.0 | 0.3260 | 0.0 | 0.0 | 0.9098 | 0.8344 | 0.9487 | 0.0 | 0.0 | 0.2801 | 0.0 | nan | 0.6901 | 0.8199 | 0.7749 | 0.5729 | 0.2084 | nan | 0.3034 | 0.4321 | 0.0 | 0.7422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4230 | 0.0 | 0.0 | 0.6491 | 0.0 | 0.3237 | 0.3989 | 0.0 | nan | 0.0 | 0.1963 | 0.0 | 0.0 | 0.8232 | 0.7048 | 0.8949 | 0.0 | 0.0 | 0.1489 | 0.0 |
| 0.5368 | 48.15 | 2600 | 0.6125 | 0.2829 | 0.3502 | 0.8211 | nan | 0.7798 | 0.9034 | 0.7913 | 0.9079 | 0.2587 | nan | 0.3407 | 0.6423 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6794 | 0.0 | 0.0 | 0.8554 | 0.0 | 0.3996 | 0.4884 | 0.0 | nan | 0.0 | 0.2870 | 0.0 | 0.0 | 0.9271 | 0.8698 | 0.9424 | 0.0 | 0.0 | 0.1992 | 0.0 | nan | 0.6878 | 0.8122 | 0.7578 | 0.5597 | 0.2427 | nan | 0.2680 | 0.4737 | 0.0 | 0.7517 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3649 | 0.0 | 0.0 | 0.6557 | 0.0 | 0.3130 | 0.4117 | 0.0 | nan | 0.0 | 0.1847 | 0.0 | 0.0 | 0.8236 | 0.7137 | 0.8969 | 0.0 | 0.0 | 0.1361 | 0.0 |
| 0.5391 | 50.0 | 2700 | 0.5993 | 0.2877 | 0.3507 | 0.8242 | nan | 0.8174 | 0.8948 | 0.8094 | 0.8896 | 0.2730 | nan | 0.4105 | 0.5570 | 0.0 | 0.9164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5439 | 0.0 | 0.0 | 0.8772 | 0.0 | 0.5070 | 0.5443 | 0.0 | nan | 0.0 | 0.2691 | 0.0 | 0.0 | 0.9205 | 0.8660 | 0.8975 | 0.0 | 0.0 | 0.2294 | 0.0 | nan | 0.7059 | 0.8214 | 0.7578 | 0.5803 | 0.2537 | nan | 0.2892 | 0.4308 | 0.0 | 0.7548 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4363 | 0.0 | 0.0 | 0.6490 | 0.0 | 0.3579 | 0.4224 | 0.0 | nan | 0.0 | 0.1927 | 0.0 | 0.0 | 0.8239 | 0.7040 | 0.8748 | 0.0 | 0.0 | 0.1516 | 0.0 |
| 0.5041 | 51.85 | 2800 | 0.5912 | 0.2859 | 0.3493 | 0.8264 | nan | 0.7593 | 0.9248 | 0.8029 | 0.8780 | 0.2945 | nan | 0.3718 | 0.6308 | 0.0 | 0.9078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6667 | 0.0 | 0.0 | 0.8945 | 0.0 | 0.3362 | 0.4834 | 0.0 | nan | 0.0 | 0.3167 | 0.0 | 0.0 | 0.9255 | 0.8641 | 0.9382 | 0.0 | 0.0 | 0.1836 | 0.0 | nan | 0.6993 | 0.8205 | 0.7232 | 0.5789 | 0.2712 | nan | 0.2852 | 0.4872 | 0.0 | 0.7747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3825 | 0.0 | 0.0 | 0.6382 | 0.0 | 0.2862 | 0.4138 | 0.0 | nan | 0.0 | 0.2019 | 0.0 | 0.0 | 0.8284 | 0.7271 | 0.8984 | 0.0 | 0.0 | 0.1316 | 0.0 |
| 0.5007 | 53.7 | 2900 | 0.6220 | 0.2839 | 0.3577 | 0.8134 | nan | 0.7302 | 0.8903 | 0.8180 | 0.9098 | 0.3134 | nan | 0.3521 | 0.6870 | 0.0 | 0.9429 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7288 | 0.0 | 0.0 | 0.8340 | 0.0 | 0.5169 | 0.4700 | 0.0 | nan | 0.0 | 0.3105 | 0.0 | 0.0 | 0.9356 | 0.8318 | 0.9437 | 0.0 | 0.0003 | 0.2298 | 0.0 | nan | 0.6722 | 0.8034 | 0.7257 | 0.4922 | 0.2900 | nan | 0.2639 | 0.4741 | 0.0 | 0.7434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4082 | 0.0 | 0.0 | 0.6635 | 0.0 | 0.3690 | 0.4172 | 0.0 | nan | 0.0 | 0.1981 | 0.0 | 0.0 | 0.8205 | 0.6936 | 0.9015 | 0.0 | 0.0003 | 0.1483 | 0.0 |
| 0.4992 | 55.56 | 3000 | 0.5669 | 0.2928 | 0.3647 | 0.8317 | nan | 0.7826 | 0.9171 | 0.8018 | 0.9165 | 0.2758 | nan | 0.5273 | 0.6986 | 0.0 | 0.9410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6836 | 0.0 | 0.0 | 0.8296 | 0.0 | 0.4717 | 0.4595 | 0.0 | nan | 0.0 | 0.3613 | 0.0 | 0.0 | 0.9272 | 0.8671 | 0.9424 | 0.0 | 0.0017 | 0.2669 | 0.0 | nan | 0.7196 | 0.8377 | 0.7464 | 0.6016 | 0.2573 | nan | 0.3367 | 0.4767 | 0.0 | 0.7565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4237 | 0.0 | 0.0 | 0.6653 | 0.0 | 0.3438 | 0.4034 | 0.0 | nan | 0.0 | 0.1974 | 0.0 | 0.0 | 0.8287 | 0.7120 | 0.9031 | 0.0 | 0.0017 | 0.1565 | 0.0 |
| 0.5151 | 57.41 | 3100 | 0.6131 | 0.2864 | 0.3598 | 0.8169 | nan | 0.7793 | 0.9005 | 0.7894 | 0.8762 | 0.2508 | nan | 0.3852 | 0.6197 | 0.0 | 0.9316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6506 | 0.0 | 0.0 | 0.7819 | 0.0 | 0.5348 | 0.5782 | 0.0 | nan | 0.0 | 0.3853 | 0.0 | 0.0 | 0.9211 | 0.8624 | 0.9390 | 0.0 | 0.0 | 0.3278 | 0.0 | nan | 0.6967 | 0.8145 | 0.7436 | 0.5453 | 0.2362 | nan | 0.2992 | 0.4656 | 0.0 | 0.7549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4221 | 0.0 | 0.0 | 0.6246 | 0.0 | 0.3873 | 0.3923 | 0.0 | nan | 0.0 | 0.1937 | 0.0 | 0.0 | 0.8257 | 0.7204 | 0.8994 | 0.0 | 0.0 | 0.1417 | 0.0 |
| 0.4688 | 59.26 | 3200 | 0.7342 | 0.2674 | 0.3425 | 0.7758 | nan | 0.6724 | 0.8138 | 0.8211 | 0.8881 | 0.2106 | nan | 0.3435 | 0.4240 | 0.0 | 0.9345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6881 | 0.0 | 0.0 | 0.8684 | 0.0 | 0.4808 | 0.5494 | 0.0 | nan | 0.0 | 0.2968 | 0.0 | 0.0 | 0.9269 | 0.8322 | 0.9291 | 0.0 | 0.0 | 0.2817 | 0.0 | nan | 0.6227 | 0.7395 | 0.7654 | 0.4008 | 0.1990 | nan | 0.2434 | 0.3473 | 0.0 | 0.7526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3733 | 0.0 | 0.0 | 0.5567 | 0.0 | 0.3425 | 0.4056 | 0.0 | nan | 0.0 | 0.2033 | 0.0 | 0.0 | 0.8238 | 0.7088 | 0.8978 | 0.0 | 0.0 | 0.1748 | 0.0 |
| 0.4657 | 61.11 | 3300 | 0.7162 | 0.2737 | 0.3487 | 0.7884 | nan | 0.6859 | 0.8395 | 0.7919 | 0.8974 | 0.2306 | nan | 0.4086 | 0.6012 | 0.0 | 0.9212 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7186 | 0.0 | 0.0 | 0.8738 | 0.0 | 0.4323 | 0.5271 | 0.0 | nan | 0.0 | 0.3163 | 0.0 | 0.0 | 0.9373 | 0.8107 | 0.9381 | 0.0 | 0.0 | 0.2280 | 0.0 | nan | 0.6253 | 0.7668 | 0.7584 | 0.4350 | 0.2180 | nan | 0.2835 | 0.4646 | 0.0 | 0.7649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3505 | 0.0 | 0.0 | 0.5817 | 0.0 | 0.3184 | 0.4275 | 0.0 | nan | 0.0 | 0.1989 | 0.0 | 0.0 | 0.8181 | 0.6916 | 0.9021 | 0.0 | 0.0 | 0.1529 | 0.0 |
| 0.4789 | 62.96 | 3400 | 0.6510 | 0.2824 | 0.3535 | 0.8065 | nan | 0.7245 | 0.8835 | 0.7760 | 0.8886 | 0.2720 | nan | 0.3709 | 0.6675 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6668 | 0.0 | 0.0 | 0.8450 | 0.0 | 0.4917 | 0.5508 | 0.0 | nan | 0.0 | 0.3585 | 0.0 | 0.0 | 0.9367 | 0.7684 | 0.9321 | 0.0 | 0.0022 | 0.2404 | 0.0 | nan | 0.6754 | 0.7938 | 0.7682 | 0.4856 | 0.2514 | nan | 0.2841 | 0.4779 | 0.0 | 0.7566 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3801 | 0.0 | 0.0 | 0.6118 | 0.0 | 0.3623 | 0.4464 | 0.0 | nan | 0.0 | 0.1990 | 0.0 | 0.0 | 0.8150 | 0.6727 | 0.9029 | 0.0 | 0.0022 | 0.1516 | 0.0 |
| 0.4718 | 64.81 | 3500 | 0.7369 | 0.2741 | 0.3491 | 0.7687 | nan | 0.7886 | 0.7455 | 0.8159 | 0.8865 | 0.2585 | nan | 0.3583 | 0.6014 | 0.0 | 0.9362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6741 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.4488 | 0.5138 | 0.0 | nan | 0.0 | 0.3533 | 0.0 | 0.0 | 0.9343 | 0.8363 | 0.9345 | 0.0 | 0.0002 | 0.2111 | 0.0 | nan | 0.6800 | 0.6730 | 0.7173 | 0.3412 | 0.2406 | nan | 0.2736 | 0.4651 | 0.0 | 0.7688 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3688 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.3507 | 0.4403 | 0.0 | nan | 0.0 | 0.1950 | 0.0 | 0.0 | 0.8287 | 0.7216 | 0.9039 | 0.0 | 0.0002 | 0.1536 | 0.0 |
| 0.4586 | 66.67 | 3600 | 0.7463 | 0.2799 | 0.3515 | 0.7620 | nan | 0.8497 | 0.6965 | 0.7931 | 0.9041 | 0.2737 | nan | 0.3983 | 0.5616 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5892 | 0.0 | 0.0 | 0.8439 | 0.0 | 0.5213 | 0.4720 | 0.0 | nan | 0.0 | 0.3429 | 0.0 | 0.0 | 0.9332 | 0.8690 | 0.9431 | 0.0 | 0.0 | 0.3213 | 0.0 | nan | 0.7435 | 0.6450 | 0.7808 | 0.3120 | 0.2517 | nan | 0.3134 | 0.4378 | 0.0 | 0.7305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4349 | 0.0 | 0.0 | 0.6399 | 0.0 | 0.3813 | 0.4243 | 0.0 | nan | 0.0 | 0.2097 | 0.0 | 0.0 | 0.8287 | 0.7225 | 0.9085 | 0.0 | 0.0 | 0.1926 | 0.0 |
| 0.4506 | 68.52 | 3700 | 0.6409 | 0.2859 | 0.3587 | 0.8030 | nan | 0.7887 | 0.8394 | 0.8054 | 0.8912 | 0.2518 | nan | 0.3799 | 0.6292 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.0 | 0.8655 | 0.0 | 0.4989 | 0.5447 | 0.0 | nan | 0.0 | 0.3519 | 0.0 | 0.0 | 0.9335 | 0.8362 | 0.9278 | 0.0 | 0.0 | 0.2975 | 0.0 | nan | 0.7248 | 0.7574 | 0.7649 | 0.4118 | 0.2326 | nan | 0.2996 | 0.4840 | 0.0 | 0.7856 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3424 | 0.0 | 0.0 | 0.6639 | 0.0 | 0.3766 | 0.4576 | 0.0 | nan | 0.0 | 0.2055 | 0.0 | 0.0 | 0.8284 | 0.7274 | 0.9032 | 0.0 | 0.0 | 0.1823 | 0.0 |
| 0.4659 | 70.37 | 3800 | 0.6466 | 0.2884 | 0.3577 | 0.8081 | nan | 0.8256 | 0.8420 | 0.7982 | 0.8692 | 0.3484 | nan | 0.4035 | 0.4964 | 0.0 | 0.9489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6461 | 0.0 | 0.0 | 0.8281 | 0.0 | 0.5593 | 0.5404 | 0.0 | nan | 0.0 | 0.3533 | 0.0 | 0.0 | 0.9345 | 0.7861 | 0.9426 | 0.0 | 0.0 | 0.3225 | 0.0 | nan | 0.7403 | 0.7665 | 0.7649 | 0.4456 | 0.2991 | nan | 0.3198 | 0.3976 | 0.0 | 0.7512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4217 | 0.0 | 0.0 | 0.6537 | 0.0 | 0.3859 | 0.4470 | 0.0 | nan | 0.0 | 0.2219 | 0.0 | 0.0 | 0.8223 | 0.6908 | 0.9109 | 0.0 | 0.0 | 0.1898 | 0.0 |
| 0.4416 | 72.22 | 3900 | 0.6944 | 0.2824 | 0.3648 | 0.7953 | nan | 0.8073 | 0.8044 | 0.8200 | 0.9039 | 0.2713 | nan | 0.4385 | 0.6632 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7130 | 0.0 | 0.0 | 0.8448 | 0.0 | 0.5050 | 0.5552 | 0.0 | nan | 0.0 | 0.3791 | 0.0 | 0.0 | 0.9316 | 0.8332 | 0.9378 | 0.0 | 0.0047 | 0.3183 | 0.0 | nan | 0.7045 | 0.7445 | 0.6571 | 0.4107 | 0.2536 | nan | 0.3089 | 0.4711 | 0.0 | 0.7504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3814 | 0.0 | 0.0 | 0.6468 | 0.0 | 0.3800 | 0.4413 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8294 | 0.7257 | 0.9078 | 0.0 | 0.0047 | 0.1964 | 0.0 |
| 0.4347 | 74.07 | 4000 | 0.5742 | 0.2960 | 0.3615 | 0.8319 | nan | 0.8135 | 0.9088 | 0.8067 | 0.8959 | 0.3006 | nan | 0.3611 | 0.6055 | 0.0 | 0.9354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6851 | 0.0 | 0.0 | 0.8692 | 0.0 | 0.4956 | 0.5065 | 0.0 | nan | 0.0 | 0.3493 | 0.0 | 0.0 | 0.9264 | 0.8500 | 0.9368 | 0.0 | 0.0018 | 0.3210 | 0.0 | nan | 0.7436 | 0.8254 | 0.7615 | 0.5609 | 0.2797 | nan | 0.3045 | 0.4733 | 0.0 | 0.7745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4006 | 0.0 | 0.0 | 0.6424 | 0.0 | 0.3800 | 0.4600 | 0.0 | nan | 0.0 | 0.2126 | 0.0 | 0.0 | 0.8296 | 0.7251 | 0.9085 | 0.0 | 0.0018 | 0.1876 | 0.0 |
| 0.4191 | 75.93 | 4100 | 0.6454 | 0.2879 | 0.3671 | 0.8068 | nan | 0.7757 | 0.8432 | 0.8171 | 0.8803 | 0.3169 | nan | 0.4971 | 0.6474 | 0.0 | 0.9274 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7272 | 0.0 | 0.0 | 0.8520 | 0.0 | 0.4847 | 0.5414 | 0.0 | nan | 0.0 | 0.4113 | 0.0 | 0.0 | 0.9400 | 0.8335 | 0.9348 | 0.0 | 0.0167 | 0.3000 | 0.0 | nan | 0.7112 | 0.7615 | 0.6876 | 0.4533 | 0.2904 | nan | 0.3375 | 0.4768 | 0.0 | 0.7857 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3483 | 0.0 | 0.0 | 0.6544 | 0.0 | 0.3636 | 0.4546 | 0.0 | nan | 0.0 | 0.2086 | 0.0 | 0.0 | 0.8293 | 0.7293 | 0.9093 | 0.0 | 0.0165 | 0.1938 | 0.0 |
| 0.4355 | 77.78 | 4200 | 0.5871 | 0.2915 | 0.3601 | 0.8236 | nan | 0.6673 | 0.9324 | 0.8063 | 0.8730 | 0.2988 | nan | 0.5014 | 0.5734 | 0.0 | 0.9480 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.0 | 0.8653 | 0.0 | 0.4649 | 0.5559 | 0.0 | nan | 0.0 | 0.3890 | 0.0 | 0.0 | 0.9183 | 0.8681 | 0.9537 | 0.0 | 0.0088 | 0.2359 | 0.0 | nan | 0.6266 | 0.8175 | 0.7309 | 0.5730 | 0.2746 | nan | 0.3471 | 0.4465 | 0.0 | 0.7567 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4103 | 0.0 | 0.0 | 0.6684 | 0.0 | 0.3482 | 0.4615 | 0.0 | nan | 0.0 | 0.2062 | 0.0 | 0.0 | 0.8356 | 0.7347 | 0.9131 | 0.0 | 0.0088 | 0.1686 | 0.0 |
| 0.431 | 79.63 | 4300 | 0.5778 | 0.2902 | 0.3540 | 0.8266 | nan | 0.8325 | 0.9042 | 0.7971 | 0.8575 | 0.2707 | nan | 0.4318 | 0.5731 | 0.0 | 0.9428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6701 | 0.0 | 0.0 | 0.8781 | 0.0 | 0.4081 | 0.5480 | 0.0 | nan | 0.0 | 0.3573 | 0.0 | 0.0 | 0.9299 | 0.7480 | 0.9397 | 0.0 | 0.0343 | 0.2046 | 0.0 | nan | 0.7428 | 0.8112 | 0.7719 | 0.5907 | 0.2545 | nan | 0.3259 | 0.4272 | 0.0 | 0.7505 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4255 | 0.0 | 0.0 | 0.6496 | 0.0 | 0.3209 | 0.4384 | 0.0 | nan | 0.0 | 0.2061 | 0.0 | 0.0 | 0.8142 | 0.6646 | 0.9118 | 0.0 | 0.0338 | 0.1477 | 0.0 |
| 0.4105 | 81.48 | 4400 | 0.7355 | 0.2837 | 0.3547 | 0.7802 | nan | 0.8194 | 0.7548 | 0.8125 | 0.9004 | 0.2421 | nan | 0.4411 | 0.5260 | 0.0 | 0.9344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6628 | 0.0 | 0.0 | 0.9003 | 0.0 | 0.4114 | 0.5457 | 0.0 | nan | 0.0 | 0.3720 | 0.0 | 0.0 | 0.9386 | 0.8336 | 0.9269 | 0.0 | 0.0905 | 0.2364 | 0.0 | nan | 0.7295 | 0.6964 | 0.7754 | 0.3477 | 0.2325 | nan | 0.3336 | 0.4069 | 0.0 | 0.7641 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4284 | 0.0 | 0.0 | 0.6483 | 0.0 | 0.3512 | 0.4444 | 0.0 | nan | 0.0 | 0.2140 | 0.0 | 0.0 | 0.8260 | 0.7200 | 0.9047 | 0.0 | 0.0883 | 0.1667 | 0.0 |
| 0.4102 | 83.33 | 4500 | 0.6431 | 0.2832 | 0.3550 | 0.8023 | nan | 0.6173 | 0.8926 | 0.8233 | 0.8684 | 0.3015 | nan | 0.4774 | 0.5853 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7118 | 0.0 | 0.0 | 0.8678 | 0.0 | 0.4544 | 0.5288 | 0.0 | nan | 0.0 | 0.3435 | 0.0 | 0.0 | 0.9438 | 0.7934 | 0.9323 | 0.0 | 0.0264 | 0.2495 | 0.0 | nan | 0.5793 | 0.7784 | 0.7849 | 0.5220 | 0.2750 | nan | 0.3433 | 0.4263 | 0.0 | 0.7478 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3651 | 0.0 | 0.0 | 0.6236 | 0.0 | 0.3489 | 0.4347 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8184 | 0.6879 | 0.9082 | 0.0 | 0.0258 | 0.1674 | 0.0 |
| 0.4172 | 85.19 | 4600 | 0.6988 | 0.2875 | 0.3537 | 0.7940 | nan | 0.7505 | 0.8194 | 0.8168 | 0.9128 | 0.2640 | nan | 0.4022 | 0.4961 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6453 | 0.0 | 0.0 | 0.8769 | 0.0 | 0.4600 | 0.5182 | 0.0 | nan | 0.0 | 0.3740 | 0.0 | 0.0 | 0.9378 | 0.8263 | 0.9455 | 0.0 | 0.0900 | 0.2436 | 0.0 | nan | 0.7048 | 0.7401 | 0.7654 | 0.3938 | 0.2454 | nan | 0.2874 | 0.3973 | 0.0 | 0.7572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4779 | 0.0 | 0.0 | 0.6427 | 0.0 | 0.3531 | 0.4565 | 0.0 | nan | 0.0 | 0.2402 | 0.0 | 0.0 | 0.8333 | 0.7320 | 0.9149 | 0.0 | 0.0880 | 0.1706 | 0.0 |
| 0.3885 | 87.04 | 4700 | 0.5978 | 0.2953 | 0.3647 | 0.8175 | nan | 0.8142 | 0.8718 | 0.8027 | 0.8554 | 0.3059 | nan | 0.3787 | 0.5867 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6845 | 0.0 | 0.0 | 0.8471 | 0.0 | 0.5315 | 0.5788 | 0.0 | nan | 0.0 | 0.3874 | 0.0 | 0.0 | 0.9354 | 0.8156 | 0.9494 | 0.0 | 0.1221 | 0.2636 | 0.0 | nan | 0.7263 | 0.7825 | 0.7874 | 0.4784 | 0.2859 | nan | 0.2981 | 0.4480 | 0.0 | 0.7604 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3820 | 0.0 | 0.0 | 0.6694 | 0.0 | 0.3781 | 0.4545 | 0.0 | nan | 0.0 | 0.2385 | 0.0 | 0.0 | 0.8301 | 0.7216 | 0.9144 | 0.0 | 0.1131 | 0.1798 | 0.0 |
| 0.3949 | 88.89 | 4800 | 0.5747 | 0.2961 | 0.3643 | 0.8282 | nan | 0.8129 | 0.8976 | 0.8121 | 0.8713 | 0.2894 | nan | 0.4694 | 0.5562 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6947 | 0.0 | 0.0 | 0.8395 | 0.0 | 0.5260 | 0.5481 | 0.0 | nan | 0.0 | 0.3852 | 0.0 | 0.0 | 0.9428 | 0.8221 | 0.9365 | 0.0 | 0.0559 | 0.2580 | 0.0 | nan | 0.7394 | 0.8130 | 0.7924 | 0.5533 | 0.2658 | nan | 0.3447 | 0.4378 | 0.0 | 0.7620 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3851 | 0.0 | 0.0 | 0.6633 | 0.0 | 0.3722 | 0.4533 | 0.0 | nan | 0.0 | 0.2184 | 0.0 | 0.0 | 0.8217 | 0.7122 | 0.9124 | 0.0 | 0.0534 | 0.1742 | 0.0 |
| 0.4158 | 90.74 | 4900 | 0.6449 | 0.2916 | 0.3657 | 0.8070 | nan | 0.8043 | 0.8271 | 0.8157 | 0.9192 | 0.3073 | nan | 0.4380 | 0.6344 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7171 | 0.0 | 0.0 | 0.8572 | 0.0 | 0.5188 | 0.5406 | 0.0 | nan | 0.0 | 0.3852 | 0.0 | 0.0 | 0.9420 | 0.8552 | 0.9459 | 0.0 | 0.0450 | 0.2148 | 0.0 | nan | 0.6975 | 0.7564 | 0.7902 | 0.4563 | 0.2853 | nan | 0.3171 | 0.4654 | 0.0 | 0.7879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3571 | 0.0 | 0.0 | 0.6623 | 0.0 | 0.3819 | 0.4583 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8302 | 0.7431 | 0.9150 | 0.0 | 0.0421 | 0.1602 | 0.0 |
| 0.3856 | 92.59 | 5000 | 0.7492 | 0.2796 | 0.3559 | 0.7680 | nan | 0.8020 | 0.7250 | 0.8248 | 0.9139 | 0.2500 | nan | 0.3621 | 0.5930 | 0.0 | 0.9411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.0 | 0.0 | 0.9036 | 0.0 | 0.3460 | 0.5234 | 0.0 | nan | 0.0 | 0.4271 | 0.0 | 0.0 | 0.9255 | 0.8871 | 0.9524 | 0.0 | 0.0666 | 0.2471 | 0.0 | nan | 0.6954 | 0.6697 | 0.7878 | 0.3256 | 0.2365 | nan | 0.2864 | 0.4452 | 0.0 | 0.7724 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3838 | 0.0 | 0.0 | 0.6413 | 0.0 | 0.2968 | 0.4239 | 0.0 | nan | 0.0 | 0.2271 | 0.0 | 0.0 | 0.8382 | 0.7554 | 0.9171 | 0.0 | 0.0624 | 0.1808 | 0.0 |
| 0.3915 | 94.44 | 5100 | 0.6402 | 0.2893 | 0.3608 | 0.8012 | nan | 0.7614 | 0.8406 | 0.7898 | 0.9029 | 0.3080 | nan | 0.3857 | 0.6328 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7010 | 0.0 | 0.0 | 0.8626 | 0.0 | 0.5045 | 0.5235 | 0.0 | nan | 0.0 | 0.3802 | 0.0 | 0.0 | 0.9442 | 0.7561 | 0.9401 | 0.0 | 0.1133 | 0.2603 | 0.0 | nan | 0.6850 | 0.7546 | 0.7750 | 0.4451 | 0.2827 | nan | 0.3049 | 0.4715 | 0.0 | 0.7694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3810 | 0.0 | 0.0 | 0.6626 | 0.0 | 0.3832 | 0.4394 | 0.0 | nan | 0.0 | 0.2214 | 0.0 | 0.0 | 0.8125 | 0.6725 | 0.9138 | 0.0 | 0.1034 | 0.1797 | 0.0 |
| 0.3732 | 96.3 | 5200 | 0.7308 | 0.2840 | 0.3598 | 0.7795 | nan | 0.7534 | 0.7741 | 0.8137 | 0.9035 | 0.2614 | nan | 0.4308 | 0.6431 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7293 | 0.0 | 0.0 | 0.8884 | 0.0 | 0.4166 | 0.5225 | 0.0 | nan | 0.0 | 0.3992 | 0.0 | 0.0 | 0.9329 | 0.8517 | 0.9519 | 0.0 | 0.0756 | 0.2354 | 0.0 | nan | 0.6723 | 0.6942 | 0.7836 | 0.3665 | 0.2474 | nan | 0.3333 | 0.4669 | 0.0 | 0.7857 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3545 | 0.0 | 0.0 | 0.6375 | 0.0 | 0.3443 | 0.4311 | 0.0 | nan | 0.0 | 0.2377 | 0.0 | 0.0 | 0.8346 | 0.7428 | 0.9173 | 0.0 | 0.0659 | 0.1722 | 0.0 |
| 0.3843 | 98.15 | 5300 | 0.6580 | 0.2864 | 0.3556 | 0.7962 | nan | 0.7254 | 0.8440 | 0.7996 | 0.8889 | 0.2696 | nan | 0.4320 | 0.6399 | 0.0 | 0.9285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6708 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.4070 | 0.5262 | 0.0 | nan | 0.0 | 0.3791 | 0.0 | 0.0 | 0.9423 | 0.7462 | 0.9487 | 0.0 | 0.1269 | 0.2159 | 0.0 | nan | 0.6660 | 0.7540 | 0.7836 | 0.4484 | 0.2521 | nan | 0.3307 | 0.4691 | 0.0 | 0.7963 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3896 | 0.0 | 0.0 | 0.6071 | 0.0 | 0.3185 | 0.4568 | 0.0 | nan | 0.0 | 0.2206 | 0.0 | 0.0 | 0.8138 | 0.6608 | 0.9170 | 0.0 | 0.1163 | 0.1644 | 0.0 |
| 0.3903 | 100.0 | 5400 | 0.6288 | 0.2881 | 0.3541 | 0.8086 | nan | 0.7763 | 0.8567 | 0.8240 | 0.8951 | 0.2446 | nan | 0.4334 | 0.5553 | 0.0 | 0.9354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6738 | 0.0 | 0.0 | 0.8901 | 0.0 | 0.4777 | 0.5458 | 0.0 | nan | 0.0 | 0.3297 | 0.0 | 0.0 | 0.9417 | 0.7702 | 0.9457 | 0.0 | 0.0457 | 0.1907 | 0.0 | nan | 0.6906 | 0.7727 | 0.7923 | 0.4705 | 0.2358 | nan | 0.3295 | 0.4509 | 0.0 | 0.7755 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3981 | 0.0 | 0.0 | 0.6528 | 0.0 | 0.3644 | 0.4573 | 0.0 | nan | 0.0 | 0.2197 | 0.0 | 0.0 | 0.8176 | 0.6797 | 0.9157 | 0.0 | 0.0444 | 0.1500 | 0.0 |
| 0.355 | 101.85 | 5500 | 0.7112 | 0.2860 | 0.3563 | 0.7844 | nan | 0.7834 | 0.7947 | 0.8123 | 0.8807 | 0.2262 | nan | 0.3408 | 0.6020 | 0.0 | 0.9382 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6759 | 0.0 | 0.0 | 0.8838 | 0.0 | 0.4491 | 0.5845 | 0.0 | nan | 0.0 | 0.4029 | 0.0 | 0.0 | 0.9295 | 0.7890 | 0.9477 | 0.0 | 0.1045 | 0.2564 | 0.0 | nan | 0.7086 | 0.7078 | 0.7825 | 0.3607 | 0.2168 | nan | 0.2792 | 0.4624 | 0.0 | 0.7767 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4366 | 0.0 | 0.0 | 0.6667 | 0.0 | 0.3443 | 0.4351 | 0.0 | nan | 0.0 | 0.2386 | 0.0 | 0.0 | 0.8283 | 0.7060 | 0.9167 | 0.0 | 0.1000 | 0.1847 | 0.0 |
| 0.3729 | 103.7 | 5600 | 0.6849 | 0.2835 | 0.3591 | 0.7887 | nan | 0.8150 | 0.7790 | 0.8122 | 0.8834 | 0.2787 | nan | 0.4506 | 0.6270 | 0.0 | 0.9253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7408 | 0.0 | 0.0 | 0.9180 | 0.0 | 0.3273 | 0.5197 | 0.0 | nan | 0.0 | 0.4167 | 0.0 | 0.0 | 0.9358 | 0.8379 | 0.9406 | 0.0 | 0.0480 | 0.2345 | 0.0 | nan | 0.6989 | 0.7189 | 0.7862 | 0.3939 | 0.2648 | nan | 0.3292 | 0.4851 | 0.0 | 0.7976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3286 | 0.0 | 0.0 | 0.6202 | 0.0 | 0.2779 | 0.4371 | 0.0 | nan | 0.0 | 0.2402 | 0.0 | 0.0 | 0.8321 | 0.7297 | 0.9140 | 0.0 | 0.0437 | 0.1749 | 0.0 |
| 0.3895 | 105.56 | 5700 | 0.6917 | 0.2909 | 0.3669 | 0.7881 | nan | 0.8520 | 0.7575 | 0.8037 | 0.9006 | 0.2858 | nan | 0.4909 | 0.6331 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6811 | 0.0 | 0.0 | 0.8525 | 0.0 | 0.5087 | 0.5374 | 0.0 | nan | 0.0 | 0.3766 | 0.0 | 0.0 | 0.9432 | 0.8426 | 0.9479 | 0.0 | 0.0982 | 0.2931 | 0.0 | nan | 0.7338 | 0.7000 | 0.7834 | 0.3764 | 0.2683 | nan | 0.3430 | 0.4719 | 0.0 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3792 | 0.0 | 0.0 | 0.6627 | 0.0 | 0.3815 | 0.4454 | 0.0 | nan | 0.0 | 0.2245 | 0.0 | 0.0 | 0.8273 | 0.7311 | 0.9183 | 0.0 | 0.0894 | 0.1885 | 0.0 |
| 0.3602 | 107.41 | 5800 | 0.5475 | 0.3042 | 0.3685 | 0.8353 | nan | 0.7641 | 0.9319 | 0.8055 | 0.8737 | 0.3132 | nan | 0.4868 | 0.6244 | 0.0 | 0.9407 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6873 | 0.0 | 0.0 | 0.8810 | 0.0 | 0.4631 | 0.5387 | 0.0 | nan | 0.0 | 0.4382 | 0.0 | 0.0 | 0.9298 | 0.7866 | 0.9486 | 0.0 | 0.1344 | 0.2454 | 0.0 | nan | 0.7121 | 0.8270 | 0.7806 | 0.6491 | 0.2900 | nan | 0.3497 | 0.4700 | 0.0 | 0.7753 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4480 | 0.0 | 0.0 | 0.6577 | 0.0 | 0.3509 | 0.4582 | 0.0 | nan | 0.0 | 0.2281 | 0.0 | 0.0 | 0.8267 | 0.6946 | 0.9179 | 0.0 | 0.1213 | 0.1782 | 0.0 |
| 0.3674 | 109.26 | 5900 | 0.6421 | 0.2919 | 0.3540 | 0.8016 | nan | 0.6932 | 0.8577 | 0.8144 | 0.9018 | 0.3136 | nan | 0.3961 | 0.5655 | 0.0 | 0.9370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6563 | 0.0 | 0.0 | 0.9140 | 0.0 | 0.3656 | 0.4891 | 0.0 | nan | 0.0 | 0.3775 | 0.0 | 0.0 | 0.9373 | 0.8204 | 0.9427 | 0.0 | 0.1378 | 0.2090 | 0.0 | nan | 0.6366 | 0.7503 | 0.7829 | 0.4541 | 0.2884 | nan | 0.3050 | 0.4442 | 0.0 | 0.7727 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4780 | 0.0 | 0.0 | 0.6644 | 0.0 | 0.3163 | 0.4511 | 0.0 | nan | 0.0 | 0.2316 | 0.0 | 0.0 | 0.8321 | 0.7257 | 0.9157 | 0.0 | 0.1268 | 0.1636 | 0.0 |
| 0.3657 | 111.11 | 6000 | 0.5813 | 0.2955 | 0.3637 | 0.8277 | nan | 0.7870 | 0.8975 | 0.7014 | 0.8566 | 0.3741 | nan | 0.4469 | 0.6219 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7185 | 0.0 | 0.0 | 0.8827 | 0.0 | 0.4503 | 0.5681 | 0.0 | nan | 0.0 | 0.3815 | 0.0 | 0.0 | 0.9397 | 0.8275 | 0.9484 | 0.0 | 0.0968 | 0.1999 | 0.0 | nan | 0.7203 | 0.8097 | 0.6881 | 0.5693 | 0.3405 | nan | 0.3293 | 0.4754 | 0.0 | 0.7846 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3863 | 0.0 | 0.0 | 0.6346 | 0.0 | 0.3557 | 0.4385 | 0.0 | nan | 0.0 | 0.2181 | 0.0 | 0.0 | 0.8287 | 0.7172 | 0.9189 | 0.0 | 0.0846 | 0.1578 | 0.0 |
| 0.367 | 112.96 | 6100 | 0.6609 | 0.2897 | 0.3661 | 0.7984 | nan | 0.7903 | 0.8284 | 0.8039 | 0.9016 | 0.2212 | nan | 0.4163 | 0.6816 | 0.0 | 0.9453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7209 | 0.0 | 0.0 | 0.8372 | 0.0 | 0.4577 | 0.5511 | 0.0 | nan | 0.0 | 0.4283 | 0.0 | 0.0 | 0.9390 | 0.7875 | 0.9493 | 0.0 | 0.1399 | 0.3157 | 0.0 | nan | 0.7203 | 0.7408 | 0.7738 | 0.4105 | 0.2117 | nan | 0.3182 | 0.4784 | 0.0 | 0.7828 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3859 | 0.0 | 0.0 | 0.6672 | 0.0 | 0.3588 | 0.4378 | 0.0 | nan | 0.0 | 0.2244 | 0.0 | 0.0 | 0.8282 | 0.7032 | 0.9187 | 0.0 | 0.1137 | 0.1958 | 0.0 |
| 0.3638 | 114.81 | 6200 | 0.7997 | 0.2803 | 0.3592 | 0.7547 | nan | 0.8092 | 0.6782 | 0.8102 | 0.9284 | 0.2905 | nan | 0.3691 | 0.6185 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7520 | 0.0 | 0.0 | 0.8609 | 0.0 | 0.4178 | 0.5567 | 0.0 | nan | 0.0 | 0.3931 | 0.0 | 0.0 | 0.9474 | 0.8770 | 0.9435 | 0.0000 | 0.0667 | 0.2347 | 0.0 | nan | 0.7091 | 0.6261 | 0.7837 | 0.2942 | 0.2753 | nan | 0.2928 | 0.4552 | 0.0 | 0.7808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3801 | 0.0 | 0.0 | 0.6648 | 0.0 | 0.3421 | 0.4315 | 0.0 | nan | 0.0 | 0.2152 | 0.0 | 0.0 | 0.8297 | 0.7448 | 0.9168 | 0.0000 | 0.0595 | 0.1680 | 0.0 |
| 0.3654 | 116.67 | 6300 | 0.6019 | 0.2956 | 0.3645 | 0.8175 | nan | 0.8244 | 0.8533 | 0.6788 | 0.8927 | 0.3058 | nan | 0.4950 | 0.6003 | 0.0 | 0.9396 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6930 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.3647 | 0.5196 | 0.0 | nan | 0.0 | 0.4113 | 0.0 | 0.0 | 0.9257 | 0.8551 | 0.9594 | 0.0 | 0.1310 | 0.3167 | 0.0 | nan | 0.7337 | 0.7732 | 0.6601 | 0.4748 | 0.2853 | nan | 0.3520 | 0.4685 | 0.0 | 0.7868 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4121 | 0.0 | 0.0 | 0.6708 | 0.0 | 0.3117 | 0.4434 | 0.0 | nan | 0.0 | 0.2326 | 0.0 | 0.0 | 0.8405 | 0.7541 | 0.9187 | 0.0 | 0.1205 | 0.2201 | 0.0 |
| 0.3652 | 118.52 | 6400 | 0.5981 | 0.2967 | 0.3649 | 0.8205 | nan | 0.7551 | 0.8909 | 0.6342 | 0.9054 | 0.3093 | nan | 0.4234 | 0.6313 | 0.0 | 0.9387 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6751 | 0.0 | 0.0 | 0.8700 | 0.0 | 0.4187 | 0.5633 | 0.0 | nan | 0.0 | 0.4465 | 0.0 | 0.0 | 0.9262 | 0.8528 | 0.9534 | 0.0002 | 0.1437 | 0.3398 | 0.0 | nan | 0.6956 | 0.7948 | 0.6246 | 0.4963 | 0.2861 | nan | 0.3171 | 0.4870 | 0.0 | 0.7941 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4467 | 0.0 | 0.0 | 0.6719 | 0.0 | 0.3338 | 0.4473 | 0.0 | nan | 0.0 | 0.2377 | 0.0 | 0.0 | 0.8417 | 0.7531 | 0.9198 | 0.0002 | 0.1302 | 0.2180 | 0.0 |
| 0.3559 | 120.37 | 6500 | 0.5780 | 0.3026 | 0.3668 | 0.8256 | nan | 0.7517 | 0.9024 | 0.8103 | 0.8905 | 0.3788 | nan | 0.3990 | 0.5648 | 0.0 | 0.9522 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6491 | 0.0 | 0.0 | 0.8623 | 0.0 | 0.5208 | 0.5227 | 0.0 | nan | 0.0 | 0.4095 | 0.0 | 0.0 | 0.9315 | 0.8073 | 0.9531 | 0.0 | 0.1367 | 0.2937 | 0.0 | nan | 0.6917 | 0.8084 | 0.7831 | 0.5645 | 0.3365 | nan | 0.3195 | 0.4446 | 0.0 | 0.7603 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4620 | 0.0 | 0.0 | 0.6310 | 0.0 | 0.3859 | 0.4599 | 0.0 | nan | 0.0 | 0.2286 | 0.0 | 0.0 | 0.8329 | 0.7236 | 0.9192 | 0.0 | 0.1259 | 0.2064 | 0.0 |
| 0.3348 | 122.22 | 6600 | 0.5522 | 0.3023 | 0.3735 | 0.8379 | nan | 0.8289 | 0.9088 | 0.6882 | 0.8947 | 0.3594 | nan | 0.4373 | 0.6918 | 0.0 | 0.9448 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7098 | 0.0 | 0.0 | 0.8356 | 0.0 | 0.5156 | 0.5832 | 0.0 | nan | 0.0 | 0.4059 | 0.0 | 0.0 | 0.9417 | 0.8359 | 0.9578 | 0.0009 | 0.1308 | 0.2812 | 0.0 | nan | 0.7433 | 0.8257 | 0.6716 | 0.5930 | 0.3306 | nan | 0.3517 | 0.4956 | 0.0 | 0.7897 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3747 | 0.0 | 0.0 | 0.6736 | 0.0 | 0.3802 | 0.4271 | 0.0 | nan | 0.0 | 0.2180 | 0.0 | 0.0 | 0.8323 | 0.7373 | 0.9200 | 0.0008 | 0.1171 | 0.1906 | 0.0 |
| 0.3653 | 124.07 | 6700 | 0.6070 | 0.2986 | 0.3679 | 0.8216 | nan | 0.6919 | 0.9133 | 0.8114 | 0.8786 | 0.3306 | nan | 0.4558 | 0.6517 | 0.0 | 0.9455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7183 | 0.0 | 0.0 | 0.8672 | 0.0 | 0.5019 | 0.5472 | 0.0 | nan | 0.0 | 0.4162 | 0.0 | 0.0 | 0.9390 | 0.8019 | 0.9414 | 0.0 | 0.0957 | 0.2664 | 0.0 | nan | 0.6394 | 0.8000 | 0.7821 | 0.6011 | 0.3025 | nan | 0.3359 | 0.4969 | 0.0 | 0.7887 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3803 | 0.0 | 0.0 | 0.6386 | 0.0 | 0.3855 | 0.4427 | 0.0 | nan | 0.0 | 0.2268 | 0.0 | 0.0 | 0.8298 | 0.7136 | 0.9170 | 0.0 | 0.0886 | 0.1861 | 0.0 |
| 0.3216 | 125.93 | 6800 | 0.6091 | 0.3003 | 0.3729 | 0.8176 | nan | 0.8300 | 0.8429 | 0.8233 | 0.9193 | 0.3587 | nan | 0.4900 | 0.6837 | 0.0 | 0.9439 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7272 | 0.0 | 0.0 | 0.8781 | 0.0 | 0.4143 | 0.5307 | 0.0 | nan | 0.0 | 0.4051 | 0.0116 | 0.0 | 0.9314 | 0.8400 | 0.9539 | 0.0 | 0.0921 | 0.2558 | 0.0 | nan | 0.7584 | 0.7706 | 0.7892 | 0.4626 | 0.3268 | nan | 0.3678 | 0.5054 | 0.0 | 0.7811 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3947 | 0.0 | 0.0 | 0.6604 | 0.0 | 0.3306 | 0.4515 | 0.0 | nan | 0.0 | 0.2265 | 0.0116 | 0.0 | 0.8386 | 0.7409 | 0.9204 | 0.0 | 0.0850 | 0.1887 | 0.0 |
| 0.358 | 127.78 | 6900 | 0.5287 | 0.3110 | 0.3729 | 0.8465 | nan | 0.8062 | 0.9359 | 0.8173 | 0.8927 | 0.3346 | nan | 0.4527 | 0.6392 | 0.0 | 0.9354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6945 | 0.0 | 0.0 | 0.8722 | 0.0 | 0.4896 | 0.5317 | 0.0 | nan | 0.0 | 0.4070 | 0.0 | 0.0 | 0.9436 | 0.8467 | 0.9449 | 0.0 | 0.1243 | 0.2646 | 0.0 | nan | 0.7567 | 0.8356 | 0.7873 | 0.6388 | 0.3087 | nan | 0.3575 | 0.4948 | 0.0 | 0.7958 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4146 | 0.0 | 0.0 | 0.6798 | 0.0 | 0.3797 | 0.4630 | 0.0 | nan | 0.0 | 0.2283 | 0.0 | 0.0 | 0.8356 | 0.7467 | 0.9182 | 0.0 | 0.1175 | 0.1940 | 0.0 |
| 0.3402 | 129.63 | 7000 | 0.6208 | 0.2946 | 0.3637 | 0.8141 | nan | 0.7658 | 0.8754 | 0.8158 | 0.9118 | 0.2322 | nan | 0.4017 | 0.6637 | 0.0 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6933 | 0.0 | 0.0 | 0.8763 | 0.0 | 0.3895 | 0.5601 | 0.0 | nan | 0.0 | 0.4252 | 0.0043 | 0.0 | 0.9423 | 0.7810 | 0.9448 | 0.0000 | 0.1253 | 0.2865 | 0.0 | nan | 0.7060 | 0.7779 | 0.7885 | 0.4813 | 0.2236 | nan | 0.3133 | 0.4921 | 0.0 | 0.7863 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4236 | 0.0 | 0.0 | 0.6817 | 0.0 | 0.3292 | 0.4440 | 0.0 | nan | 0.0 | 0.2236 | 0.0043 | 0.0 | 0.8247 | 0.6964 | 0.9178 | 0.0000 | 0.1163 | 0.1976 | 0.0 |
| 0.3218 | 131.48 | 7100 | 0.5444 | 0.3108 | 0.3748 | 0.8443 | nan | 0.8296 | 0.9244 | 0.8276 | 0.8878 | 0.2774 | nan | 0.4782 | 0.6750 | 0.0 | 0.9366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6983 | 0.0 | 0.0 | 0.8664 | 0.0 | 0.4743 | 0.5451 | 0.0 | nan | 0.0 | 0.4187 | 0.0113 | 0.0 | 0.9391 | 0.8642 | 0.9558 | 0.0 | 0.1166 | 0.2684 | 0.0 | nan | 0.7636 | 0.8260 | 0.7984 | 0.6281 | 0.2647 | nan | 0.3705 | 0.5066 | 0.0 | 0.8001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4217 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.3686 | 0.4581 | 0.0 | nan | 0.0 | 0.2178 | 0.0113 | 0.0 | 0.8396 | 0.7666 | 0.9213 | 0.0 | 0.1113 | 0.1943 | 0.0 |
| 0.3413 | 133.33 | 7200 | 0.5473 | 0.3063 | 0.3680 | 0.8412 | nan | 0.8038 | 0.9272 | 0.7396 | 0.8885 | 0.2742 | nan | 0.4489 | 0.5761 | 0.0 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6970 | 0.0 | 0.0 | 0.8722 | 0.0 | 0.5185 | 0.5545 | 0.0 | nan | 0.0 | 0.4060 | 0.0241 | 0.0 | 0.9384 | 0.8611 | 0.9453 | 0.0 | 0.1082 | 0.2489 | 0.0 | nan | 0.7450 | 0.8245 | 0.7280 | 0.6104 | 0.2595 | nan | 0.3532 | 0.4660 | 0.0 | 0.7846 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4313 | 0.0 | 0.0 | 0.6807 | 0.0 | 0.3896 | 0.4684 | 0.0 | nan | 0.0 | 0.2284 | 0.0241 | 0.0 | 0.8397 | 0.7610 | 0.9186 | 0.0 | 0.1022 | 0.1871 | 0.0 |
| 0.3463 | 135.19 | 7300 | 0.6341 | 0.2922 | 0.3603 | 0.8106 | nan | 0.8087 | 0.8519 | 0.8052 | 0.9145 | 0.2425 | nan | 0.3711 | 0.5676 | 0.0 | 0.9336 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7046 | 0.0 | 0.0 | 0.8888 | 0.0 | 0.3923 | 0.5815 | 0.0 | nan | 0.0 | 0.4055 | 0.0319 | 0.0 | 0.9344 | 0.8036 | 0.9503 | 0.0 | 0.1152 | 0.2276 | 0.0 | nan | 0.7410 | 0.7674 | 0.7870 | 0.4522 | 0.2330 | nan | 0.3152 | 0.4495 | 0.0 | 0.7851 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4247 | 0.0 | 0.0 | 0.6553 | 0.0 | 0.3108 | 0.4330 | 0.0 | nan | 0.0 | 0.2290 | 0.0319 | 0.0 | 0.8273 | 0.7106 | 0.9198 | 0.0 | 0.1051 | 0.1720 | 0.0 |
| 0.317 | 137.04 | 7400 | 0.5689 | 0.2996 | 0.3673 | 0.8346 | nan | 0.8380 | 0.9048 | 0.7202 | 0.8874 | 0.2300 | nan | 0.4682 | 0.6001 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7278 | 0.0 | 0.0 | 0.8811 | 0.0 | 0.4430 | 0.5714 | 0.0 | nan | 0.0 | 0.4115 | 0.0148 | 0.0 | 0.9311 | 0.8477 | 0.9517 | 0.0 | 0.1019 | 0.2961 | 0.0 | nan | 0.7600 | 0.8107 | 0.7092 | 0.5843 | 0.2243 | nan | 0.3634 | 0.4741 | 0.0 | 0.7839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3683 | 0.0 | 0.0 | 0.6667 | 0.0 | 0.3433 | 0.4519 | 0.0 | nan | 0.0 | 0.2331 | 0.0148 | 0.0 | 0.8387 | 0.7448 | 0.9201 | 0.0 | 0.0930 | 0.2020 | 0.0 |
| 0.3241 | 138.89 | 7500 | 0.5921 | 0.3030 | 0.3698 | 0.8264 | nan | 0.7560 | 0.9038 | 0.8054 | 0.8993 | 0.2921 | nan | 0.4358 | 0.6497 | 0.0 | 0.9426 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6843 | 0.0 | 0.0 | 0.8596 | 0.0 | 0.4666 | 0.5531 | 0.0 | nan | 0.0014 | 0.4125 | 0.0280 | 0.0 | 0.9419 | 0.8345 | 0.9468 | 0.0005 | 0.1478 | 0.2726 | 0.0 | nan | 0.6935 | 0.8021 | 0.7869 | 0.5437 | 0.2719 | nan | 0.3428 | 0.4933 | 0.0 | 0.7917 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4134 | 0.0 | 0.0 | 0.6707 | 0.0 | 0.3632 | 0.4528 | 0.0 | nan | 0.0014 | 0.2150 | 0.0280 | 0.0 | 0.8367 | 0.7422 | 0.9203 | 0.0005 | 0.1346 | 0.1914 | 0.0 |
| 0.3341 | 140.74 | 7600 | 0.5641 | 0.3038 | 0.3702 | 0.8325 | nan | 0.7624 | 0.9172 | 0.8114 | 0.8959 | 0.2940 | nan | 0.5063 | 0.6105 | 0.0 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7179 | 0.0 | 0.0 | 0.8732 | 0.0 | 0.5230 | 0.5420 | 0.0 | nan | 0.0 | 0.4148 | 0.0425 | 0.0 | 0.9411 | 0.7719 | 0.9528 | 0.0 | 0.0840 | 0.2431 | 0.0 | nan | 0.7064 | 0.8174 | 0.7877 | 0.6132 | 0.2760 | nan | 0.3594 | 0.4823 | 0.0 | 0.7859 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4116 | 0.0 | 0.0 | 0.6715 | 0.0 | 0.3953 | 0.4613 | 0.0 | nan | 0.0 | 0.2236 | 0.0425 | 0.0 | 0.8241 | 0.6840 | 0.9219 | 0.0 | 0.0790 | 0.1794 | 0.0 |
| 0.3135 | 142.59 | 7700 | 0.5712 | 0.3062 | 0.3709 | 0.8300 | nan | 0.7952 | 0.8986 | 0.8100 | 0.8619 | 0.3084 | nan | 0.4715 | 0.6006 | 0.0 | 0.9439 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6837 | 0.0 | 0.0 | 0.8669 | 0.0 | 0.5083 | 0.5475 | 0.0 | nan | 0.0 | 0.4053 | 0.0384 | 0.0 | 0.9443 | 0.8124 | 0.9524 | 0.0 | 0.1181 | 0.3029 | 0.0 | nan | 0.7270 | 0.8042 | 0.7907 | 0.5385 | 0.2877 | nan | 0.3610 | 0.4689 | 0.0 | 0.7784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4431 | 0.0 | 0.0 | 0.6764 | 0.0 | 0.3905 | 0.4659 | 0.0 | nan | 0.0 | 0.2280 | 0.0384 | 0.0 | 0.8312 | 0.7224 | 0.9227 | 0.0 | 0.1114 | 0.2117 | 0.0 |
| 0.2985 | 144.44 | 7800 | 0.5705 | 0.3063 | 0.3739 | 0.8331 | nan | 0.7844 | 0.9061 | 0.8011 | 0.8987 | 0.3105 | nan | 0.4674 | 0.6336 | 0.0 | 0.9448 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7174 | 0.0 | 0.0 | 0.8645 | 0.0 | 0.4836 | 0.5414 | 0.0 | nan | 0.0 | 0.4277 | 0.0445 | 0.0 | 0.9390 | 0.8448 | 0.9518 | 0.0003 | 0.1004 | 0.3014 | 0.0 | nan | 0.7238 | 0.8110 | 0.7871 | 0.5506 | 0.2869 | nan | 0.3545 | 0.4901 | 0.0 | 0.7879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4047 | 0.0 | 0.0 | 0.6872 | 0.0 | 0.3776 | 0.4572 | 0.0 | nan | 0.0 | 0.2263 | 0.0445 | 0.0 | 0.8392 | 0.7464 | 0.9226 | 0.0003 | 0.0950 | 0.2101 | 0.0 |
| 0.3083 | 146.3 | 7900 | 0.6255 | 0.3029 | 0.3735 | 0.8173 | nan | 0.7919 | 0.8576 | 0.8118 | 0.9101 | 0.3017 | nan | 0.4374 | 0.6462 | 0.0 | 0.9461 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7137 | 0.0 | 0.0 | 0.8706 | 0.0 | 0.5111 | 0.5445 | 0.0 | nan | 0.0001 | 0.4282 | 0.0589 | 0.0 | 0.9317 | 0.8537 | 0.9628 | 0.0000 | 0.1030 | 0.2713 | 0.0 | nan | 0.7389 | 0.7675 | 0.7857 | 0.4623 | 0.2774 | nan | 0.3477 | 0.4815 | 0.0 | 0.7777 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4220 | 0.0 | 0.0 | 0.6797 | 0.0 | 0.3926 | 0.4652 | 0.0 | nan | 0.0001 | 0.2292 | 0.0588 | 0.0 | 0.8421 | 0.7549 | 0.9219 | 0.0000 | 0.0939 | 0.1926 | 0.0 |
| 0.3132 | 148.15 | 8000 | 0.6407 | 0.2987 | 0.3697 | 0.8084 | nan | 0.8056 | 0.8366 | 0.8045 | 0.9187 | 0.2881 | nan | 0.3901 | 0.6494 | 0.0 | 0.9456 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7065 | 0.0 | 0.0 | 0.8674 | 0.0 | 0.4835 | 0.5578 | 0.0 | nan | 0.0 | 0.4107 | 0.0690 | 0.0 | 0.9364 | 0.8069 | 0.9579 | 0.0 | 0.1392 | 0.2549 | 0.0 | nan | 0.7400 | 0.7511 | 0.7860 | 0.4288 | 0.2705 | nan | 0.3211 | 0.4907 | 0.0 | 0.7845 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4064 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.3750 | 0.4463 | 0.0 | nan | 0.0 | 0.2323 | 0.0689 | 0.0 | 0.8346 | 0.7221 | 0.9215 | 0.0 | 0.1189 | 0.1827 | 0.0 |
| 0.3227 | 150.0 | 8100 | 0.6215 | 0.3010 | 0.3747 | 0.8154 | nan | 0.8072 | 0.8523 | 0.7987 | 0.9122 | 0.3387 | nan | 0.4049 | 0.6521 | 0.0 | 0.9464 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7268 | 0.0 | 0.0 | 0.8526 | 0.0 | 0.5301 | 0.5632 | 0.0 | nan | 0.0015 | 0.4353 | 0.0597 | 0.0 | 0.9352 | 0.8036 | 0.9574 | 0.0 | 0.1202 | 0.2916 | 0.0 | nan | 0.7319 | 0.7712 | 0.7839 | 0.4639 | 0.3115 | nan | 0.3235 | 0.4815 | 0.0 | 0.7813 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3954 | 0.0 | 0.0 | 0.6800 | 0.0 | 0.3930 | 0.4522 | 0.0 | nan | 0.0015 | 0.2349 | 0.0596 | 0.0 | 0.8319 | 0.7106 | 0.9225 | 0.0 | 0.1071 | 0.1947 | 0.0 |
| 0.3041 | 151.85 | 8200 | 0.6365 | 0.2982 | 0.3695 | 0.8091 | nan | 0.7813 | 0.8516 | 0.8100 | 0.9057 | 0.2989 | nan | 0.4138 | 0.6557 | 0.0 | 0.9422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7155 | 0.0 | 0.0 | 0.8717 | 0.0 | 0.5273 | 0.5454 | 0.0 | nan | 0.0 | 0.4293 | 0.0595 | 0.0 | 0.9354 | 0.7484 | 0.9557 | 0.0 | 0.1301 | 0.2483 | 0.0 | nan | 0.7117 | 0.7612 | 0.7891 | 0.4543 | 0.2787 | nan | 0.3305 | 0.4950 | 0.0 | 0.7874 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4007 | 0.0 | 0.0 | 0.6772 | 0.0 | 0.3923 | 0.4632 | 0.0 | nan | 0.0 | 0.2342 | 0.0594 | 0.0 | 0.8230 | 0.6691 | 0.9227 | 0.0 | 0.1142 | 0.1800 | 0.0 |
| 0.3295 | 153.7 | 8300 | 0.5763 | 0.3064 | 0.3745 | 0.8319 | nan | 0.8091 | 0.9000 | 0.8155 | 0.8927 | 0.3048 | nan | 0.4385 | 0.6734 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7114 | 0.0 | 0.0 | 0.8707 | 0.0 | 0.4884 | 0.5694 | 0.0 | nan | 0.0032 | 0.4179 | 0.0581 | 0.0 | 0.9385 | 0.8107 | 0.9552 | 0.0006 | 0.1316 | 0.2550 | 0.0 | nan | 0.7460 | 0.8059 | 0.7926 | 0.5582 | 0.2844 | nan | 0.3545 | 0.5009 | 0.0 | 0.7892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4184 | 0.0 | 0.0 | 0.6741 | 0.0 | 0.3769 | 0.4455 | 0.0 | nan | 0.0032 | 0.2317 | 0.0581 | 0.0 | 0.8317 | 0.7120 | 0.9232 | 0.0005 | 0.1162 | 0.1807 | 0.0 |
| 0.3057 | 155.56 | 8400 | 0.6602 | 0.2967 | 0.3669 | 0.8053 | nan | 0.7862 | 0.8400 | 0.8012 | 0.9083 | 0.2761 | nan | 0.3977 | 0.6548 | 0.0 | 0.9399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7262 | 0.0 | 0.0 | 0.8830 | 0.0 | 0.4582 | 0.5390 | 0.0 | nan | 0.0 | 0.4382 | 0.0696 | 0.0 | 0.9380 | 0.7676 | 0.9517 | 0.0 | 0.1204 | 0.2454 | 0.0 | nan | 0.7257 | 0.7493 | 0.7832 | 0.4331 | 0.2603 | nan | 0.3344 | 0.4909 | 0.0 | 0.7899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4164 | 0.0 | 0.0 | 0.6631 | 0.0 | 0.3619 | 0.4610 | 0.0 | nan | 0.0 | 0.2358 | 0.0695 | 0.0 | 0.8268 | 0.6858 | 0.9224 | 0.0 | 0.1038 | 0.1798 | 0.0 |
| 0.3152 | 157.41 | 8500 | 0.6195 | 0.2986 | 0.3661 | 0.8115 | nan | 0.7876 | 0.8570 | 0.7994 | 0.8920 | 0.2891 | nan | 0.4035 | 0.6056 | 0.0 | 0.9417 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.0 | 0.8719 | 0.0 | 0.4959 | 0.5413 | 0.0 | nan | 0.0 | 0.4136 | 0.0566 | 0.0 | 0.9414 | 0.7717 | 0.9517 | 0.0 | 0.1198 | 0.2672 | 0.0 | nan | 0.7263 | 0.7633 | 0.7814 | 0.4550 | 0.2715 | nan | 0.3352 | 0.4721 | 0.0 | 0.7820 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4233 | 0.0 | 0.0 | 0.6671 | 0.0 | 0.3757 | 0.4677 | 0.0 | nan | 0.0 | 0.2407 | 0.0565 | 0.0 | 0.8255 | 0.6891 | 0.9216 | 0.0 | 0.1083 | 0.1912 | 0.0 |
| 0.3041 | 159.26 | 8600 | 0.5761 | 0.3071 | 0.3735 | 0.8297 | nan | 0.8077 | 0.8910 | 0.8053 | 0.8839 | 0.3353 | nan | 0.4603 | 0.6015 | 0.0 | 0.9489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6966 | 0.0 | 0.0 | 0.8701 | 0.0 | 0.4933 | 0.5427 | 0.0 | nan | 0.0082 | 0.4481 | 0.0761 | 0.0 | 0.9301 | 0.8454 | 0.9544 | 0.0005 | 0.1062 | 0.2469 | 0.0 | nan | 0.7406 | 0.7982 | 0.7855 | 0.5184 | 0.3024 | nan | 0.3652 | 0.4669 | 0.0 | 0.7807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4413 | 0.0 | 0.0 | 0.6853 | 0.0 | 0.3815 | 0.4553 | 0.0 | nan | 0.0082 | 0.2312 | 0.0759 | 0.0 | 0.8414 | 0.7507 | 0.9229 | 0.0005 | 0.0961 | 0.1775 | 0.0 |
| 0.3185 | 161.11 | 8700 | 0.5760 | 0.3058 | 0.3698 | 0.8296 | nan | 0.8094 | 0.8946 | 0.7956 | 0.8887 | 0.2897 | nan | 0.4223 | 0.5895 | 0.0 | 0.9357 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6889 | 0.0 | 0.0 | 0.8908 | 0.0 | 0.4640 | 0.5538 | 0.0 | nan | 0.0 | 0.4239 | 0.0692 | 0.0 | 0.9305 | 0.8418 | 0.9519 | 0.0001 | 0.1431 | 0.2510 | 0.0 | nan | 0.7455 | 0.7997 | 0.7789 | 0.5321 | 0.2717 | nan | 0.3473 | 0.4756 | 0.0 | 0.8013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4311 | 0.0 | 0.0 | 0.6576 | 0.0 | 0.3605 | 0.4511 | 0.0 | nan | 0.0 | 0.2412 | 0.0691 | 0.0 | 0.8410 | 0.7459 | 0.9223 | 0.0001 | 0.1284 | 0.1839 | 0.0 |
| 0.2908 | 162.96 | 8800 | 0.5655 | 0.3075 | 0.3717 | 0.8316 | nan | 0.8548 | 0.8841 | 0.7997 | 0.8745 | 0.3118 | nan | 0.4610 | 0.6024 | 0.0 | 0.9410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6931 | 0.0 | 0.0 | 0.8861 | 0.0 | 0.4534 | 0.5383 | 0.0 | nan | 0.0015 | 0.4266 | 0.0689 | 0.0 | 0.9366 | 0.8053 | 0.9554 | 0.0 | 0.1346 | 0.2641 | 0.0 | nan | 0.7595 | 0.8021 | 0.7817 | 0.5396 | 0.2919 | nan | 0.3717 | 0.4720 | 0.0 | 0.7905 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4462 | 0.0 | 0.0 | 0.6634 | 0.0 | 0.3562 | 0.4639 | 0.0 | nan | 0.0015 | 0.2393 | 0.0688 | 0.0 | 0.8346 | 0.7212 | 0.9232 | 0.0 | 0.1193 | 0.1923 | 0.0 |
| 0.3137 | 164.81 | 8900 | 0.5829 | 0.3094 | 0.3784 | 0.8279 | nan | 0.8476 | 0.8674 | 0.8118 | 0.9018 | 0.3237 | nan | 0.4801 | 0.6610 | 0.0 | 0.9387 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6851 | 0.0 | 0.0 | 0.8696 | 0.0 | 0.5109 | 0.5681 | 0.0 | nan | 0.0260 | 0.4276 | 0.0709 | 0.0 | 0.9330 | 0.8416 | 0.9554 | 0.0012 | 0.1333 | 0.2547 | 0.0 | nan | 0.7562 | 0.7893 | 0.7902 | 0.5123 | 0.3055 | nan | 0.3768 | 0.4921 | 0.0 | 0.7978 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4472 | 0.0 | 0.0 | 0.6754 | 0.0 | 0.3867 | 0.4408 | 0.0 | nan | 0.0260 | 0.2316 | 0.0708 | 0.0 | 0.8396 | 0.7418 | 0.9237 | 0.0010 | 0.1173 | 0.1797 | 0.0 |
| 0.3219 | 166.67 | 9000 | 0.5812 | 0.3065 | 0.3750 | 0.8278 | nan | 0.8354 | 0.8788 | 0.8041 | 0.8834 | 0.2990 | nan | 0.4594 | 0.6655 | 0.0 | 0.9395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6980 | 0.0 | 0.0 | 0.8601 | 0.0 | 0.5069 | 0.5685 | 0.0 | nan | 0.0113 | 0.4156 | 0.0664 | 0.0 | 0.9440 | 0.8108 | 0.9521 | 0.0001 | 0.1291 | 0.2716 | 0.0 | nan | 0.7565 | 0.7902 | 0.7828 | 0.5219 | 0.2845 | nan | 0.3688 | 0.4922 | 0.0 | 0.7966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4240 | 0.0 | 0.0 | 0.6768 | 0.0 | 0.3877 | 0.4481 | 0.0 | nan | 0.0113 | 0.2327 | 0.0664 | 0.0 | 0.8308 | 0.7154 | 0.9230 | 0.0001 | 0.1124 | 0.1869 | 0.0 |
| 0.3181 | 168.52 | 9100 | 0.5632 | 0.3112 | 0.3765 | 0.8367 | nan | 0.8125 | 0.9072 | 0.8124 | 0.8963 | 0.3044 | nan | 0.4647 | 0.6697 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6879 | 0.0 | 0.0 | 0.8771 | 0.0 | 0.5085 | 0.5560 | 0.0 | nan | 0.0039 | 0.4244 | 0.0703 | 0.0 | 0.9367 | 0.8280 | 0.9532 | 0.0 | 0.1309 | 0.2672 | 0.0 | nan | 0.7474 | 0.8113 | 0.7892 | 0.5707 | 0.2882 | nan | 0.3704 | 0.5031 | 0.0 | 0.7988 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4314 | 0.0 | 0.0 | 0.6778 | 0.0 | 0.3900 | 0.4604 | 0.0 | nan | 0.0039 | 0.2372 | 0.0702 | 0.0 | 0.8390 | 0.7407 | 0.9234 | 0.0 | 0.1173 | 0.1872 | 0.0 |
| 0.3009 | 170.37 | 9200 | 0.5671 | 0.3095 | 0.3743 | 0.8326 | nan | 0.7939 | 0.9018 | 0.7926 | 0.8902 | 0.3160 | nan | 0.4603 | 0.6415 | 0.0 | 0.9414 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6804 | 0.0 | 0.0 | 0.8815 | 0.0 | 0.4974 | 0.5528 | 0.0 | nan | 0.0000 | 0.4233 | 0.0749 | 0.0 | 0.9339 | 0.8322 | 0.9566 | 0.0 | 0.1296 | 0.2770 | 0.0 | nan | 0.7279 | 0.8041 | 0.7736 | 0.5652 | 0.2951 | nan | 0.3698 | 0.4960 | 0.0 | 0.7938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4395 | 0.0 | 0.0 | 0.6714 | 0.0 | 0.3837 | 0.4627 | 0.0 | nan | 0.0000 | 0.2368 | 0.0747 | 0.0 | 0.8379 | 0.7389 | 0.9235 | 0.0 | 0.1161 | 0.1946 | 0.0 |
| 0.2873 | 172.22 | 9300 | 0.6113 | 0.3047 | 0.3720 | 0.8176 | nan | 0.8107 | 0.8536 | 0.7603 | 0.8949 | 0.3232 | nan | 0.4761 | 0.6422 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6799 | 0.0 | 0.0 | 0.8720 | 0.0 | 0.5023 | 0.5457 | 0.0 | nan | 0.0034 | 0.4146 | 0.0717 | 0.0 | 0.9439 | 0.8035 | 0.9521 | 0.0 | 0.1299 | 0.2839 | 0.0 | nan | 0.7355 | 0.7675 | 0.7422 | 0.4826 | 0.3027 | nan | 0.3715 | 0.4933 | 0.0 | 0.7896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4421 | 0.0 | 0.0 | 0.6666 | 0.0 | 0.3881 | 0.4723 | 0.0 | nan | 0.0034 | 0.2350 | 0.0716 | 0.0 | 0.8305 | 0.7183 | 0.9229 | 0.0 | 0.1152 | 0.1992 | 0.0 |
| 0.2856 | 174.07 | 9400 | 0.6091 | 0.3045 | 0.3713 | 0.8183 | nan | 0.8177 | 0.8508 | 0.7884 | 0.9070 | 0.3274 | nan | 0.4412 | 0.5971 | 0.0 | 0.9437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6904 | 0.0 | 0.0 | 0.8760 | 0.0 | 0.5037 | 0.5471 | 0.0 | nan | 0.0023 | 0.4093 | 0.0729 | 0.0 | 0.9395 | 0.8289 | 0.9513 | 0.0000 | 0.1123 | 0.2745 | 0.0 | nan | 0.7401 | 0.7694 | 0.7705 | 0.4745 | 0.3070 | nan | 0.3570 | 0.4797 | 0.0 | 0.7901 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4370 | 0.0 | 0.0 | 0.6642 | 0.0 | 0.3879 | 0.4663 | 0.0 | nan | 0.0023 | 0.2356 | 0.0728 | 0.0 | 0.8358 | 0.7333 | 0.9230 | 0.0000 | 0.1034 | 0.1937 | 0.0 |
| 0.2803 | 175.93 | 9500 | 0.6404 | 0.3009 | 0.3704 | 0.8084 | nan | 0.8365 | 0.8208 | 0.7833 | 0.9062 | 0.3050 | nan | 0.4405 | 0.6203 | 0.0 | 0.9443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6940 | 0.0 | 0.0 | 0.8667 | 0.0 | 0.5055 | 0.5494 | 0.0 | nan | 0.0084 | 0.4148 | 0.0772 | 0.0 | 0.9424 | 0.8074 | 0.9551 | 0.0001 | 0.1077 | 0.2664 | 0.0 | nan | 0.7454 | 0.7459 | 0.7680 | 0.4316 | 0.2897 | nan | 0.3571 | 0.4866 | 0.0 | 0.7930 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4255 | 0.0 | 0.0 | 0.6652 | 0.0 | 0.3877 | 0.4601 | 0.0 | nan | 0.0084 | 0.2306 | 0.0771 | 0.0 | 0.8314 | 0.7178 | 0.9235 | 0.0001 | 0.0969 | 0.1889 | 0.0 |
| 0.2924 | 177.78 | 9600 | 0.6156 | 0.3045 | 0.3723 | 0.8156 | nan | 0.8293 | 0.8420 | 0.8051 | 0.8964 | 0.3365 | nan | 0.4651 | 0.6281 | 0.0 | 0.9443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.0 | 0.8777 | 0.0 | 0.4957 | 0.5434 | 0.0 | nan | 0.0043 | 0.4293 | 0.0774 | 0.0 | 0.9387 | 0.7942 | 0.9562 | 0.0 | 0.1178 | 0.2514 | 0.0 | nan | 0.7508 | 0.7606 | 0.7848 | 0.4617 | 0.3134 | nan | 0.3712 | 0.4903 | 0.0 | 0.7912 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4384 | 0.0 | 0.0 | 0.6666 | 0.0 | 0.3850 | 0.4648 | 0.0 | nan | 0.0043 | 0.2308 | 0.0773 | 0.0 | 0.8320 | 0.7126 | 0.9232 | 0.0 | 0.1028 | 0.1836 | 0.0 |
| 0.2911 | 179.63 | 9700 | 0.6039 | 0.3051 | 0.3743 | 0.8197 | nan | 0.8161 | 0.8573 | 0.8009 | 0.9013 | 0.3091 | nan | 0.4597 | 0.6407 | 0.0 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7191 | 0.0 | 0.0 | 0.8787 | 0.0 | 0.5007 | 0.5561 | 0.0 | nan | 0.0046 | 0.4187 | 0.0825 | 0.0 | 0.9325 | 0.8335 | 0.9578 | 0.0000 | 0.1036 | 0.2642 | 0.0 | nan | 0.7434 | 0.7687 | 0.7825 | 0.4751 | 0.2917 | nan | 0.3667 | 0.4994 | 0.0 | 0.7998 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4127 | 0.0 | 0.0 | 0.6761 | 0.0 | 0.3878 | 0.4561 | 0.0 | nan | 0.0046 | 0.2352 | 0.0823 | 0.0 | 0.8393 | 0.7401 | 0.9235 | 0.0000 | 0.0883 | 0.1885 | 0.0 |
| 0.3093 | 181.48 | 9800 | 0.6244 | 0.3021 | 0.3707 | 0.8132 | nan | 0.8240 | 0.8367 | 0.7819 | 0.9031 | 0.3158 | nan | 0.4523 | 0.6336 | 0.0 | 0.9419 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7047 | 0.0 | 0.0 | 0.8782 | 0.0 | 0.5024 | 0.5478 | 0.0 | nan | 0.0 | 0.4039 | 0.0761 | 0.0 | 0.9422 | 0.8036 | 0.9524 | 0.0 | 0.0992 | 0.2629 | 0.0 | nan | 0.7414 | 0.7575 | 0.7666 | 0.4537 | 0.2990 | nan | 0.3642 | 0.4913 | 0.0 | 0.7906 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4261 | 0.0 | 0.0 | 0.6655 | 0.0 | 0.3892 | 0.4639 | 0.0 | nan | 0.0 | 0.2339 | 0.0760 | 0.0 | 0.8311 | 0.7168 | 0.9226 | 0.0 | 0.0873 | 0.1892 | 0.0 |
| 0.3194 | 183.33 | 9900 | 0.6384 | 0.3015 | 0.3707 | 0.8106 | nan | 0.8269 | 0.8295 | 0.7809 | 0.9036 | 0.3169 | nan | 0.4373 | 0.6407 | 0.0 | 0.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7004 | 0.0 | 0.0 | 0.8774 | 0.0 | 0.4936 | 0.5511 | 0.0 | nan | 0.0004 | 0.4210 | 0.0726 | 0.0 | 0.9434 | 0.8072 | 0.9462 | 0.0 | 0.1149 | 0.2605 | 0.0 | nan | 0.7423 | 0.7508 | 0.7639 | 0.4418 | 0.2988 | nan | 0.3584 | 0.4963 | 0.0 | 0.7976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4212 | 0.0 | 0.0 | 0.6662 | 0.0 | 0.3830 | 0.4618 | 0.0 | nan | 0.0004 | 0.2347 | 0.0725 | 0.0 | 0.8311 | 0.7208 | 0.9214 | 0.0 | 0.0993 | 0.1875 | 0.0 |
| 0.3174 | 185.19 | 10000 | 0.6350 | 0.3022 | 0.3724 | 0.8117 | nan | 0.8240 | 0.8308 | 0.7789 | 0.9052 | 0.3152 | nan | 0.4703 | 0.6444 | 0.0 | 0.9424 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7116 | 0.0 | 0.0 | 0.8716 | 0.0 | 0.4736 | 0.5408 | 0.0 | nan | 0.0048 | 0.4202 | 0.0754 | 0.0 | 0.9437 | 0.8196 | 0.9525 | 0.0 | 0.1041 | 0.2872 | 0.0 | nan | 0.7413 | 0.7520 | 0.7629 | 0.4453 | 0.2976 | nan | 0.3701 | 0.4953 | 0.0 | 0.7962 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4152 | 0.0 | 0.0 | 0.6712 | 0.0 | 0.3749 | 0.4613 | 0.0 | nan | 0.0048 | 0.2337 | 0.0753 | 0.0 | 0.8324 | 0.7277 | 0.9234 | 0.0 | 0.0913 | 0.1997 | 0.0 |
### Framework versions
- Transformers 4.19.0.dev0
- Pytorch 1.11.0+cu113
- Datasets 2.0.0
- Tokenizers 0.11.6
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