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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
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
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: 0.6351
- Mean Iou: 0.2834
- Mean Accuracy: 0.3374
- Overall Accuracy: 0.8443
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.9045
- Accuracy Flat-sidewalk: 0.9530
- Accuracy Flat-crosswalk: 0.6075
- Accuracy Flat-cyclinglane: 0.7798
- Accuracy Flat-parkingdriveway: 0.3400
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.5121
- Accuracy Human-person: 0.6170
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9458
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6956
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.9045
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.4037
- Accuracy Construction-fenceguardrail: 0.3503
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: 0.0
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3679
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9274
- Accuracy Nature-terrain: 0.8889
- Accuracy Sky: 0.9722
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0119
- Accuracy Void-static: 0.2879
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7249
- Iou Flat-sidewalk: 0.8500
- Iou Flat-crosswalk: 0.5367
- Iou Flat-cyclinglane: 0.7300
- Iou Flat-parkingdriveway: 0.2828
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.4008
- Iou Human-person: 0.4039
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8291
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.5268
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7142
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3242
- Iou Construction-fenceguardrail: 0.2450
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: 0.0
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.3031
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8429
- Iou Nature-terrain: 0.7587
- Iou Sky: 0.9308
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0117
- Iou Void-static: 0.2194
- 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: linear
- num_epochs: 50
### 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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| 2.6363 | 0.4 | 20 | 3.0746 | 0.0958 | 0.1387 | 0.6097 | nan | 0.4923 | 0.9140 | 0.0023 | 0.0115 | 0.0163 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.7446 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8330 | 0.0676 | 0.7219 | 0.0 | 0.0 | 0.0033 | 0.0 | nan | 0.3615 | 0.6272 | 0.0023 | 0.0115 | 0.0138 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.4781 | 0.0004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3994 | 0.0 | 0.0072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6074 | 0.0646 | 0.6789 | 0.0 | 0.0 | 0.0033 | 0.0 |
| 2.1728 | 0.8 | 40 | 2.1331 | 0.1057 | 0.1504 | 0.6493 | nan | 0.7183 | 0.9087 | 0.0 | 0.0011 | 0.0031 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7912 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8617 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9374 | 0.0054 | 0.8823 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.4086 | 0.6905 | 0.0 | 0.0011 | 0.0030 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.5711 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4771 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6142 | 0.0053 | 0.8190 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 1.8992 | 1.2 | 60 | 1.7800 | 0.1102 | 0.1549 | 0.6621 | nan | 0.6924 | 0.9401 | 0.0 | 0.0144 | 0.0013 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8627 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8730 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9193 | 0.0615 | 0.9003 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4255 | 0.6860 | 0.0 | 0.0144 | 0.0013 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.5819 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4994 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6468 | 0.0608 | 0.8313 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8919 | 1.6 | 80 | 1.6335 | 0.1201 | 0.1629 | 0.6809 | nan | 0.7313 | 0.9424 | 0.0 | 0.0501 | 0.0008 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8569 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8876 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9397 | 0.2331 | 0.8972 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4467 | 0.7033 | 0.0 | 0.0501 | 0.0008 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5237 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6657 | 0.2237 | 0.8501 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.63 | 2.0 | 100 | 1.4813 | 0.1342 | 0.1756 | 0.7089 | nan | 0.8218 | 0.9389 | 0.0 | 0.2047 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8802 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9479 | 0.4267 | 0.9098 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4844 | 0.7364 | 0.0 | 0.2025 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5371 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6948 | 0.4056 | 0.8548 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3523 | 2.4 | 120 | 1.3727 | 0.1467 | 0.1884 | 0.7335 | nan | 0.8524 | 0.9382 | 0.0 | 0.4096 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8653 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8659 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9450 | 0.5996 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5341 | 0.7489 | 0.0 | 0.4011 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5535 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7173 | 0.5393 | 0.8549 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2951 | 2.8 | 140 | 1.2957 | 0.1511 | 0.1932 | 0.7407 | nan | 0.8465 | 0.9414 | 0.0 | 0.4159 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8951 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8775 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9327 | 0.7282 | 0.9275 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5327 | 0.7570 | 0.0 | 0.4072 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6595 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5523 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7399 | 0.6208 | 0.8658 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3024 | 3.2 | 160 | 1.2389 | 0.1536 | 0.1941 | 0.7464 | nan | 0.8844 | 0.9356 | 0.0 | 0.5074 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8589 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8984 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9380 | 0.6688 | 0.9035 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5543 | 0.7672 | 0.0 | 0.4812 | 0.0043 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5517 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7351 | 0.5888 | 0.8655 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3291 | 3.6 | 180 | 1.1719 | 0.1582 | 0.1970 | 0.7516 | nan | 0.7975 | 0.9658 | 0.0001 | 0.5346 | 0.0113 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8905 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9044 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9127 | 0.7531 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5791 | 0.7373 | 0.0001 | 0.5120 | 0.0111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6910 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5522 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7708 | 0.6519 | 0.8725 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.171 | 4.0 | 200 | 1.1129 | 0.1583 | 0.1982 | 0.7564 | nan | 0.8861 | 0.9498 | 0.0 | 0.5324 | 0.0266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8648 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9478 | 0.7150 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5772 | 0.7708 | 0.0 | 0.5090 | 0.0259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6945 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5713 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7383 | 0.6220 | 0.8744 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2553 | 4.4 | 220 | 1.0982 | 0.1597 | 0.2022 | 0.7524 | nan | 0.9524 | 0.8937 | 0.0 | 0.5760 | 0.0539 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9018 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9364 | 0.7568 | 0.9400 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5187 | 0.7967 | 0.0 | 0.5249 | 0.0509 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6982 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5609 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7580 | 0.6483 | 0.8736 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9428 | 4.8 | 240 | 1.0357 | 0.1662 | 0.2074 | 0.7694 | nan | 0.9300 | 0.9359 | 0.0074 | 0.6225 | 0.0780 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.8966 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9012 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9207 | 0.8155 | 0.9398 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5795 | 0.7982 | 0.0074 | 0.5725 | 0.0727 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.7107 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5673 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7794 | 0.6826 | 0.8785 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9843 | 5.2 | 260 | 0.9881 | 0.1689 | 0.2087 | 0.7706 | nan | 0.8682 | 0.9574 | 0.0704 | 0.6251 | 0.0810 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.9139 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8783 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9202 | 0.8331 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6115 | 0.7686 | 0.0704 | 0.5919 | 0.0731 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.7004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5797 | 0.0 | 0.0050 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7766 | 0.6863 | 0.8784 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9274 | 5.6 | 280 | 0.9701 | 0.1738 | 0.2166 | 0.7794 | nan | 0.9171 | 0.9276 | 0.1062 | 0.7376 | 0.1365 | 0.0 | 0.0097 | 0.0 | 0.0 | 0.9144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8870 | 0.0 | 0.0102 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9297 | 0.8383 | 0.9493 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6165 | 0.8027 | 0.1059 | 0.6193 | 0.1201 | 0.0 | 0.0096 | 0.0 | 0.0 | 0.6958 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5848 | 0.0 | 0.0101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7777 | 0.6882 | 0.8794 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8762 | 6.0 | 300 | 0.9369 | 0.1850 | 0.2257 | 0.7864 | nan | 0.9056 | 0.9452 | 0.4152 | 0.6530 | 0.1945 | 0.0 | 0.0313 | 0.0 | 0.0 | 0.9224 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8770 | 0.0 | 0.0269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9266 | 0.8372 | 0.9387 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6408 | 0.8042 | 0.3904 | 0.6126 | 0.1521 | 0.0 | 0.0310 | 0.0 | 0.0 | 0.6888 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5874 | 0.0 | 0.0257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7821 | 0.6954 | 0.8809 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8044 | 6.4 | 320 | 0.9197 | 0.1903 | 0.2308 | 0.7896 | nan | 0.9174 | 0.9437 | 0.5151 | 0.6212 | 0.2095 | 0.0 | 0.0733 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8953 | 0.0 | 0.0558 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9174 | 0.8372 | 0.9511 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6400 | 0.8072 | 0.4651 | 0.5881 | 0.1706 | 0.0 | 0.0714 | 0.0 | 0.0 | 0.7168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5855 | 0.0 | 0.0512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7905 | 0.7010 | 0.8817 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7438 | 6.8 | 340 | 0.8776 | 0.1934 | 0.2344 | 0.7940 | nan | 0.9134 | 0.9414 | 0.5616 | 0.6671 | 0.2014 | 0.0 | 0.0966 | 0.0 | 0.0 | 0.9162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9011 | 0.0 | 0.0716 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9231 | 0.8347 | 0.9422 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6545 | 0.8114 | 0.4818 | 0.6313 | 0.1657 | 0.0 | 0.0933 | 0.0 | 0.0 | 0.7053 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5874 | 0.0 | 0.0639 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7945 | 0.6990 | 0.8886 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9671 | 7.2 | 360 | 0.8704 | 0.1975 | 0.2399 | 0.7955 | nan | 0.8871 | 0.9408 | 0.5863 | 0.6940 | 0.2363 | 0.0 | 0.1439 | 0.0 | 0.0 | 0.9029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8684 | 0.0 | 0.1670 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9291 | 0.8532 | 0.9471 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6532 | 0.8126 | 0.4632 | 0.6345 | 0.1855 | 0.0 | 0.1361 | 0.0 | 0.0 | 0.7283 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5977 | 0.0 | 0.1406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7862 | 0.6935 | 0.8840 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8191 | 7.6 | 380 | 0.8422 | 0.2048 | 0.2442 | 0.8033 | nan | 0.9159 | 0.9441 | 0.5265 | 0.7238 | 0.2684 | 0.0 | 0.1784 | 0.0003 | 0.0 | 0.8799 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8603 | 0.0 | 0.2762 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9402 | 0.8318 | 0.9551 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6939 | 0.8112 | 0.4965 | 0.6614 | 0.2087 | 0.0 | 0.1667 | 0.0003 | 0.0 | 0.7490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6063 | 0.0 | 0.2037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7830 | 0.7000 | 0.8823 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 0.8005 | 8.0 | 400 | 0.8414 | 0.1996 | 0.2372 | 0.7972 | nan | 0.9003 | 0.9492 | 0.5198 | 0.6659 | 0.1888 | 0.0 | 0.2424 | 0.0000 | 0.0 | 0.9048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9291 | 0.0 | 0.1105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9216 | 0.7883 | 0.9434 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6719 | 0.8049 | 0.4991 | 0.6372 | 0.1537 | 0.0 | 0.2152 | 0.0000 | 0.0 | 0.7254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5841 | 0.0 | 0.0940 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8047 | 0.7032 | 0.8927 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.9294 | 8.4 | 420 | 0.8182 | 0.2036 | 0.2430 | 0.8029 | nan | 0.9269 | 0.9482 | 0.5270 | 0.6550 | 0.2482 | 0.0 | 0.2108 | 0.0002 | 0.0 | 0.9167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8894 | 0.0 | 0.2316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.9295 | 0.8273 | 0.9512 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.6841 | 0.8133 | 0.4924 | 0.6336 | 0.1979 | 0.0 | 0.1916 | 0.0002 | 0.0 | 0.7197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6065 | 0.0 | 0.1800 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.8014 | 0.7111 | 0.8901 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 0.7301 | 8.8 | 440 | 0.8036 | 0.2086 | 0.2527 | 0.8061 | nan | 0.9223 | 0.9419 | 0.5814 | 0.6931 | 0.2747 | 0.0 | 0.2847 | 0.0053 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8273 | 0.0 | 0.3837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9300 | 0.8531 | 0.9561 | 0.0 | 0.0 | 0.0008 | 0.0 | nan | 0.6964 | 0.8218 | 0.5116 | 0.6603 | 0.2195 | 0.0 | 0.2440 | 0.0053 | 0.0 | 0.6847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6037 | 0.0 | 0.2526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7979 | 0.7074 | 0.8852 | 0.0 | 0.0 | 0.0008 | 0.0 |
| 0.6754 | 9.2 | 460 | 0.7868 | 0.2083 | 0.2482 | 0.8070 | nan | 0.9098 | 0.9432 | 0.5608 | 0.7545 | 0.2089 | 0.0 | 0.2884 | 0.0073 | 0.0 | 0.9000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.2473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9193 | 0.8499 | 0.9478 | 0.0 | 0.0 | 0.0023 | 0.0 | nan | 0.6748 | 0.8194 | 0.5305 | 0.6745 | 0.1787 | 0.0 | 0.2438 | 0.0073 | 0.0 | 0.7486 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6100 | 0.0 | 0.1831 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8067 | 0.7069 | 0.8942 | 0.0 | 0.0 | 0.0023 | 0.0 |
| 0.7499 | 9.6 | 480 | 0.7756 | 0.2112 | 0.2511 | 0.8109 | nan | 0.9109 | 0.9429 | 0.5288 | 0.7550 | 0.2927 | 0.0 | 0.2838 | 0.0126 | 0.0 | 0.9117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.2797 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.9263 | 0.8295 | 0.9522 | 0.0 | 0.0 | 0.0039 | 0.0 | nan | 0.7098 | 0.8209 | 0.4936 | 0.7004 | 0.2259 | 0.0 | 0.2461 | 0.0126 | 0.0 | 0.7399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6058 | 0.0 | 0.1980 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.8077 | 0.7226 | 0.8942 | 0.0 | 0.0 | 0.0039 | 0.0 |
| 0.5878 | 10.0 | 500 | 0.7564 | 0.2131 | 0.2568 | 0.8123 | nan | 0.9099 | 0.9388 | 0.5922 | 0.7452 | 0.3135 | 0.0 | 0.2995 | 0.0235 | 0.0 | 0.9165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8776 | 0.0 | 0.3744 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.9301 | 0.8555 | 0.9495 | 0.0 | 0.0 | 0.0047 | 0.0 | nan | 0.6945 | 0.8339 | 0.4657 | 0.6925 | 0.2436 | 0.0 | 0.2602 | 0.0235 | 0.0 | 0.7350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6171 | 0.0 | 0.2630 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.7991 | 0.7150 | 0.8956 | 0.0 | 0.0 | 0.0046 | 0.0 |
| 0.874 | 10.4 | 520 | 0.7601 | 0.2169 | 0.2584 | 0.8133 | nan | 0.9144 | 0.9378 | 0.5474 | 0.7449 | 0.3350 | 0.0 | 0.3237 | 0.0738 | 0.0 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8918 | 0.0 | 0.3508 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.9232 | 0.8450 | 0.9579 | 0.0 | 0.0 | 0.0086 | 0.0 | nan | 0.7030 | 0.8214 | 0.5211 | 0.6962 | 0.2497 | 0.0 | 0.2740 | 0.0735 | 0.0 | 0.7398 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6252 | 0.0 | 0.2396 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.8120 | 0.7134 | 0.8942 | 0.0 | 0.0 | 0.0084 | 0.0 |
| 0.5957 | 10.8 | 540 | 0.7557 | 0.2115 | 0.2534 | 0.8114 | nan | 0.8494 | 0.9518 | 0.6034 | 0.7916 | 0.2467 | 0.0 | 0.3290 | 0.0558 | 0.0 | 0.9140 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9268 | 0.0 | 0.2114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0043 | 0.0 | 0.0 | 0.9189 | 0.8608 | 0.9472 | 0.0 | 0.0 | 0.0041 | 0.0 | nan | 0.7069 | 0.8234 | 0.4749 | 0.6717 | 0.2108 | 0.0 | 0.2916 | 0.0557 | 0.0 | 0.7444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6064 | 0.0 | 0.1714 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0043 | 0.0 | 0.0 | 0.8108 | 0.7131 | 0.9005 | 0.0 | 0.0 | 0.0040 | 0.0 |
| 0.5981 | 11.2 | 560 | 0.7396 | 0.2223 | 0.2641 | 0.8176 | nan | 0.8798 | 0.9418 | 0.5376 | 0.8258 | 0.2915 | 0.0 | 0.3517 | 0.1215 | 0.0 | 0.9240 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8754 | 0.0 | 0.4492 | 0.0029 | 0.0 | 0.0 | 0.0 | 0.0095 | 0.0 | 0.0 | 0.9420 | 0.8361 | 0.9583 | 0.0 | 0.0 | 0.0309 | 0.0 | nan | 0.7188 | 0.8224 | 0.5170 | 0.7030 | 0.2402 | 0.0 | 0.2981 | 0.1202 | 0.0 | 0.7507 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6314 | 0.0 | 0.3022 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0095 | 0.0 | 0.0 | 0.8028 | 0.7141 | 0.8963 | 0.0 | 0.0 | 0.0295 | 0.0 |
| 0.5177 | 11.6 | 580 | 0.7403 | 0.2227 | 0.2665 | 0.8144 | nan | 0.9070 | 0.9314 | 0.6047 | 0.7349 | 0.3815 | 0.0 | 0.3395 | 0.1778 | 0.0 | 0.9082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8715 | 0.0 | 0.4334 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0100 | 0.0 | 0.0 | 0.9464 | 0.8180 | 0.9571 | 0.0 | 0.0 | 0.0353 | 0.0 | nan | 0.6983 | 0.8321 | 0.4714 | 0.6965 | 0.2653 | 0.0 | 0.2899 | 0.1731 | 0.0 | 0.7622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6327 | 0.0 | 0.2963 | 0.0038 | 0.0 | 0.0 | 0.0 | 0.0100 | 0.0 | 0.0 | 0.7972 | 0.7113 | 0.8992 | 0.0 | 0.0 | 0.0334 | 0.0 |
| 0.5689 | 12.0 | 600 | 0.7382 | 0.2237 | 0.2642 | 0.8176 | nan | 0.9339 | 0.9440 | 0.5055 | 0.7365 | 0.3006 | 0.0 | 0.3610 | 0.1763 | 0.0 | 0.9328 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8772 | 0.0 | 0.4224 | 0.0153 | 0.0 | 0.0 | 0.0 | 0.0108 | 0.0 | 0.0 | 0.9320 | 0.8401 | 0.9553 | 0.0 | 0.0 | 0.0391 | 0.0 | nan | 0.7077 | 0.8244 | 0.4863 | 0.7017 | 0.2403 | 0.0 | 0.3038 | 0.1720 | 0.0 | 0.7422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6333 | 0.0 | 0.2928 | 0.0142 | 0.0 | 0.0 | 0.0 | 0.0108 | 0.0 | 0.0 | 0.8130 | 0.7274 | 0.8999 | 0.0 | 0.0 | 0.0366 | 0.0 |
| 0.6379 | 12.4 | 620 | 0.7284 | 0.2260 | 0.2674 | 0.8171 | nan | 0.8613 | 0.9554 | 0.5848 | 0.7909 | 0.2547 | 0.0 | 0.3498 | 0.2235 | 0.0 | 0.9240 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.8959 | 0.0 | 0.4200 | 0.0197 | 0.0 | 0.0 | 0.0 | 0.0173 | 0.0 | 0.0 | 0.9153 | 0.8660 | 0.9535 | 0.0 | 0.0 | 0.0598 | 0.0 | nan | 0.7209 | 0.8117 | 0.5001 | 0.7144 | 0.2080 | 0.0 | 0.3020 | 0.2141 | 0.0 | 0.7682 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.6390 | 0.0 | 0.2812 | 0.0188 | 0.0 | 0.0 | 0.0 | 0.0172 | 0.0 | 0.0 | 0.8154 | 0.7159 | 0.9029 | 0.0 | 0.0 | 0.0546 | 0.0 |
| 0.5772 | 12.8 | 640 | 0.7187 | 0.2317 | 0.2755 | 0.8213 | nan | 0.9200 | 0.9479 | 0.5902 | 0.7480 | 0.2776 | 0.0 | 0.3621 | 0.3136 | 0.0 | 0.9321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.8618 | 0.0 | 0.4991 | 0.0422 | 0.0 | 0.0 | 0.0 | 0.0430 | 0.0 | 0.0 | 0.9282 | 0.8676 | 0.9574 | 0.0 | 0.0 | 0.0742 | 0.0 | nan | 0.7049 | 0.8337 | 0.4961 | 0.7056 | 0.2336 | 0.0 | 0.3085 | 0.2828 | 0.0 | 0.7610 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.6438 | 0.0 | 0.3241 | 0.0375 | 0.0 | 0.0 | 0.0 | 0.0427 | 0.0 | 0.0 | 0.8137 | 0.7203 | 0.9018 | 0.0 | 0.0 | 0.0667 | 0.0 |
| 0.6958 | 13.2 | 660 | 0.6981 | 0.2346 | 0.2795 | 0.8243 | nan | 0.9034 | 0.9373 | 0.6079 | 0.8121 | 0.3564 | 0.0 | 0.3662 | 0.3246 | 0.0 | 0.9333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.8780 | 0.0 | 0.4743 | 0.0491 | 0.0 | 0.0 | 0.0 | 0.0335 | 0.0 | 0.0 | 0.9305 | 0.8584 | 0.9573 | 0.0 | 0.0 | 0.0779 | 0.0 | nan | 0.7277 | 0.8370 | 0.4877 | 0.7263 | 0.2627 | 0.0 | 0.3095 | 0.2965 | 0.0 | 0.7655 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0 | 0.0 | 0.6538 | 0.0 | 0.3213 | 0.0434 | 0.0 | 0.0 | 0.0 | 0.0333 | 0.0 | 0.0 | 0.8126 | 0.7263 | 0.9021 | 0.0 | 0.0 | 0.0692 | 0.0 |
| 0.6015 | 13.6 | 680 | 0.7058 | 0.2382 | 0.2808 | 0.8256 | nan | 0.9422 | 0.9404 | 0.5065 | 0.7814 | 0.3153 | 0.0 | 0.3763 | 0.3868 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0052 | 0.0 | 0.0 | 0.9027 | 0.0 | 0.4368 | 0.1332 | 0.0 | 0.0 | 0.0 | 0.0725 | 0.0 | 0.0 | 0.9198 | 0.8596 | 0.9627 | 0.0 | 0.0 | 0.0749 | 0.0 | nan | 0.7195 | 0.8358 | 0.4934 | 0.7243 | 0.2502 | 0.0 | 0.3068 | 0.3232 | 0.0 | 0.7693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0052 | 0.0 | 0.0 | 0.6496 | 0.0 | 0.3222 | 0.1099 | 0.0 | 0.0 | 0.0 | 0.0713 | 0.0 | 0.0 | 0.8216 | 0.7279 | 0.9005 | 0.0 | 0.0 | 0.0679 | 0.0 |
| 0.5698 | 14.0 | 700 | 0.6973 | 0.2374 | 0.2806 | 0.8240 | nan | 0.9140 | 0.9468 | 0.5788 | 0.7557 | 0.3021 | 0.0 | 0.3873 | 0.3988 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0113 | 0.0 | 0.0 | 0.9088 | 0.0 | 0.3731 | 0.1032 | 0.0 | 0.0 | 0.0 | 0.0816 | 0.0 | 0.0 | 0.9156 | 0.8763 | 0.9563 | 0.0 | 0.0 | 0.0937 | 0.0 | nan | 0.7136 | 0.8338 | 0.4892 | 0.7176 | 0.2411 | 0.0 | 0.3250 | 0.3327 | 0.0 | 0.7658 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0113 | 0.0 | 0.0 | 0.6525 | 0.0 | 0.3009 | 0.0915 | 0.0 | 0.0 | 0.0 | 0.0804 | 0.0 | 0.0 | 0.8157 | 0.7135 | 0.9056 | 0.0 | 0.0 | 0.0825 | 0.0 |
| 0.6438 | 14.4 | 720 | 0.6984 | 0.2417 | 0.2849 | 0.8258 | nan | 0.9185 | 0.9511 | 0.5585 | 0.7586 | 0.3002 | 0.0 | 0.3864 | 0.4324 | 0.0 | 0.9399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0168 | 0.0 | 0.0 | 0.8707 | 0.0 | 0.4506 | 0.1372 | 0.0 | 0.0 | 0.0 | 0.0670 | 0.0 | 0.0 | 0.9270 | 0.8638 | 0.9586 | 0.0 | 0.0 | 0.1479 | 0.0 | nan | 0.7374 | 0.8238 | 0.5275 | 0.7116 | 0.2414 | 0.0 | 0.3184 | 0.3475 | 0.0 | 0.7622 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0167 | 0.0 | 0.0 | 0.6636 | 0.0 | 0.3196 | 0.1092 | 0.0 | 0.0 | 0.0 | 0.0661 | 0.0 | 0.0 | 0.8193 | 0.7246 | 0.9037 | 0.0 | 0.0 | 0.1249 | 0.0 |
| 0.4882 | 14.8 | 740 | 0.6937 | 0.2419 | 0.2838 | 0.8280 | nan | 0.9320 | 0.9493 | 0.5035 | 0.7776 | 0.2815 | 0.0 | 0.4022 | 0.4547 | 0.0 | 0.9293 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0157 | 0.0 | 0.0 | 0.9167 | 0.0 | 0.3765 | 0.1535 | 0.0 | 0.0 | 0.0 | 0.0903 | 0.0 | 0.0 | 0.9199 | 0.8638 | 0.9618 | 0.0 | 0.0 | 0.1214 | 0.0 | nan | 0.7364 | 0.8293 | 0.4922 | 0.7276 | 0.2350 | 0.0 | 0.3321 | 0.3528 | 0.0 | 0.7749 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0157 | 0.0 | 0.0 | 0.6534 | 0.0 | 0.2906 | 0.1250 | 0.0 | 0.0 | 0.0 | 0.0889 | 0.0 | 0.0 | 0.8270 | 0.7322 | 0.9064 | 0.0 | 0.0 | 0.1054 | 0.0 |
| 0.4693 | 15.2 | 760 | 0.6931 | 0.2437 | 0.2883 | 0.8248 | nan | 0.9276 | 0.9436 | 0.5805 | 0.7401 | 0.3161 | 0.0 | 0.4023 | 0.4731 | 0.0 | 0.9225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0212 | 0.0 | 0.0 | 0.8888 | 0.0 | 0.4353 | 0.1921 | 0.0 | 0.0 | 0.0 | 0.0994 | 0.0 | 0.0 | 0.9260 | 0.8468 | 0.9584 | 0.0 | 0.0 | 0.1281 | 0.0 | nan | 0.7061 | 0.8324 | 0.5132 | 0.7048 | 0.2545 | 0.0 | 0.3326 | 0.3620 | 0.0 | 0.7827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0212 | 0.0 | 0.0 | 0.6548 | 0.0 | 0.3164 | 0.1357 | 0.0 | 0.0 | 0.0 | 0.0970 | 0.0 | 0.0 | 0.8211 | 0.7338 | 0.9070 | 0.0 | 0.0 | 0.1113 | 0.0 |
| 0.5884 | 15.6 | 780 | 0.6870 | 0.2460 | 0.2919 | 0.8280 | nan | 0.8965 | 0.9478 | 0.5938 | 0.7779 | 0.3113 | 0.0 | 0.4136 | 0.5281 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0379 | 0.0 | 0.0 | 0.9103 | 0.0 | 0.3960 | 0.1587 | 0.0 | 0.0 | 0.0 | 0.1163 | 0.0 | 0.0 | 0.9203 | 0.8756 | 0.9641 | 0.0 | 0.0 | 0.1551 | 0.0 | nan | 0.7291 | 0.8308 | 0.5095 | 0.7130 | 0.2456 | 0.0 | 0.3393 | 0.3730 | 0.0 | 0.7832 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0378 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.3097 | 0.1280 | 0.0 | 0.0 | 0.0 | 0.1127 | 0.0 | 0.0 | 0.8267 | 0.7249 | 0.9050 | 0.0 | 0.0 | 0.1296 | 0.0 |
| 0.4822 | 16.0 | 800 | 0.6822 | 0.2490 | 0.2929 | 0.8277 | nan | 0.8592 | 0.9535 | 0.5867 | 0.8150 | 0.2845 | 0.0 | 0.4140 | 0.5151 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0563 | 0.0 | 0.0 | 0.8924 | 0.0 | 0.3955 | 0.2003 | 0.0 | 0.0 | 0.0 | 0.1470 | 0.0 | 0.0 | 0.9358 | 0.8603 | 0.9569 | 0.0 | 0.0 | 0.1481 | 0.0 | nan | 0.7180 | 0.8218 | 0.5548 | 0.7288 | 0.2424 | 0.0 | 0.3294 | 0.3797 | 0.0 | 0.7752 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0562 | 0.0 | 0.0 | 0.6685 | 0.0 | 0.3157 | 0.1505 | 0.0 | 0.0 | 0.0 | 0.1400 | 0.0 | 0.0 | 0.8201 | 0.7296 | 0.9095 | 0.0 | 0.0 | 0.1267 | 0.0 |
| 0.4741 | 16.4 | 820 | 0.6827 | 0.2488 | 0.2926 | 0.8283 | nan | 0.8902 | 0.9524 | 0.5983 | 0.7742 | 0.3112 | 0.0 | 0.4137 | 0.4934 | 0.0 | 0.9314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0730 | 0.0 | 0.0 | 0.8856 | 0.0 | 0.4433 | 0.1811 | 0.0 | 0.0 | 0.0 | 0.1122 | 0.0 | 0.0 | 0.9397 | 0.8325 | 0.9600 | 0.0 | 0.0 | 0.1564 | 0.0 | nan | 0.7279 | 0.8282 | 0.5455 | 0.7332 | 0.2494 | 0.0 | 0.3343 | 0.3734 | 0.0 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0729 | 0.0 | 0.0 | 0.6686 | 0.0 | 0.3175 | 0.1309 | 0.0 | 0.0 | 0.0 | 0.1090 | 0.0 | 0.0 | 0.8181 | 0.7275 | 0.9094 | 0.0 | 0.0 | 0.1289 | 0.0 |
| 0.5164 | 16.8 | 840 | 0.6803 | 0.2488 | 0.2928 | 0.8309 | nan | 0.9067 | 0.9498 | 0.5655 | 0.8037 | 0.3081 | 0.0 | 0.4061 | 0.5493 | 0.0 | 0.9276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0686 | 0.0 | 0.0 | 0.9156 | 0.0 | 0.3162 | 0.1933 | 0.0 | 0.0 | 0.0 | 0.1543 | 0.0 | 0.0 | 0.9273 | 0.8698 | 0.9604 | 0.0 | 0.0 | 0.1324 | 0.0 | nan | 0.7404 | 0.8309 | 0.5307 | 0.7191 | 0.2548 | 0.0 | 0.3371 | 0.3740 | 0.0 | 0.7897 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0685 | 0.0 | 0.0 | 0.6642 | 0.0 | 0.2698 | 0.1508 | 0.0 | 0.0 | 0.0 | 0.1469 | 0.0 | 0.0 | 0.8258 | 0.7322 | 0.9105 | 0.0 | 0.0 | 0.1132 | 0.0 |
| 0.4384 | 17.2 | 860 | 0.6711 | 0.2512 | 0.2978 | 0.8313 | nan | 0.9294 | 0.9412 | 0.5986 | 0.7805 | 0.3288 | 0.0 | 0.4120 | 0.5585 | 0.0 | 0.9350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0621 | 0.0 | 0.0 | 0.8890 | 0.0 | 0.4228 | 0.1557 | 0.0 | 0.0 | 0.0 | 0.1642 | 0.0 | 0.0 | 0.9272 | 0.8743 | 0.9600 | 0.0 | 0.0 | 0.1852 | 0.0 | nan | 0.7282 | 0.8363 | 0.5214 | 0.7324 | 0.2651 | 0.0 | 0.3417 | 0.3806 | 0.0 | 0.7894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0620 | 0.0 | 0.0 | 0.6730 | 0.0 | 0.3112 | 0.1257 | 0.0 | 0.0 | 0.0 | 0.1559 | 0.0 | 0.0 | 0.8215 | 0.7310 | 0.9109 | 0.0 | 0.0 | 0.1533 | 0.0 |
| 0.4316 | 17.6 | 880 | 0.6659 | 0.2556 | 0.3047 | 0.8338 | nan | 0.9368 | 0.9390 | 0.5718 | 0.8247 | 0.3282 | 0.0 | 0.4395 | 0.5804 | 0.0 | 0.9423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0993 | 0.0 | 0.0 | 0.8502 | 0.0 | 0.4347 | 0.2537 | 0.0 | 0.0 | 0.0 | 0.2004 | 0.0 | 0.0 | 0.9375 | 0.8574 | 0.9656 | 0.0 | 0.0 | 0.1969 | 0.0 | nan | 0.7368 | 0.8437 | 0.5323 | 0.7437 | 0.2656 | 0.0 | 0.3588 | 0.3788 | 0.0 | 0.7690 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0989 | 0.0 | 0.0 | 0.6726 | 0.0 | 0.3185 | 0.1661 | 0.0 | 0.0 | 0.0 | 0.1845 | 0.0 | 0.0 | 0.8227 | 0.7293 | 0.9084 | 0.0 | 0.0 | 0.1607 | 0.0 |
| 0.4505 | 18.0 | 900 | 0.6758 | 0.2542 | 0.2989 | 0.8298 | nan | 0.9136 | 0.9505 | 0.5574 | 0.7432 | 0.2982 | 0.0 | 0.4386 | 0.5360 | 0.0 | 0.9437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1767 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.4136 | 0.2006 | 0.0 | 0.0 | 0.0 | 0.1824 | 0.0 | 0.0 | 0.9305 | 0.8321 | 0.9575 | 0.0 | 0.0 | 0.1794 | 0.0 | nan | 0.7194 | 0.8331 | 0.5212 | 0.7112 | 0.2453 | 0.0 | 0.3458 | 0.3758 | 0.0 | 0.7782 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1753 | 0.0 | 0.0 | 0.6756 | 0.0 | 0.3193 | 0.1549 | 0.0 | 0.0 | 0.0 | 0.1715 | 0.0 | 0.0 | 0.8259 | 0.7307 | 0.9115 | 0.0 | 0.0 | 0.1480 | 0.0 |
| 0.4388 | 18.4 | 920 | 0.6661 | 0.2565 | 0.3072 | 0.8297 | nan | 0.8822 | 0.9428 | 0.6160 | 0.8143 | 0.3081 | 0.0 | 0.4454 | 0.5414 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2064 | 0.0 | 0.0 | 0.8709 | 0.0 | 0.4429 | 0.2824 | 0.0 | 0.0 | 0.0 | 0.1963 | 0.0 | 0.0 | 0.9268 | 0.8822 | 0.9626 | 0.0 | 0.0 | 0.1975 | 0.0 | nan | 0.7157 | 0.8393 | 0.4520 | 0.7274 | 0.2555 | 0.0 | 0.3630 | 0.3766 | 0.0 | 0.8002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2041 | 0.0 | 0.0 | 0.6728 | 0.0 | 0.3199 | 0.1873 | 0.0 | 0.0 | 0.0 | 0.1827 | 0.0 | 0.0 | 0.8220 | 0.7298 | 0.9113 | 0.0 | 0.0 | 0.1622 | 0.0 |
| 0.361 | 18.8 | 940 | 0.6628 | 0.2605 | 0.3096 | 0.8323 | nan | 0.8951 | 0.9452 | 0.5626 | 0.8170 | 0.3278 | 0.0 | 0.4493 | 0.5721 | 0.0 | 0.9407 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2403 | 0.0 | 0.0 | 0.8579 | 0.0 | 0.4486 | 0.2506 | 0.0 | 0.0 | 0.0 | 0.1961 | 0.0 | 0.0 | 0.9287 | 0.8857 | 0.9658 | 0.0 | 0.0 | 0.2412 | 0.0 | nan | 0.7357 | 0.8323 | 0.5378 | 0.7362 | 0.2625 | 0.0 | 0.3491 | 0.3683 | 0.0 | 0.7867 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2364 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.3224 | 0.1758 | 0.0 | 0.0 | 0.0 | 0.1821 | 0.0 | 0.0 | 0.8223 | 0.7321 | 0.9113 | 0.0 | 0.0 | 0.1866 | 0.0 |
| 0.3828 | 19.2 | 960 | 0.6739 | 0.2605 | 0.3097 | 0.8287 | nan | 0.8388 | 0.9556 | 0.5834 | 0.8373 | 0.2736 | 0.0 | 0.4234 | 0.6044 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2668 | 0.0 | 0.0 | 0.8799 | 0.0 | 0.4288 | 0.2738 | 0.0 | 0.0 | 0.0 | 0.2310 | 0.0 | 0.0 | 0.9154 | 0.8914 | 0.9607 | 0.0 | 0.0 | 0.2327 | 0.0 | nan | 0.7156 | 0.8243 | 0.5543 | 0.6957 | 0.2336 | 0.0 | 0.3482 | 0.3805 | 0.0 | 0.7961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2613 | 0.0 | 0.0 | 0.6838 | 0.0 | 0.3288 | 0.1820 | 0.0 | 0.0 | 0.0 | 0.2107 | 0.0 | 0.0 | 0.8227 | 0.7190 | 0.9134 | 0.0 | 0.0 | 0.1857 | 0.0 |
| 0.6092 | 19.6 | 980 | 0.6651 | 0.2619 | 0.3102 | 0.8331 | nan | 0.9454 | 0.9455 | 0.5339 | 0.7741 | 0.3170 | 0.0 | 0.4542 | 0.6123 | 0.0 | 0.9329 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2972 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.3950 | 0.2431 | 0.0 | 0.0 | 0.0 | 0.2317 | 0.0 | 0.0 | 0.9022 | 0.8711 | 0.9631 | 0.0 | 0.0 | 0.2214 | 0.0 | nan | 0.7209 | 0.8382 | 0.5155 | 0.7300 | 0.2616 | 0.0 | 0.3551 | 0.3647 | 0.0 | 0.7986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2900 | 0.0 | 0.0 | 0.6842 | 0.0 | 0.3113 | 0.1817 | 0.0 | 0.0 | 0.0 | 0.2123 | 0.0 | 0.0 | 0.8260 | 0.7207 | 0.9135 | 0.0 | 0.0 | 0.1808 | 0.0 |
| 0.4141 | 20.0 | 1000 | 0.6641 | 0.2647 | 0.3139 | 0.8316 | nan | 0.9264 | 0.9481 | 0.5341 | 0.7649 | 0.3226 | 0.0 | 0.4334 | 0.5668 | 0.0 | 0.9405 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3605 | 0.0 | 0.0 | 0.8534 | 0.0 | 0.4698 | 0.2992 | 0.0 | 0.0 | 0.0 | 0.2259 | 0.0 | 0.0 | 0.9166 | 0.8909 | 0.9625 | 0.0 | 0.0 | 0.2556 | 0.0 | nan | 0.7208 | 0.8365 | 0.5058 | 0.7259 | 0.2609 | 0.0 | 0.3563 | 0.3898 | 0.0 | 0.7969 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3435 | 0.0 | 0.0 | 0.6834 | 0.0 | 0.3347 | 0.1917 | 0.0 | 0.0 | 0.0 | 0.2066 | 0.0 | 0.0 | 0.8200 | 0.7153 | 0.9160 | 0.0 | 0.0 | 0.1970 | 0.0 |
| 0.4172 | 20.4 | 1020 | 0.6580 | 0.2638 | 0.3124 | 0.8320 | nan | 0.8716 | 0.9580 | 0.6106 | 0.7824 | 0.2688 | 0.0 | 0.4657 | 0.5675 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3450 | 0.0 | 0.0 | 0.8929 | 0.0 | 0.4323 | 0.3108 | 0.0 | 0.0 | 0.0 | 0.2097 | 0.0 | 0.0 | 0.9226 | 0.8574 | 0.9667 | 0.0 | 0.0 | 0.2240 | 0.0 | nan | 0.7318 | 0.8241 | 0.5236 | 0.7430 | 0.2310 | 0.0 | 0.3535 | 0.3745 | 0.0 | 0.8019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3327 | 0.0 | 0.0 | 0.6804 | 0.0 | 0.3154 | 0.2001 | 0.0 | 0.0 | 0.0 | 0.1933 | 0.0 | 0.0 | 0.8345 | 0.7404 | 0.9137 | 0.0 | 0.0 | 0.1768 | 0.0 |
| 0.4116 | 20.8 | 1040 | 0.6727 | 0.2634 | 0.3088 | 0.8344 | nan | 0.8931 | 0.9598 | 0.6058 | 0.7902 | 0.2737 | 0.0 | 0.4378 | 0.5670 | 0.0 | 0.9385 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3090 | 0.0 | 0.0 | 0.8957 | 0.0 | 0.3829 | 0.2471 | 0.0 | 0.0 | 0.0 | 0.2405 | 0.0 | 0.0 | 0.9260 | 0.8616 | 0.9612 | 0.0 | 0.0 | 0.2085 | 0.0 | nan | 0.7426 | 0.8232 | 0.5412 | 0.7417 | 0.2388 | 0.0 | 0.3514 | 0.3729 | 0.0 | 0.7984 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2989 | 0.0 | 0.0 | 0.6842 | 0.0 | 0.3072 | 0.1826 | 0.0 | 0.0 | 0.0 | 0.2174 | 0.0 | 0.0 | 0.8303 | 0.7357 | 0.9163 | 0.0 | 0.0 | 0.1736 | 0.0 |
| 0.422 | 21.2 | 1060 | 0.6688 | 0.2681 | 0.3141 | 0.8333 | nan | 0.8560 | 0.9509 | 0.5973 | 0.8216 | 0.3325 | 0.0 | 0.4396 | 0.5635 | 0.0 | 0.9370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4310 | 0.0 | 0.0 | 0.9214 | 0.0 | 0.3744 | 0.2274 | 0.0 | 0.0 | 0.0 | 0.2551 | 0.0 | 0.0 | 0.9186 | 0.8724 | 0.9636 | 0.0 | 0.0 | 0.2176 | 0.0 | nan | 0.7133 | 0.8257 | 0.5657 | 0.7377 | 0.2744 | 0.0 | 0.3530 | 0.3860 | 0.0 | 0.8069 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4029 | 0.0 | 0.0 | 0.6819 | 0.0 | 0.2941 | 0.1799 | 0.0 | 0.0 | 0.0 | 0.2286 | 0.0 | 0.0 | 0.8336 | 0.7400 | 0.9167 | 0.0 | 0.0 | 0.1740 | 0.0 |
| 0.3686 | 21.6 | 1080 | 0.6515 | 0.2695 | 0.3171 | 0.8381 | nan | 0.9222 | 0.9530 | 0.6073 | 0.7765 | 0.3097 | 0.0 | 0.4667 | 0.6143 | 0.0 | 0.9413 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4369 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.3810 | 0.2432 | 0.0 | 0.0 | 0.0 | 0.2461 | 0.0 | 0.0 | 0.9233 | 0.8697 | 0.9598 | 0.0 | 0.0 | 0.2258 | 0.0 | nan | 0.7351 | 0.8391 | 0.5477 | 0.7423 | 0.2621 | 0.0 | 0.3677 | 0.3792 | 0.0 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4059 | 0.0 | 0.0 | 0.6838 | 0.0 | 0.3067 | 0.1912 | 0.0 | 0.0 | 0.0 | 0.2229 | 0.0 | 0.0 | 0.8352 | 0.7458 | 0.9177 | 0.0 | 0.0 | 0.1822 | 0.0 |
| 0.3979 | 22.0 | 1100 | 0.6568 | 0.2693 | 0.3208 | 0.8330 | nan | 0.8615 | 0.9551 | 0.6160 | 0.7842 | 0.3245 | 0.0 | 0.4468 | 0.5568 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4700 | 0.0 | 0.0 | 0.8862 | 0.0 | 0.4119 | 0.3784 | 0.0 | 0.0 | 0.0 | 0.2737 | 0.0 | 0.0 | 0.9224 | 0.8753 | 0.9673 | 0.0 | 0.0 | 0.2389 | 0.0 | nan | 0.7164 | 0.8363 | 0.4831 | 0.7147 | 0.2654 | 0.0 | 0.3574 | 0.3850 | 0.0 | 0.8012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4289 | 0.0 | 0.0 | 0.6866 | 0.0 | 0.3288 | 0.2315 | 0.0 | 0.0 | 0.0 | 0.2423 | 0.0 | 0.0 | 0.8331 | 0.7420 | 0.9164 | 0.0 | 0.0 | 0.1857 | 0.0 |
| 0.4441 | 22.4 | 1120 | 0.6608 | 0.2695 | 0.3167 | 0.8365 | nan | 0.9346 | 0.9529 | 0.5573 | 0.7570 | 0.2894 | 0.0 | 0.4630 | 0.5627 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4252 | 0.0 | 0.0 | 0.8931 | 0.0 | 0.4402 | 0.3039 | 0.0 | 0.0 | 0.0 | 0.2724 | 0.0 | 0.0 | 0.9202 | 0.8783 | 0.9636 | 0.0 | 0.0 | 0.2175 | 0.0 | nan | 0.7278 | 0.8391 | 0.5251 | 0.7202 | 0.2519 | 0.0 | 0.3607 | 0.3867 | 0.0 | 0.8006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3984 | 0.0 | 0.0 | 0.6891 | 0.0 | 0.3342 | 0.2181 | 0.0 | 0.0 | 0.0 | 0.2424 | 0.0 | 0.0 | 0.8331 | 0.7397 | 0.9175 | 0.0 | 0.0 | 0.1767 | 0.0 |
| 0.4551 | 22.8 | 1140 | 0.6578 | 0.2728 | 0.3240 | 0.8349 | nan | 0.9032 | 0.9512 | 0.5769 | 0.7527 | 0.3419 | 0.0 | 0.4811 | 0.6010 | 0.0 | 0.9427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5591 | 0.0 | 0.0 | 0.9050 | 0.0 | 0.4264 | 0.3202 | 0.0 | 0.0 | 0.0 | 0.2784 | 0.0 | 0.0 | 0.9086 | 0.8781 | 0.9624 | 0.0 | 0.0 | 0.2286 | 0.0 | nan | 0.7093 | 0.8423 | 0.5256 | 0.7125 | 0.2784 | 0.0 | 0.3686 | 0.3908 | 0.0 | 0.8046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4909 | 0.0 | 0.0 | 0.6934 | 0.0 | 0.3288 | 0.2186 | 0.0 | 0.0 | 0.0 | 0.2458 | 0.0 | 0.0 | 0.8315 | 0.7326 | 0.9183 | 0.0 | 0.0 | 0.1832 | 0.0 |
| 0.4407 | 23.2 | 1160 | 0.6450 | 0.2690 | 0.3193 | 0.8365 | nan | 0.9042 | 0.9432 | 0.6099 | 0.7794 | 0.3788 | 0.0 | 0.4657 | 0.6034 | 0.0 | 0.9444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4627 | 0.0 | 0.0 | 0.9219 | 0.0 | 0.3212 | 0.2968 | 0.0 | 0.0 | 0.0 | 0.2736 | 0.0 | 0.0 | 0.9216 | 0.8775 | 0.9650 | 0.0 | 0.0 | 0.1872 | 0.0 | nan | 0.7256 | 0.8449 | 0.5092 | 0.7254 | 0.2939 | 0.0 | 0.3773 | 0.3916 | 0.0 | 0.7977 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4162 | 0.0 | 0.0 | 0.6820 | 0.0 | 0.2634 | 0.2125 | 0.0 | 0.0 | 0.0 | 0.2438 | 0.0 | 0.0 | 0.8376 | 0.7448 | 0.9180 | 0.0 | 0.0 | 0.1607 | 0.0 |
| 0.4254 | 23.6 | 1180 | 0.6625 | 0.2688 | 0.3188 | 0.8334 | nan | 0.9195 | 0.9530 | 0.6182 | 0.6861 | 0.3235 | 0.0 | 0.4638 | 0.5651 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5024 | 0.0 | 0.0 | 0.8938 | 0.0 | 0.3684 | 0.3308 | 0.0 | 0.0 | 0.0 | 0.2762 | 0.0 | 0.0 | 0.9336 | 0.8559 | 0.9677 | 0.0 | 0.0 | 0.2428 | 0.0 | nan | 0.6894 | 0.8508 | 0.4903 | 0.6638 | 0.2781 | 0.0 | 0.3752 | 0.3880 | 0.0 | 0.8096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4447 | 0.0 | 0.0 | 0.6880 | 0.0 | 0.3020 | 0.2205 | 0.0 | 0.0 | 0.0 | 0.2448 | 0.0 | 0.0 | 0.8333 | 0.7482 | 0.9180 | 0.0 | 0.0 | 0.1936 | 0.0 |
| 0.3237 | 24.0 | 1200 | 0.6369 | 0.2716 | 0.3205 | 0.8382 | nan | 0.9325 | 0.9453 | 0.5367 | 0.7718 | 0.3618 | 0.0 | 0.4612 | 0.6096 | 0.0 | 0.9404 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4799 | 0.0 | 0.0 | 0.8972 | 0.0 | 0.4341 | 0.2409 | 0.0 | 0.0 | 0.0 | 0.2640 | 0.0 | 0.0 | 0.9304 | 0.8631 | 0.9614 | 0.0 | 0.0 | 0.2649 | 0.0 | nan | 0.7146 | 0.8491 | 0.5225 | 0.7157 | 0.2907 | 0.0 | 0.3681 | 0.3802 | 0.0 | 0.8074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4313 | 0.0 | 0.0 | 0.6964 | 0.0 | 0.3215 | 0.1884 | 0.0 | 0.0 | 0.0 | 0.2369 | 0.0 | 0.0 | 0.8355 | 0.7482 | 0.9192 | 0.0 | 0.0 | 0.2078 | 0.0 |
| 0.365 | 24.4 | 1220 | 0.6506 | 0.2730 | 0.3214 | 0.8385 | nan | 0.9277 | 0.9542 | 0.5852 | 0.7626 | 0.2932 | 0.0 | 0.4719 | 0.5930 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5711 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.4031 | 0.2609 | 0.0 | 0.0 | 0.0 | 0.2769 | 0.0 | 0.0 | 0.9232 | 0.8704 | 0.9705 | 0.0 | 0.0 | 0.2199 | 0.0 | nan | 0.7176 | 0.8458 | 0.5448 | 0.7225 | 0.2537 | 0.0 | 0.3714 | 0.3947 | 0.0 | 0.8089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4881 | 0.0 | 0.0 | 0.6931 | 0.0 | 0.3242 | 0.1968 | 0.0 | 0.0 | 0.0 | 0.2446 | 0.0 | 0.0 | 0.8333 | 0.7446 | 0.9172 | 0.0 | 0.0 | 0.1814 | 0.0 |
| 0.4789 | 24.8 | 1240 | 0.6483 | 0.2759 | 0.3270 | 0.8389 | nan | 0.9107 | 0.9543 | 0.6023 | 0.7839 | 0.2900 | 0.0 | 0.4549 | 0.5867 | 0.0 | 0.9412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6129 | 0.0 | 0.0 | 0.8747 | 0.0 | 0.4464 | 0.3362 | 0.0 | 0.0 | 0.0 | 0.2824 | 0.0 | 0.0 | 0.9350 | 0.8723 | 0.9630 | 0.0 | 0.0 | 0.2702 | 0.0 | nan | 0.7231 | 0.8439 | 0.5571 | 0.7132 | 0.2529 | 0.0 | 0.3650 | 0.3984 | 0.0 | 0.8099 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5013 | 0.0 | 0.0 | 0.7005 | 0.0 | 0.3384 | 0.2177 | 0.0 | 0.0 | 0.0 | 0.2474 | 0.0 | 0.0 | 0.8330 | 0.7510 | 0.9199 | 0.0 | 0.0 | 0.2094 | 0.0 |
| 0.5162 | 25.2 | 1260 | 0.6464 | 0.2760 | 0.3278 | 0.8383 | nan | 0.9063 | 0.9529 | 0.6199 | 0.7501 | 0.3129 | 0.0 | 0.4830 | 0.6013 | 0.0 | 0.9348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6178 | 0.0 | 0.0 | 0.8908 | 0.0 | 0.4529 | 0.2548 | 0.0 | 0.0 | 0.0 | 0.3034 | 0.0 | 0.0 | 0.9285 | 0.8805 | 0.9658 | 0.0 | 0.0 | 0.2889 | 0.0 | nan | 0.7113 | 0.8456 | 0.5127 | 0.7169 | 0.2679 | 0.0 | 0.3825 | 0.3913 | 0.0 | 0.8162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5243 | 0.0 | 0.0 | 0.7037 | 0.0 | 0.3354 | 0.1923 | 0.0 | 0.0 | 0.0 | 0.2616 | 0.0 | 0.0 | 0.8367 | 0.7464 | 0.9201 | 0.0 | 0.0 | 0.2177 | 0.0 |
| 0.3914 | 25.6 | 1280 | 0.6455 | 0.2748 | 0.3256 | 0.8379 | nan | 0.9405 | 0.9451 | 0.5647 | 0.7560 | 0.3129 | 0.0 | 0.4521 | 0.5869 | 0.0 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6490 | 0.0 | 0.0 | 0.8990 | 0.0 | 0.3980 | 0.3299 | 0.0 | 0.0 | 0.0 | 0.3075 | 0.0 | 0.0 | 0.9318 | 0.8666 | 0.9697 | 0.0 | 0.0 | 0.2156 | 0.0 | nan | 0.7086 | 0.8472 | 0.5238 | 0.7070 | 0.2627 | 0.0 | 0.3769 | 0.4007 | 0.0 | 0.8069 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5155 | 0.0 | 0.0 | 0.6933 | 0.0 | 0.3223 | 0.2192 | 0.0 | 0.0 | 0.0 | 0.2646 | 0.0 | 0.0 | 0.8382 | 0.7529 | 0.9194 | 0.0 | 0.0 | 0.1835 | 0.0 |
| 0.3738 | 26.0 | 1300 | 0.6373 | 0.2726 | 0.3267 | 0.8361 | nan | 0.8998 | 0.9382 | 0.5957 | 0.7798 | 0.3951 | 0.0 | 0.5195 | 0.5915 | 0.0 | 0.9516 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5415 | 0.0 | 0.0 | 0.8902 | 0.0 | 0.4308 | 0.2702 | 0.0 | 0.0 | 0.0 | 0.2883 | 0.0 | 0.0 | 0.9131 | 0.9061 | 0.9652 | 0.0 | 0.0 | 0.2309 | 0.0 | nan | 0.7155 | 0.8478 | 0.5211 | 0.7238 | 0.2994 | 0.0 | 0.3901 | 0.3975 | 0.0 | 0.7894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4424 | 0.0 | 0.0 | 0.6989 | 0.0 | 0.3224 | 0.2038 | 0.0 | 0.0 | 0.0 | 0.2529 | 0.0 | 0.0 | 0.8274 | 0.7245 | 0.9210 | 0.0 | 0.0 | 0.1919 | 0.0 |
| 0.3512 | 26.4 | 1320 | 0.6418 | 0.2763 | 0.3321 | 0.8362 | nan | 0.9184 | 0.9437 | 0.6087 | 0.7657 | 0.3338 | 0.0 | 0.4730 | 0.5723 | 0.0 | 0.9370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6904 | 0.0 | 0.0 | 0.8705 | 0.0 | 0.4566 | 0.3468 | 0.0 | 0.0 | 0.0 | 0.3086 | 0.0 | 0.0 | 0.9188 | 0.8848 | 0.9680 | 0.0 | 0.0 | 0.2939 | 0.0 | nan | 0.7141 | 0.8468 | 0.5263 | 0.6994 | 0.2719 | 0.0 | 0.3787 | 0.4026 | 0.0 | 0.8163 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5194 | 0.0 | 0.0 | 0.6977 | 0.0 | 0.3261 | 0.2179 | 0.0 | 0.0 | 0.0 | 0.2645 | 0.0 | 0.0 | 0.8347 | 0.7424 | 0.9208 | 0.0 | 0.0 | 0.2151 | 0.0 |
| 0.4588 | 26.8 | 1340 | 0.6435 | 0.2748 | 0.3252 | 0.8395 | nan | 0.8778 | 0.9551 | 0.6037 | 0.8296 | 0.2888 | 0.0 | 0.4736 | 0.6074 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5804 | 0.0 | 0.0 | 0.8944 | 0.0 | 0.4158 | 0.2494 | 0.0 | 0.0 | 0.0 | 0.2931 | 0.0 | 0.0 | 0.9314 | 0.8776 | 0.9691 | 0.0 | 0.0 | 0.2711 | 0.0 | nan | 0.7259 | 0.8395 | 0.5360 | 0.7373 | 0.2532 | 0.0 | 0.3753 | 0.3901 | 0.0 | 0.8111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4937 | 0.0 | 0.0 | 0.7002 | 0.0 | 0.3175 | 0.1880 | 0.0 | 0.0 | 0.0 | 0.2560 | 0.0 | 0.0 | 0.8377 | 0.7488 | 0.9216 | 0.0 | 0.0 | 0.2116 | 0.0 |
| 0.3339 | 27.2 | 1360 | 0.6434 | 0.2732 | 0.3252 | 0.8375 | nan | 0.9120 | 0.9427 | 0.6126 | 0.7717 | 0.3484 | 0.0 | 0.4983 | 0.5931 | 0.0 | 0.9441 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6112 | 0.0 | 0.0 | 0.9134 | 0.0 | 0.3259 | 0.2733 | 0.0 | 0.0 | 0.0 | 0.2995 | 0.0 | 0.0 | 0.9217 | 0.8908 | 0.9681 | 0.0 | 0.0 | 0.2298 | 0.0 | nan | 0.7060 | 0.8513 | 0.5062 | 0.7258 | 0.2805 | 0.0 | 0.3963 | 0.3985 | 0.0 | 0.8093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4980 | 0.0 | 0.0 | 0.6925 | 0.0 | 0.2695 | 0.2074 | 0.0 | 0.0 | 0.0 | 0.2605 | 0.0 | 0.0 | 0.8341 | 0.7418 | 0.9222 | 0.0 | 0.0 | 0.1907 | 0.0 |
| 0.3599 | 27.6 | 1380 | 0.6405 | 0.2755 | 0.3266 | 0.8384 | nan | 0.9207 | 0.9422 | 0.6103 | 0.7769 | 0.3508 | 0.0 | 0.4741 | 0.5936 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6317 | 0.0 | 0.0 | 0.9056 | 0.0 | 0.3968 | 0.2528 | 0.0 | 0.0 | 0.0 | 0.3090 | 0.0 | 0.0 | 0.9369 | 0.8342 | 0.9656 | 0.0 | 0.0 | 0.2645 | 0.0 | nan | 0.7140 | 0.8470 | 0.5370 | 0.7255 | 0.2798 | 0.0 | 0.3807 | 0.3961 | 0.0 | 0.8127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4994 | 0.0 | 0.0 | 0.6990 | 0.0 | 0.3122 | 0.1956 | 0.0 | 0.0 | 0.0 | 0.2654 | 0.0 | 0.0 | 0.8335 | 0.7405 | 0.9227 | 0.0 | 0.0 | 0.2059 | 0.0 |
| 0.4722 | 28.0 | 1400 | 0.6423 | 0.2776 | 0.3307 | 0.8391 | nan | 0.8828 | 0.9548 | 0.6152 | 0.7934 | 0.3135 | 0.0 | 0.4904 | 0.5925 | 0.0 | 0.9444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6486 | 0.0 | 0.0 | 0.8909 | 0.0 | 0.4174 | 0.3296 | 0.0 | 0.0 | 0.0 | 0.3117 | 0.0 | 0.0 | 0.9236 | 0.8846 | 0.9647 | 0.0 | 0.0 | 0.2867 | 0.0 | nan | 0.7319 | 0.8373 | 0.5339 | 0.7168 | 0.2670 | 0.0 | 0.3887 | 0.3930 | 0.0 | 0.8085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5058 | 0.0 | 0.0 | 0.7043 | 0.0 | 0.3277 | 0.2334 | 0.0 | 0.0 | 0.0 | 0.2652 | 0.0 | 0.0 | 0.8358 | 0.7486 | 0.9243 | 0.0 | 0.0 | 0.2164 | 0.0 |
| 0.3999 | 28.4 | 1420 | 0.6573 | 0.2758 | 0.3279 | 0.8344 | nan | 0.9074 | 0.9564 | 0.6044 | 0.6972 | 0.3170 | 0.0 | 0.4638 | 0.5768 | 0.0 | 0.9393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6698 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.4259 | 0.3229 | 0.0 | 0.0 | 0.0 | 0.3066 | 0.0 | 0.0 | 0.9183 | 0.8809 | 0.9685 | 0.0 | 0.0 | 0.3048 | 0.0 | nan | 0.7038 | 0.8367 | 0.5552 | 0.6687 | 0.2655 | 0.0 | 0.3707 | 0.3920 | 0.0 | 0.8207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5299 | 0.0 | 0.0 | 0.7058 | 0.0 | 0.3154 | 0.2230 | 0.0 | 0.0 | 0.0 | 0.2644 | 0.0 | 0.0 | 0.8368 | 0.7440 | 0.9234 | 0.0 | 0.0 | 0.2197 | 0.0 |
| 0.3251 | 28.8 | 1440 | 0.6375 | 0.2770 | 0.3291 | 0.8408 | nan | 0.9199 | 0.9489 | 0.6086 | 0.7769 | 0.3191 | 0.0 | 0.4958 | 0.5862 | 0.0 | 0.9461 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6409 | 0.0 | 0.0 | 0.8994 | 0.0 | 0.4118 | 0.2941 | 0.0 | 0.0 | 0.0 | 0.3050 | 0.0 | 0.0 | 0.9265 | 0.8786 | 0.9683 | 0.0 | 0.0 | 0.2619 | 0.0 | nan | 0.7236 | 0.8482 | 0.5358 | 0.7290 | 0.2666 | 0.0 | 0.3854 | 0.3929 | 0.0 | 0.8090 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5036 | 0.0 | 0.0 | 0.7042 | 0.0 | 0.3149 | 0.2207 | 0.0 | 0.0 | 0.0 | 0.2649 | 0.0 | 0.0 | 0.8387 | 0.7519 | 0.9235 | 0.0 | 0.0 | 0.2062 | 0.0 |
| 0.3289 | 29.2 | 1460 | 0.6556 | 0.2768 | 0.3296 | 0.8362 | nan | 0.9273 | 0.9485 | 0.5861 | 0.6879 | 0.3439 | 0.0 | 0.4798 | 0.6059 | 0.0 | 0.9416 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.0 | 0.8971 | 0.0 | 0.4096 | 0.3502 | 0.0 | 0.0 | 0.0 | 0.3222 | 0.0 | 0.0 | 0.9308 | 0.8716 | 0.9684 | 0.0 | 0.0 | 0.2596 | 0.0 | nan | 0.6921 | 0.8489 | 0.5571 | 0.6606 | 0.2774 | 0.0 | 0.3801 | 0.3953 | 0.0 | 0.8177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5192 | 0.0 | 0.0 | 0.7043 | 0.0 | 0.3281 | 0.2382 | 0.0 | 0.0 | 0.0 | 0.2725 | 0.0 | 0.0 | 0.8351 | 0.7541 | 0.9241 | 0.0 | 0.0 | 0.2073 | 0.0 |
| 0.3227 | 29.6 | 1480 | 0.6274 | 0.2803 | 0.3334 | 0.8430 | nan | 0.9079 | 0.9456 | 0.6035 | 0.8309 | 0.3371 | 0.0 | 0.4808 | 0.5824 | 0.0 | 0.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6828 | 0.0 | 0.0 | 0.8969 | 0.0 | 0.4624 | 0.3205 | 0.0 | 0.0 | 0.0 | 0.3089 | 0.0 | 0.0 | 0.9276 | 0.8832 | 0.9688 | 0.0 | 0.0 | 0.2577 | 0.0 | nan | 0.7452 | 0.8459 | 0.5544 | 0.7339 | 0.2753 | 0.0 | 0.3877 | 0.3953 | 0.0 | 0.8192 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5186 | 0.0 | 0.0 | 0.7039 | 0.0 | 0.3355 | 0.2291 | 0.0 | 0.0 | 0.0 | 0.2654 | 0.0 | 0.0 | 0.8382 | 0.7490 | 0.9239 | 0.0 | 0.0 | 0.2088 | 0.0 |
| 0.4271 | 30.0 | 1500 | 0.6412 | 0.2769 | 0.3306 | 0.8382 | nan | 0.9016 | 0.9544 | 0.6153 | 0.7497 | 0.3307 | 0.0 | 0.4845 | 0.5851 | 0.0 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6663 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.4165 | 0.3538 | 0.0 | 0.0 | 0.0 | 0.3151 | 0.0 | 0.0 | 0.9151 | 0.8806 | 0.9701 | 0.0 | 0.0 | 0.2557 | 0.0 | nan | 0.7166 | 0.8431 | 0.5148 | 0.7143 | 0.2745 | 0.0 | 0.3858 | 0.3937 | 0.0 | 0.8110 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5152 | 0.0 | 0.0 | 0.7040 | 0.0 | 0.3288 | 0.2387 | 0.0 | 0.0 | 0.0 | 0.2693 | 0.0 | 0.0 | 0.8363 | 0.7431 | 0.9235 | 0.0 | 0.0 | 0.2023 | 0.0 |
| 0.2996 | 30.4 | 1520 | 0.6320 | 0.2803 | 0.3323 | 0.8430 | nan | 0.9176 | 0.9528 | 0.5870 | 0.8010 | 0.3246 | 0.0 | 0.4829 | 0.5975 | 0.0 | 0.9428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.0 | 0.8888 | 0.0 | 0.4324 | 0.3396 | 0.0 | 0.0 | 0.0 | 0.3139 | 0.0 | 0.0 | 0.9282 | 0.8780 | 0.9651 | 0.0 | 0.0 | 0.2940 | 0.0 | nan | 0.7387 | 0.8443 | 0.5328 | 0.7418 | 0.2720 | 0.0 | 0.3946 | 0.3908 | 0.0 | 0.8167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5156 | 0.0 | 0.0 | 0.7091 | 0.0 | 0.3351 | 0.2379 | 0.0 | 0.0 | 0.0 | 0.2681 | 0.0 | 0.0 | 0.8362 | 0.7528 | 0.9250 | 0.0 | 0.0 | 0.2202 | 0.0 |
| 0.3392 | 30.8 | 1540 | 0.6255 | 0.2797 | 0.3345 | 0.8414 | nan | 0.8964 | 0.9477 | 0.6256 | 0.7851 | 0.3788 | 0.0 | 0.4961 | 0.5916 | 0.0 | 0.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6616 | 0.0 | 0.0 | 0.8897 | 0.0 | 0.4526 | 0.3530 | 0.0 | 0.0 | 0.0 | 0.3145 | 0.0 | 0.0 | 0.9310 | 0.8777 | 0.9663 | 0.0 | 0.0 | 0.2673 | 0.0 | nan | 0.7268 | 0.8503 | 0.4849 | 0.7355 | 0.3015 | 0.0 | 0.3984 | 0.3966 | 0.0 | 0.8222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5235 | 0.0 | 0.0 | 0.7054 | 0.0 | 0.3339 | 0.2396 | 0.0 | 0.0 | 0.0 | 0.2685 | 0.0 | 0.0 | 0.8372 | 0.7534 | 0.9251 | 0.0 | 0.0 | 0.2059 | 0.0 |
| 0.2965 | 31.2 | 1560 | 0.6367 | 0.2789 | 0.3312 | 0.8415 | nan | 0.9269 | 0.9523 | 0.5961 | 0.7622 | 0.3118 | 0.0 | 0.4969 | 0.6140 | 0.0 | 0.9472 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6352 | 0.0 | 0.0 | 0.8980 | 0.0 | 0.4180 | 0.3364 | 0.0 | 0.0 | 0.0 | 0.3069 | 0.0 | 0.0 | 0.9211 | 0.8850 | 0.9695 | 0.0 | 0.0 | 0.2831 | 0.0 | nan | 0.7329 | 0.8441 | 0.5433 | 0.7287 | 0.2676 | 0.0 | 0.3809 | 0.3910 | 0.0 | 0.8149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5191 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.3280 | 0.2362 | 0.0 | 0.0 | 0.0 | 0.2642 | 0.0 | 0.0 | 0.8376 | 0.7476 | 0.9244 | 0.0 | 0.0 | 0.2140 | 0.0 |
| 0.3831 | 31.6 | 1580 | 0.6300 | 0.2812 | 0.3332 | 0.8429 | nan | 0.9094 | 0.9529 | 0.5967 | 0.7851 | 0.3383 | 0.0 | 0.4985 | 0.5956 | 0.0 | 0.9411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6727 | 0.0 | 0.0 | 0.9011 | 0.0 | 0.4275 | 0.3208 | 0.0 | 0.0 | 0.0 | 0.3346 | 0.0 | 0.0 | 0.9285 | 0.8705 | 0.9694 | 0.0 | 0.0 | 0.2851 | 0.0 | nan | 0.7337 | 0.8445 | 0.5445 | 0.7378 | 0.2787 | 0.0 | 0.3846 | 0.3957 | 0.0 | 0.8222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5248 | 0.0 | 0.0 | 0.7076 | 0.0 | 0.3366 | 0.2305 | 0.0 | 0.0 | 0.0 | 0.2797 | 0.0 | 0.0 | 0.8416 | 0.7545 | 0.9260 | 0.0 | 0.0 | 0.2181 | 0.0 |
| 0.3493 | 32.0 | 1600 | 0.6407 | 0.2785 | 0.3356 | 0.8400 | nan | 0.9012 | 0.9423 | 0.6217 | 0.7873 | 0.3749 | 0.0 | 0.4880 | 0.5983 | 0.0 | 0.9465 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6982 | 0.0 | 0.0 | 0.8913 | 0.0 | 0.4313 | 0.3725 | 0.0 | 0.0 | 0.0 | 0.3320 | 0.0 | 0.0 | 0.9243 | 0.8959 | 0.9695 | 0.0 | 0.0 | 0.2344 | 0.0 | nan | 0.7114 | 0.8536 | 0.5136 | 0.7126 | 0.2994 | 0.0 | 0.3924 | 0.3971 | 0.0 | 0.8130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5163 | 0.0 | 0.0 | 0.7068 | 0.0 | 0.3303 | 0.2404 | 0.0 | 0.0 | 0.0 | 0.2795 | 0.0 | 0.0 | 0.8369 | 0.7481 | 0.9259 | 0.0 | 0.0 | 0.1920 | 0.0 |
| 0.3436 | 32.4 | 1620 | 0.6411 | 0.2797 | 0.3326 | 0.8412 | nan | 0.9267 | 0.9499 | 0.5514 | 0.7637 | 0.3525 | 0.0 | 0.5014 | 0.6383 | 0.0 | 0.9393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6488 | 0.0 | 0.0 | 0.8973 | 0.0 | 0.4156 | 0.3836 | 0.0 | 0.0 | 0.0 | 0.3289 | 0.0 | 0.0 | 0.9348 | 0.8434 | 0.9690 | 0.0 | 0.0 | 0.2623 | 0.0 | nan | 0.7220 | 0.8468 | 0.5165 | 0.7270 | 0.2840 | 0.0 | 0.3934 | 0.3914 | 0.0 | 0.8211 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5100 | 0.0 | 0.0 | 0.7055 | 0.0 | 0.3275 | 0.2602 | 0.0 | 0.0 | 0.0 | 0.2775 | 0.0 | 0.0 | 0.8389 | 0.7518 | 0.9259 | 0.0 | 0.0 | 0.2099 | 0.0 |
| 0.3519 | 32.8 | 1640 | 0.6279 | 0.2803 | 0.3326 | 0.8424 | nan | 0.9006 | 0.9528 | 0.5944 | 0.8234 | 0.3076 | 0.0 | 0.4970 | 0.5845 | 0.0 | 0.9431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6655 | 0.0 | 0.0 | 0.8913 | 0.0 | 0.4559 | 0.3274 | 0.0 | 0.0 | 0.0 | 0.3196 | 0.0 | 0.0 | 0.9211 | 0.8900 | 0.9693 | 0.0 | 0.0 | 0.2651 | 0.0 | nan | 0.7445 | 0.8418 | 0.5386 | 0.7479 | 0.2611 | 0.0 | 0.3900 | 0.4008 | 0.0 | 0.8198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5284 | 0.0 | 0.0 | 0.7091 | 0.0 | 0.3360 | 0.2321 | 0.0 | 0.0 | 0.0 | 0.2734 | 0.0 | 0.0 | 0.8349 | 0.7426 | 0.9262 | 0.0 | 0.0 | 0.2026 | 0.0 |
| 0.4359 | 33.2 | 1660 | 0.6426 | 0.2794 | 0.3331 | 0.8414 | nan | 0.9304 | 0.9499 | 0.6014 | 0.7611 | 0.3188 | 0.0 | 0.4850 | 0.6366 | 0.0 | 0.9443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6564 | 0.0 | 0.0 | 0.8743 | 0.0 | 0.4532 | 0.3225 | 0.0 | 0.0 | 0.0 | 0.3332 | 0.0 | 0.0 | 0.9382 | 0.8668 | 0.9680 | 0.0 | 0.0 | 0.2871 | 0.0 | nan | 0.7254 | 0.8473 | 0.5447 | 0.7218 | 0.2699 | 0.0 | 0.3871 | 0.3876 | 0.0 | 0.8191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5169 | 0.0 | 0.0 | 0.7093 | 0.0 | 0.3314 | 0.2280 | 0.0 | 0.0 | 0.0 | 0.2796 | 0.0 | 0.0 | 0.8370 | 0.7538 | 0.9272 | 0.0 | 0.0 | 0.2141 | 0.0 |
| 0.2864 | 33.6 | 1680 | 0.6615 | 0.2758 | 0.3289 | 0.8372 | nan | 0.9209 | 0.9509 | 0.6063 | 0.6941 | 0.3526 | 0.0 | 0.5022 | 0.6105 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6613 | 0.0 | 0.0 | 0.9223 | 0.0 | 0.3529 | 0.3426 | 0.0 | 0.0 | 0.0 | 0.3352 | 0.0 | 0.0 | 0.9148 | 0.8885 | 0.9698 | 0.0 | 0.0 | 0.2183 | 0.0 | nan | 0.7027 | 0.8478 | 0.5329 | 0.6720 | 0.2889 | 0.0 | 0.3945 | 0.3956 | 0.0 | 0.8200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5033 | 0.0 | 0.0 | 0.6960 | 0.0 | 0.2995 | 0.2472 | 0.0 | 0.0 | 0.0 | 0.2831 | 0.0 | 0.0 | 0.8392 | 0.7452 | 0.9262 | 0.0 | 0.0 | 0.1834 | 0.0 |
| 0.2795 | 34.0 | 1700 | 0.6369 | 0.2810 | 0.3350 | 0.8426 | nan | 0.9120 | 0.9520 | 0.6168 | 0.7708 | 0.3537 | 0.0 | 0.4978 | 0.5937 | 0.0 | 0.9442 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6760 | 0.0 | 0.0 | 0.8977 | 0.0 | 0.4292 | 0.3539 | 0.0 | 0.0 | 0.0 | 0.3445 | 0.0 | 0.0 | 0.9238 | 0.8757 | 0.9703 | 0.0 | 0.0 | 0.2783 | 0.0 | nan | 0.7260 | 0.8481 | 0.5226 | 0.7362 | 0.2894 | 0.0 | 0.3964 | 0.3960 | 0.0 | 0.8202 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5116 | 0.0 | 0.0 | 0.7095 | 0.0 | 0.3331 | 0.2424 | 0.0 | 0.0 | 0.0 | 0.2883 | 0.0 | 0.0 | 0.8397 | 0.7539 | 0.9264 | 0.0 | 0.0 | 0.2139 | 0.0 |
| 0.2809 | 34.4 | 1720 | 0.6342 | 0.2803 | 0.3341 | 0.8432 | nan | 0.9144 | 0.9513 | 0.5907 | 0.7914 | 0.3386 | 0.0 | 0.5002 | 0.6073 | 0.0 | 0.9444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6870 | 0.0 | 0.0 | 0.8900 | 0.0 | 0.4229 | 0.3337 | 0.0 | 0.0 | 0.0 | 0.3399 | 0.0 | 0.0 | 0.9301 | 0.8865 | 0.9689 | 0.0 | 0.0 | 0.2613 | 0.0 | nan | 0.7315 | 0.8487 | 0.5274 | 0.7364 | 0.2840 | 0.0 | 0.3930 | 0.3953 | 0.0 | 0.8166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5111 | 0.0 | 0.0 | 0.7087 | 0.0 | 0.3336 | 0.2379 | 0.0 | 0.0 | 0.0 | 0.2834 | 0.0 | 0.0 | 0.8369 | 0.7519 | 0.9277 | 0.0 | 0.0 | 0.2047 | 0.0 |
| 0.2926 | 34.8 | 1740 | 0.6361 | 0.2805 | 0.3333 | 0.8417 | nan | 0.9156 | 0.9475 | 0.6039 | 0.7719 | 0.3567 | 0.0 | 0.5087 | 0.5719 | 0.0 | 0.9427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6924 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.3941 | 0.3460 | 0.0 | 0.0 | 0.0 | 0.3368 | 0.0 | 0.0 | 0.9269 | 0.8690 | 0.9715 | 0.0 | 0.0 | 0.2698 | 0.0 | nan | 0.7200 | 0.8492 | 0.5450 | 0.7109 | 0.2920 | 0.0 | 0.3954 | 0.4026 | 0.0 | 0.8197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5170 | 0.0 | 0.0 | 0.7056 | 0.0 | 0.3175 | 0.2451 | 0.0 | 0.0 | 0.0 | 0.2846 | 0.0 | 0.0 | 0.8415 | 0.7558 | 0.9275 | 0.0 | 0.0 | 0.2081 | 0.0 |
| 0.3475 | 35.2 | 1760 | 0.6425 | 0.2810 | 0.3359 | 0.8420 | nan | 0.9072 | 0.9492 | 0.6142 | 0.7957 | 0.3298 | 0.0 | 0.4928 | 0.5961 | 0.0 | 0.9413 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7089 | 0.0 | 0.0 | 0.8849 | 0.0 | 0.4386 | 0.3497 | 0.0 | 0.0 | 0.0 | 0.3410 | 0.0 | 0.0 | 0.9280 | 0.8849 | 0.9715 | 0.0 | 0.0 | 0.2870 | 0.0 | nan | 0.7278 | 0.8464 | 0.5424 | 0.7240 | 0.2750 | 0.0 | 0.3918 | 0.3997 | 0.0 | 0.8241 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5166 | 0.0 | 0.0 | 0.7098 | 0.0 | 0.3390 | 0.2400 | 0.0 | 0.0 | 0.0 | 0.2865 | 0.0 | 0.0 | 0.8361 | 0.7514 | 0.9274 | 0.0 | 0.0 | 0.2172 | 0.0 |
| 0.3079 | 35.6 | 1780 | 0.6318 | 0.2815 | 0.3353 | 0.8421 | nan | 0.8986 | 0.9491 | 0.6034 | 0.7912 | 0.3674 | 0.0 | 0.5018 | 0.5996 | 0.0 | 0.9460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6846 | 0.0 | 0.0 | 0.8921 | 0.0 | 0.4470 | 0.3286 | 0.0 | 0.0 | 0.0 | 0.3315 | 0.0 | 0.0 | 0.9285 | 0.8754 | 0.9703 | 0.0 | 0.0 | 0.2843 | 0.0 | nan | 0.7219 | 0.8490 | 0.5500 | 0.7212 | 0.2938 | 0.0 | 0.3942 | 0.3987 | 0.0 | 0.8225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5247 | 0.0 | 0.0 | 0.7107 | 0.0 | 0.3360 | 0.2305 | 0.0 | 0.0 | 0.0 | 0.2817 | 0.0 | 0.0 | 0.8399 | 0.7553 | 0.9282 | 0.0 | 0.0 | 0.2137 | 0.0 |
| 0.3387 | 36.0 | 1800 | 0.6398 | 0.2806 | 0.3351 | 0.8414 | nan | 0.9147 | 0.9487 | 0.6065 | 0.7587 | 0.3486 | 0.0 | 0.5085 | 0.6111 | 0.0 | 0.9467 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6779 | 0.0 | 0.0 | 0.8984 | 0.0 | 0.3925 | 0.3676 | 0.0 | 0.0 | 0.0 | 0.3387 | 0.0 | 0.0 | 0.9234 | 0.8892 | 0.9718 | 0.0 | 0.0 | 0.2900 | 0.0 | nan | 0.7073 | 0.8535 | 0.5247 | 0.7137 | 0.2883 | 0.0 | 0.4003 | 0.4007 | 0.0 | 0.8207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5182 | 0.0 | 0.0 | 0.7085 | 0.0 | 0.3295 | 0.2525 | 0.0 | 0.0 | 0.0 | 0.2841 | 0.0 | 0.0 | 0.8374 | 0.7504 | 0.9273 | 0.0 | 0.0 | 0.2232 | 0.0 |
| 0.353 | 36.4 | 1820 | 0.6366 | 0.2812 | 0.3340 | 0.8429 | nan | 0.8990 | 0.9528 | 0.5851 | 0.7833 | 0.3531 | 0.0 | 0.5036 | 0.6333 | 0.0 | 0.9468 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6623 | 0.0 | 0.0 | 0.9047 | 0.0 | 0.3893 | 0.3411 | 0.0 | 0.0 | 0.0 | 0.3444 | 0.0 | 0.0 | 0.9330 | 0.8748 | 0.9680 | 0.0 | 0.0 | 0.2812 | 0.0 | nan | 0.7231 | 0.8457 | 0.5366 | 0.7293 | 0.2918 | 0.0 | 0.3941 | 0.3964 | 0.0 | 0.8177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5151 | 0.0 | 0.0 | 0.7096 | 0.0 | 0.3197 | 0.2451 | 0.0 | 0.0 | 0.0 | 0.2880 | 0.0 | 0.0 | 0.8415 | 0.7584 | 0.9291 | 0.0 | 0.0 | 0.2203 | 0.0 |
| 0.3651 | 36.8 | 1840 | 0.6441 | 0.2809 | 0.3325 | 0.8417 | nan | 0.9112 | 0.9519 | 0.6114 | 0.7513 | 0.3439 | 0.0 | 0.5112 | 0.5639 | 0.0 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6871 | 0.0 | 0.0 | 0.9136 | 0.0 | 0.4066 | 0.3437 | 0.0 | 0.0 | 0.0 | 0.3372 | 0.0 | 0.0 | 0.9259 | 0.8716 | 0.9707 | 0.0 | 0.0 | 0.2644 | 0.0 | nan | 0.7087 | 0.8503 | 0.5294 | 0.7131 | 0.2885 | 0.0 | 0.4001 | 0.4039 | 0.0 | 0.8261 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5293 | 0.0 | 0.0 | 0.7053 | 0.0 | 0.3313 | 0.2438 | 0.0 | 0.0 | 0.0 | 0.2856 | 0.0 | 0.0 | 0.8430 | 0.7564 | 0.9282 | 0.0 | 0.0 | 0.2072 | 0.0 |
| 0.3073 | 37.2 | 1860 | 0.6468 | 0.2810 | 0.3346 | 0.8406 | nan | 0.9223 | 0.9433 | 0.6039 | 0.7368 | 0.3718 | 0.0 | 0.5138 | 0.6017 | 0.0 | 0.9489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6509 | 0.0 | 0.0 | 0.8915 | 0.0 | 0.4196 | 0.3052 | 0.0 | 0.0 | 0.0 | 0.3519 | 0.0 | 0.0 | 0.9278 | 0.8895 | 0.9719 | 0.0 | 0.0 | 0.3263 | 0.0 | nan | 0.7052 | 0.8516 | 0.5366 | 0.7012 | 0.2969 | 0.0 | 0.4010 | 0.4007 | 0.0 | 0.8187 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5200 | 0.0 | 0.0 | 0.7125 | 0.0 | 0.3332 | 0.2251 | 0.0 | 0.0 | 0.0 | 0.2916 | 0.0 | 0.0 | 0.8387 | 0.7544 | 0.9276 | 0.0 | 0.0 | 0.2398 | 0.0 |
| 0.4331 | 37.6 | 1880 | 0.6398 | 0.2816 | 0.3362 | 0.8424 | nan | 0.9012 | 0.9534 | 0.6108 | 0.7906 | 0.3207 | 0.0 | 0.5132 | 0.5980 | 0.0 | 0.9424 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7046 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.4445 | 0.3527 | 0.0 | 0.0 | 0.0 | 0.3542 | 0.0 | 0.0 | 0.9206 | 0.8769 | 0.9700 | 0.0 | 0.0 | 0.2780 | 0.0 | nan | 0.7220 | 0.8473 | 0.5391 | 0.7306 | 0.2707 | 0.0 | 0.3963 | 0.4018 | 0.0 | 0.8242 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5264 | 0.0 | 0.0 | 0.7122 | 0.0 | 0.3363 | 0.2354 | 0.0 | 0.0 | 0.0 | 0.2949 | 0.0 | 0.0 | 0.8415 | 0.7557 | 0.9286 | 0.0 | 0.0 | 0.2124 | 0.0 |
| 0.3336 | 38.0 | 1900 | 0.6402 | 0.2813 | 0.3366 | 0.8419 | nan | 0.9057 | 0.9474 | 0.6130 | 0.7764 | 0.3629 | 0.0 | 0.4953 | 0.6091 | 0.0 | 0.9453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7066 | 0.0 | 0.0 | 0.8942 | 0.0 | 0.4472 | 0.3294 | 0.0 | 0.0 | 0.0 | 0.3447 | 0.0 | 0.0 | 0.9256 | 0.8864 | 0.9735 | 0.0 | 0.0 | 0.2811 | 0.0 | nan | 0.7148 | 0.8503 | 0.5302 | 0.7213 | 0.2942 | 0.0 | 0.3992 | 0.4010 | 0.0 | 0.8215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5246 | 0.0 | 0.0 | 0.7111 | 0.0 | 0.3400 | 0.2281 | 0.0 | 0.0 | 0.0 | 0.2888 | 0.0 | 0.0 | 0.8405 | 0.7575 | 0.9275 | 0.0 | 0.0 | 0.2128 | 0.0 |
| 0.3628 | 38.4 | 1920 | 0.6451 | 0.2803 | 0.3339 | 0.8419 | nan | 0.9157 | 0.9506 | 0.6013 | 0.7584 | 0.3272 | 0.0 | 0.5187 | 0.6031 | 0.0 | 0.9455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6922 | 0.0 | 0.0 | 0.9004 | 0.0 | 0.4047 | 0.3112 | 0.0 | 0.0 | 0.0 | 0.3390 | 0.0 | 0.0 | 0.9255 | 0.8911 | 0.9729 | 0.0 | 0.0000 | 0.2961 | 0.0 | nan | 0.7134 | 0.8508 | 0.5294 | 0.7156 | 0.2770 | 0.0 | 0.4017 | 0.4011 | 0.0 | 0.8237 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5241 | 0.0 | 0.0 | 0.7121 | 0.0 | 0.3262 | 0.2266 | 0.0 | 0.0 | 0.0 | 0.2849 | 0.0 | 0.0 | 0.8403 | 0.7520 | 0.9276 | 0.0 | 0.0000 | 0.2235 | 0.0 |
| 0.3378 | 38.8 | 1940 | 0.6329 | 0.2818 | 0.3348 | 0.8434 | nan | 0.9127 | 0.9465 | 0.5858 | 0.7964 | 0.3750 | 0.0 | 0.5024 | 0.6098 | 0.0 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6808 | 0.0 | 0.0 | 0.8976 | 0.0 | 0.4174 | 0.3276 | 0.0 | 0.0 | 0.0 | 0.3451 | 0.0 | 0.0 | 0.9327 | 0.8730 | 0.9706 | 0.0 | 0.0005 | 0.2661 | 0.0 | nan | 0.7267 | 0.8480 | 0.5227 | 0.7435 | 0.2949 | 0.0 | 0.4038 | 0.4030 | 0.0 | 0.8264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5204 | 0.0 | 0.0 | 0.7092 | 0.0 | 0.3240 | 0.2280 | 0.0 | 0.0 | 0.0 | 0.2899 | 0.0 | 0.0 | 0.8409 | 0.7582 | 0.9292 | 0.0 | 0.0005 | 0.2104 | 0.0 |
| 0.3523 | 39.2 | 1960 | 0.6349 | 0.2824 | 0.3353 | 0.8436 | nan | 0.9112 | 0.9520 | 0.5920 | 0.7852 | 0.3394 | 0.0 | 0.5104 | 0.6062 | 0.0 | 0.9452 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6808 | 0.0 | 0.0 | 0.8983 | 0.0 | 0.4215 | 0.3371 | 0.0 | 0.0 | 0.0 | 0.3531 | 0.0 | 0.0 | 0.9274 | 0.8815 | 0.9701 | 0.0 | 0.0000 | 0.2872 | 0.0 | nan | 0.7310 | 0.8457 | 0.5393 | 0.7385 | 0.2799 | 0.0 | 0.3992 | 0.4024 | 0.0 | 0.8248 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5245 | 0.0 | 0.0 | 0.7115 | 0.0 | 0.3345 | 0.2331 | 0.0 | 0.0 | 0.0 | 0.2944 | 0.0 | 0.0 | 0.8416 | 0.7565 | 0.9298 | 0.0 | 0.0000 | 0.2159 | 0.0 |
| 0.3157 | 39.6 | 1980 | 0.6250 | 0.2842 | 0.3374 | 0.8460 | nan | 0.9196 | 0.9467 | 0.5922 | 0.8099 | 0.3500 | 0.0 | 0.5136 | 0.6095 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6812 | 0.0 | 0.0 | 0.8994 | 0.0 | 0.4322 | 0.3447 | 0.0 | 0.0 | 0.0 | 0.3562 | 0.0 | 0.0 | 0.9348 | 0.8775 | 0.9712 | 0.0 | 0.0002 | 0.2918 | 0.0 | nan | 0.7379 | 0.8502 | 0.5435 | 0.7448 | 0.2894 | 0.0 | 0.4010 | 0.4024 | 0.0 | 0.8284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5241 | 0.0 | 0.0 | 0.7128 | 0.0 | 0.3439 | 0.2390 | 0.0 | 0.0 | 0.0 | 0.2957 | 0.0 | 0.0 | 0.8413 | 0.7601 | 0.9295 | 0.0 | 0.0001 | 0.2202 | 0.0 |
| 0.3091 | 40.0 | 2000 | 0.6428 | 0.2819 | 0.3352 | 0.8439 | nan | 0.9164 | 0.9545 | 0.5811 | 0.7845 | 0.3218 | 0.0 | 0.5088 | 0.6127 | 0.0 | 0.9482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6690 | 0.0 | 0.0 | 0.9004 | 0.0 | 0.4326 | 0.3583 | 0.0 | 0.0 | 0.0 | 0.3424 | 0.0 | 0.0 | 0.9202 | 0.8846 | 0.9727 | 0.0 | 0.0004 | 0.2870 | 0.0 | nan | 0.7315 | 0.8476 | 0.5387 | 0.7317 | 0.2720 | 0.0 | 0.3982 | 0.3976 | 0.0 | 0.8193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5167 | 0.0 | 0.0 | 0.7140 | 0.0 | 0.3426 | 0.2420 | 0.0 | 0.0 | 0.0 | 0.2883 | 0.0 | 0.0 | 0.8415 | 0.7529 | 0.9287 | 0.0 | 0.0004 | 0.2197 | 0.0 |
| 0.3324 | 40.4 | 2020 | 0.6305 | 0.2832 | 0.3382 | 0.8453 | nan | 0.9081 | 0.9501 | 0.6112 | 0.8081 | 0.3387 | 0.0 | 0.5193 | 0.6078 | 0.0 | 0.9427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6990 | 0.0 | 0.0 | 0.9021 | 0.0 | 0.4415 | 0.3691 | 0.0 | 0.0 | 0.0 | 0.3462 | 0.0 | 0.0 | 0.9252 | 0.8865 | 0.9728 | 0.0 | 0.0017 | 0.2685 | 0.0 | nan | 0.7342 | 0.8523 | 0.5291 | 0.7446 | 0.2823 | 0.0 | 0.4023 | 0.4058 | 0.0 | 0.8258 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5201 | 0.0 | 0.0 | 0.7108 | 0.0 | 0.3504 | 0.2445 | 0.0 | 0.0 | 0.0 | 0.2902 | 0.0 | 0.0 | 0.8413 | 0.7568 | 0.9290 | 0.0 | 0.0017 | 0.2092 | 0.0 |
| 0.446 | 40.8 | 2040 | 0.6335 | 0.2823 | 0.3354 | 0.8436 | nan | 0.9158 | 0.9466 | 0.6004 | 0.7753 | 0.3634 | 0.0 | 0.5087 | 0.6236 | 0.0 | 0.9416 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6766 | 0.0 | 0.0 | 0.9036 | 0.0 | 0.3974 | 0.3363 | 0.0 | 0.0 | 0.0 | 0.3486 | 0.0 | 0.0 | 0.9336 | 0.8864 | 0.9729 | 0.0 | 0.0003 | 0.2717 | 0.0 | nan | 0.7228 | 0.8505 | 0.5378 | 0.7275 | 0.2928 | 0.0 | 0.3973 | 0.4040 | 0.0 | 0.8271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5219 | 0.0 | 0.0 | 0.7113 | 0.0 | 0.3299 | 0.2440 | 0.0 | 0.0 | 0.0 | 0.2917 | 0.0 | 0.0 | 0.8392 | 0.7599 | 0.9290 | 0.0 | 0.0003 | 0.2106 | 0.0 |
| 0.2991 | 41.2 | 2060 | 0.6400 | 0.2819 | 0.3346 | 0.8430 | nan | 0.9021 | 0.9569 | 0.6020 | 0.7808 | 0.3141 | 0.0 | 0.5107 | 0.6066 | 0.0 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6738 | 0.0 | 0.0 | 0.8978 | 0.0 | 0.4379 | 0.3122 | 0.0 | 0.0 | 0.0 | 0.3561 | 0.0 | 0.0 | 0.9229 | 0.8815 | 0.9712 | 0.0 | 0.0002 | 0.3062 | 0.0 | nan | 0.7281 | 0.8460 | 0.5370 | 0.7257 | 0.2681 | 0.0 | 0.3941 | 0.4008 | 0.0 | 0.8270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5334 | 0.0 | 0.0 | 0.7140 | 0.0 | 0.3370 | 0.2272 | 0.0 | 0.0 | 0.0 | 0.2963 | 0.0 | 0.0 | 0.8422 | 0.7558 | 0.9299 | 0.0 | 0.0002 | 0.2222 | 0.0 |
| 0.2577 | 41.6 | 2080 | 0.6273 | 0.2827 | 0.3367 | 0.8433 | nan | 0.9083 | 0.9458 | 0.6065 | 0.7727 | 0.3782 | 0.0 | 0.5244 | 0.5984 | 0.0 | 0.9455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6865 | 0.0 | 0.0 | 0.9076 | 0.0 | 0.4176 | 0.3493 | 0.0 | 0.0 | 0.0 | 0.3545 | 0.0 | 0.0 | 0.9272 | 0.8876 | 0.9708 | 0.0 | 0.0003 | 0.2670 | 0.0 | nan | 0.7190 | 0.8537 | 0.5356 | 0.7125 | 0.3026 | 0.0 | 0.4038 | 0.4057 | 0.0 | 0.8259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5295 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.3325 | 0.2436 | 0.0 | 0.0 | 0.0 | 0.2964 | 0.0 | 0.0 | 0.8426 | 0.7589 | 0.9302 | 0.0 | 0.0003 | 0.2075 | 0.0 |
| 0.2437 | 42.0 | 2100 | 0.6321 | 0.2827 | 0.3357 | 0.8439 | nan | 0.9057 | 0.9521 | 0.6023 | 0.7836 | 0.3366 | 0.0 | 0.5205 | 0.6125 | 0.0 | 0.9438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6864 | 0.0 | 0.0 | 0.9087 | 0.0 | 0.4109 | 0.3239 | 0.0 | 0.0 | 0.0 | 0.3558 | 0.0 | 0.0 | 0.9261 | 0.8823 | 0.9705 | 0.0 | 0.0011 | 0.2920 | 0.0 | nan | 0.7288 | 0.8478 | 0.5416 | 0.7320 | 0.2805 | 0.0 | 0.3960 | 0.4063 | 0.0 | 0.8286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5299 | 0.0 | 0.0 | 0.7129 | 0.0 | 0.3234 | 0.2309 | 0.0 | 0.0 | 0.0 | 0.2972 | 0.0 | 0.0 | 0.8438 | 0.7595 | 0.9304 | 0.0 | 0.0011 | 0.2199 | 0.0 |
| 0.3548 | 42.4 | 2120 | 0.6317 | 0.2831 | 0.3370 | 0.8445 | nan | 0.9133 | 0.9517 | 0.6028 | 0.7868 | 0.3391 | 0.0 | 0.5153 | 0.5879 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7178 | 0.0 | 0.0 | 0.9042 | 0.0 | 0.3861 | 0.3665 | 0.0 | 0.0 | 0.0 | 0.3643 | 0.0 | 0.0 | 0.9244 | 0.8901 | 0.9723 | 0.0 | 0.0010 | 0.2925 | 0.0 | nan | 0.7290 | 0.8519 | 0.5360 | 0.7372 | 0.2841 | 0.0 | 0.3997 | 0.4093 | 0.0 | 0.8285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5271 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.3179 | 0.2480 | 0.0 | 0.0 | 0.0 | 0.3012 | 0.0 | 0.0 | 0.8393 | 0.7536 | 0.9296 | 0.0 | 0.0010 | 0.2212 | 0.0 |
| 0.2519 | 42.8 | 2140 | 0.6322 | 0.2827 | 0.3354 | 0.8445 | nan | 0.9146 | 0.9501 | 0.6036 | 0.7848 | 0.3492 | 0.0 | 0.5133 | 0.6009 | 0.0 | 0.9451 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6921 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.3731 | 0.3440 | 0.0 | 0.0 | 0.0 | 0.3634 | 0.0 | 0.0 | 0.9296 | 0.8763 | 0.9724 | 0.0 | 0.0010 | 0.2798 | 0.0 | nan | 0.7241 | 0.8515 | 0.5364 | 0.7345 | 0.2894 | 0.0 | 0.4034 | 0.4073 | 0.0 | 0.8253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5263 | 0.0 | 0.0 | 0.7099 | 0.0 | 0.3078 | 0.2443 | 0.0 | 0.0 | 0.0 | 0.3013 | 0.0 | 0.0 | 0.8437 | 0.7608 | 0.9298 | 0.0 | 0.0010 | 0.2159 | 0.0 |
| 0.275 | 43.2 | 2160 | 0.6368 | 0.2833 | 0.3374 | 0.8434 | nan | 0.9058 | 0.9532 | 0.6054 | 0.7740 | 0.3447 | 0.0 | 0.5067 | 0.5989 | 0.0 | 0.9488 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7074 | 0.0 | 0.0 | 0.9007 | 0.0 | 0.4272 | 0.3609 | 0.0 | 0.0 | 0.0 | 0.3579 | 0.0 | 0.0 | 0.9222 | 0.8823 | 0.9725 | 0.0 | 0.0051 | 0.2991 | 0.0 | nan | 0.7228 | 0.8475 | 0.5442 | 0.7262 | 0.2855 | 0.0 | 0.3968 | 0.4046 | 0.0 | 0.8230 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5262 | 0.0 | 0.0 | 0.7152 | 0.0 | 0.3375 | 0.2463 | 0.0 | 0.0 | 0.0 | 0.2984 | 0.0 | 0.0 | 0.8432 | 0.7559 | 0.9298 | 0.0 | 0.0051 | 0.2229 | 0.0 |
| 0.357 | 43.6 | 2180 | 0.6373 | 0.2837 | 0.3380 | 0.8440 | nan | 0.9100 | 0.9519 | 0.5992 | 0.7804 | 0.3476 | 0.0 | 0.5014 | 0.6046 | 0.0 | 0.9414 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7171 | 0.0 | 0.0 | 0.8995 | 0.0 | 0.4276 | 0.3742 | 0.0 | 0.0 | 0.0 | 0.3613 | 0.0 | 0.0 | 0.9259 | 0.8901 | 0.9719 | 0.0 | 0.0077 | 0.2811 | 0.0 | nan | 0.7280 | 0.8485 | 0.5382 | 0.7278 | 0.2877 | 0.0 | 0.3975 | 0.4056 | 0.0 | 0.8300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5271 | 0.0 | 0.0 | 0.7146 | 0.0 | 0.3410 | 0.2515 | 0.0 | 0.0 | 0.0 | 0.2997 | 0.0 | 0.0 | 0.8392 | 0.7543 | 0.9303 | 0.0 | 0.0076 | 0.2168 | 0.0 |
| 0.2715 | 44.0 | 2200 | 0.6300 | 0.2841 | 0.3390 | 0.8446 | nan | 0.9019 | 0.9507 | 0.6033 | 0.7953 | 0.3516 | 0.0 | 0.5189 | 0.6222 | 0.0 | 0.9445 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7024 | 0.0 | 0.0 | 0.8993 | 0.0 | 0.4278 | 0.3749 | 0.0 | 0.0 | 0.0 | 0.3613 | 0.0 | 0.0 | 0.9300 | 0.8815 | 0.9718 | 0.0 | 0.0074 | 0.2824 | 0.0 | nan | 0.7301 | 0.8489 | 0.5301 | 0.7339 | 0.2892 | 0.0 | 0.4044 | 0.4043 | 0.0 | 0.8268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5254 | 0.0 | 0.0 | 0.7149 | 0.0 | 0.3419 | 0.2532 | 0.0 | 0.0 | 0.0 | 0.2997 | 0.0 | 0.0 | 0.8414 | 0.7608 | 0.9304 | 0.0 | 0.0073 | 0.2169 | 0.0 |
| 0.296 | 44.4 | 2220 | 0.6370 | 0.2836 | 0.3366 | 0.8448 | nan | 0.9177 | 0.9524 | 0.5981 | 0.7768 | 0.3251 | 0.0 | 0.5173 | 0.6082 | 0.0 | 0.9434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7014 | 0.0 | 0.0 | 0.9090 | 0.0 | 0.3956 | 0.3633 | 0.0 | 0.0 | 0.0 | 0.3607 | 0.0 | 0.0 | 0.9299 | 0.8809 | 0.9714 | 0.0 | 0.0099 | 0.2825 | 0.0 | nan | 0.7277 | 0.8500 | 0.5310 | 0.7310 | 0.2768 | 0.0 | 0.4025 | 0.4067 | 0.0 | 0.8290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5305 | 0.0 | 0.0 | 0.7134 | 0.0 | 0.3306 | 0.2546 | 0.0 | 0.0 | 0.0 | 0.2995 | 0.0 | 0.0 | 0.8416 | 0.7599 | 0.9306 | 0.0 | 0.0098 | 0.2172 | 0.0 |
| 0.2938 | 44.8 | 2240 | 0.6356 | 0.2838 | 0.3381 | 0.8450 | nan | 0.9084 | 0.9523 | 0.5857 | 0.7985 | 0.3389 | 0.0 | 0.5128 | 0.6084 | 0.0 | 0.9490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7049 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.4398 | 0.3642 | 0.0 | 0.0 | 0.0 | 0.3571 | 0.0 | 0.0 | 0.9269 | 0.8862 | 0.9726 | 0.0 | 0.0085 | 0.2834 | 0.0 | nan | 0.7298 | 0.8499 | 0.5354 | 0.7345 | 0.2844 | 0.0 | 0.4013 | 0.4050 | 0.0 | 0.8243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5253 | 0.0 | 0.0 | 0.7163 | 0.0 | 0.3436 | 0.2459 | 0.0 | 0.0 | 0.0 | 0.2973 | 0.0 | 0.0 | 0.8423 | 0.7578 | 0.9302 | 0.0 | 0.0084 | 0.2171 | 0.0 |
| 0.3444 | 45.2 | 2260 | 0.6378 | 0.2838 | 0.3366 | 0.8450 | nan | 0.9139 | 0.9506 | 0.5811 | 0.7960 | 0.3489 | 0.0 | 0.5043 | 0.6117 | 0.0 | 0.9429 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6932 | 0.0 | 0.0 | 0.9158 | 0.0 | 0.3896 | 0.3592 | 0.0 | 0.0 | 0.0 | 0.3710 | 0.0 | 0.0 | 0.9246 | 0.8836 | 0.9719 | 0.0 | 0.0115 | 0.2739 | 0.0 | nan | 0.7284 | 0.8503 | 0.5353 | 0.7357 | 0.2867 | 0.0 | 0.3994 | 0.4063 | 0.0 | 0.8309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5304 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.3196 | 0.2487 | 0.0 | 0.0 | 0.0 | 0.3047 | 0.0 | 0.0 | 0.8438 | 0.7605 | 0.9305 | 0.0 | 0.0114 | 0.2156 | 0.0 |
| 0.3901 | 45.6 | 2280 | 0.6350 | 0.2841 | 0.3381 | 0.8447 | nan | 0.9130 | 0.9486 | 0.5974 | 0.7909 | 0.3553 | 0.0 | 0.5118 | 0.6193 | 0.0 | 0.9459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6916 | 0.0 | 0.0 | 0.8993 | 0.0 | 0.3965 | 0.3624 | 0.0 | 0.0 | 0.0 | 0.3728 | 0.0 | 0.0 | 0.9318 | 0.8800 | 0.9722 | 0.0 | 0.0117 | 0.2949 | 0.0 | nan | 0.7220 | 0.8523 | 0.5333 | 0.7371 | 0.2906 | 0.0 | 0.4042 | 0.4047 | 0.0 | 0.8284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5288 | 0.0 | 0.0 | 0.7136 | 0.0 | 0.3227 | 0.2481 | 0.0 | 0.0 | 0.0 | 0.3042 | 0.0 | 0.0 | 0.8416 | 0.7623 | 0.9306 | 0.0 | 0.0115 | 0.2240 | 0.0 |
| 0.2613 | 46.0 | 2300 | 0.6456 | 0.2825 | 0.3352 | 0.8438 | nan | 0.9255 | 0.9513 | 0.5876 | 0.7639 | 0.3329 | 0.0 | 0.5091 | 0.6051 | 0.0 | 0.9460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6952 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.3870 | 0.3567 | 0.0 | 0.0 | 0.0 | 0.3589 | 0.0 | 0.0 | 0.9250 | 0.8831 | 0.9721 | 0.0 | 0.0129 | 0.2745 | 0.0 | nan | 0.7192 | 0.8508 | 0.5345 | 0.7288 | 0.2799 | 0.0 | 0.3986 | 0.4038 | 0.0 | 0.8275 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5291 | 0.0 | 0.0 | 0.7122 | 0.0 | 0.3142 | 0.2470 | 0.0 | 0.0 | 0.0 | 0.2997 | 0.0 | 0.0 | 0.8435 | 0.7592 | 0.9305 | 0.0 | 0.0127 | 0.2152 | 0.0 |
| 0.2849 | 46.4 | 2320 | 0.6370 | 0.2838 | 0.3371 | 0.8447 | nan | 0.9062 | 0.9524 | 0.6058 | 0.7879 | 0.3519 | 0.0 | 0.5141 | 0.6140 | 0.0 | 0.9449 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6878 | 0.0 | 0.0 | 0.9100 | 0.0 | 0.3961 | 0.3550 | 0.0 | 0.0 | 0.0 | 0.3628 | 0.0 | 0.0 | 0.9247 | 0.8827 | 0.9722 | 0.0 | 0.0138 | 0.2791 | 0.0 | nan | 0.7274 | 0.8498 | 0.5370 | 0.7366 | 0.2880 | 0.0 | 0.4025 | 0.4042 | 0.0 | 0.8285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5304 | 0.0 | 0.0 | 0.7132 | 0.0 | 0.3211 | 0.2469 | 0.0 | 0.0 | 0.0 | 0.3011 | 0.0 | 0.0 | 0.8429 | 0.7607 | 0.9306 | 0.0 | 0.0136 | 0.2164 | 0.0 |
| 0.2599 | 46.8 | 2340 | 0.6385 | 0.2839 | 0.3383 | 0.8446 | nan | 0.9125 | 0.9515 | 0.5988 | 0.7867 | 0.3383 | 0.0 | 0.5109 | 0.6167 | 0.0 | 0.9444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6999 | 0.0 | 0.0 | 0.8998 | 0.0 | 0.4217 | 0.3582 | 0.0 | 0.0 | 0.0 | 0.3618 | 0.0 | 0.0 | 0.9241 | 0.8944 | 0.9728 | 0.0 | 0.0140 | 0.2960 | 0.0 | nan | 0.7253 | 0.8508 | 0.5379 | 0.7364 | 0.2833 | 0.0 | 0.4010 | 0.4031 | 0.0 | 0.8290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5276 | 0.0 | 0.0 | 0.7151 | 0.0 | 0.3357 | 0.2444 | 0.0 | 0.0 | 0.0 | 0.2996 | 0.0 | 0.0 | 0.8416 | 0.7563 | 0.9304 | 0.0 | 0.0138 | 0.2217 | 0.0 |
| 0.3051 | 47.2 | 2360 | 0.6322 | 0.2843 | 0.3384 | 0.8449 | nan | 0.9056 | 0.9501 | 0.6024 | 0.7992 | 0.3467 | 0.0 | 0.5156 | 0.6115 | 0.0 | 0.9455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7007 | 0.0 | 0.0 | 0.9005 | 0.0 | 0.4145 | 0.3529 | 0.0 | 0.0 | 0.0 | 0.3639 | 0.0 | 0.0 | 0.9305 | 0.8834 | 0.9705 | 0.0 | 0.0145 | 0.2967 | 0.0 | nan | 0.7256 | 0.8512 | 0.5395 | 0.7363 | 0.2865 | 0.0 | 0.4030 | 0.4059 | 0.0 | 0.8285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5279 | 0.0 | 0.0 | 0.7145 | 0.0 | 0.3315 | 0.2443 | 0.0 | 0.0 | 0.0 | 0.3009 | 0.0 | 0.0 | 0.8422 | 0.7621 | 0.9314 | 0.0 | 0.0143 | 0.2224 | 0.0 |
| 0.3295 | 47.6 | 2380 | 0.6335 | 0.2843 | 0.3385 | 0.8448 | nan | 0.9076 | 0.9511 | 0.5946 | 0.7985 | 0.3416 | 0.0 | 0.5124 | 0.6087 | 0.0 | 0.9466 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7039 | 0.0 | 0.0 | 0.8969 | 0.0 | 0.4223 | 0.3597 | 0.0 | 0.0 | 0.0 | 0.3662 | 0.0 | 0.0 | 0.9273 | 0.8890 | 0.9726 | 0.0 | 0.0139 | 0.2955 | 0.0 | nan | 0.7261 | 0.8504 | 0.5418 | 0.7353 | 0.2840 | 0.0 | 0.3997 | 0.4052 | 0.0 | 0.8276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5280 | 0.0 | 0.0 | 0.7159 | 0.0 | 0.3352 | 0.2454 | 0.0 | 0.0 | 0.0 | 0.3018 | 0.0 | 0.0 | 0.8429 | 0.7597 | 0.9307 | 0.0 | 0.0137 | 0.2220 | 0.0 |
| 0.3076 | 48.0 | 2400 | 0.6354 | 0.2839 | 0.3371 | 0.8449 | nan | 0.9013 | 0.9540 | 0.5975 | 0.8009 | 0.3376 | 0.0 | 0.5096 | 0.6170 | 0.0 | 0.9443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6890 | 0.0 | 0.0 | 0.9068 | 0.0 | 0.4008 | 0.3547 | 0.0 | 0.0 | 0.0 | 0.3703 | 0.0 | 0.0 | 0.9272 | 0.8803 | 0.9721 | 0.0 | 0.0159 | 0.2833 | 0.0 | nan | 0.7289 | 0.8493 | 0.5403 | 0.7362 | 0.2811 | 0.0 | 0.3987 | 0.4042 | 0.0 | 0.8300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5282 | 0.0 | 0.0 | 0.7131 | 0.0 | 0.3234 | 0.2461 | 0.0 | 0.0 | 0.0 | 0.3041 | 0.0 | 0.0 | 0.8440 | 0.7614 | 0.9308 | 0.0 | 0.0155 | 0.2175 | 0.0 |
| 0.306 | 48.4 | 2420 | 0.6358 | 0.2836 | 0.3364 | 0.8446 | nan | 0.9125 | 0.9514 | 0.6005 | 0.7840 | 0.3395 | 0.0 | 0.5120 | 0.6077 | 0.0 | 0.9452 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6902 | 0.0 | 0.0 | 0.9049 | 0.0 | 0.4001 | 0.3406 | 0.0 | 0.0 | 0.0 | 0.3646 | 0.0 | 0.0 | 0.9304 | 0.8802 | 0.9712 | 0.0 | 0.0157 | 0.2882 | 0.0 | nan | 0.7236 | 0.8512 | 0.5370 | 0.7335 | 0.2827 | 0.0 | 0.4008 | 0.4065 | 0.0 | 0.8291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5290 | 0.0 | 0.0 | 0.7132 | 0.0 | 0.3206 | 0.2414 | 0.0 | 0.0 | 0.0 | 0.3014 | 0.0 | 0.0 | 0.8427 | 0.7619 | 0.9312 | 0.0 | 0.0154 | 0.2195 | 0.0 |
| 0.2623 | 48.8 | 2440 | 0.6342 | 0.2839 | 0.3381 | 0.8444 | nan | 0.9127 | 0.9487 | 0.6027 | 0.7876 | 0.3482 | 0.0 | 0.5157 | 0.6140 | 0.0 | 0.9431 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6961 | 0.0 | 0.0 | 0.9053 | 0.0 | 0.4075 | 0.3583 | 0.0 | 0.0 | 0.0 | 0.3654 | 0.0 | 0.0 | 0.9251 | 0.8914 | 0.9738 | 0.0 | 0.0143 | 0.2854 | 0.0 | nan | 0.7237 | 0.8518 | 0.5387 | 0.7316 | 0.2869 | 0.0 | 0.4022 | 0.4066 | 0.0 | 0.8309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5283 | 0.0 | 0.0 | 0.7137 | 0.0 | 0.3254 | 0.2469 | 0.0 | 0.0 | 0.0 | 0.3021 | 0.0 | 0.0 | 0.8428 | 0.7587 | 0.9298 | 0.0 | 0.0140 | 0.2182 | 0.0 |
| 0.2494 | 49.2 | 2460 | 0.6372 | 0.2839 | 0.3377 | 0.8441 | nan | 0.9121 | 0.9506 | 0.6043 | 0.7734 | 0.3497 | 0.0 | 0.5153 | 0.6076 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6948 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.4125 | 0.3576 | 0.0 | 0.0 | 0.0 | 0.3646 | 0.0 | 0.0 | 0.9270 | 0.8869 | 0.9730 | 0.0 | 0.0143 | 0.2903 | 0.0 | nan | 0.7210 | 0.8511 | 0.5373 | 0.7297 | 0.2867 | 0.0 | 0.4017 | 0.4059 | 0.0 | 0.8284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5309 | 0.0 | 0.0 | 0.7149 | 0.0 | 0.3281 | 0.2462 | 0.0 | 0.0 | 0.0 | 0.3017 | 0.0 | 0.0 | 0.8432 | 0.7605 | 0.9304 | 0.0 | 0.0141 | 0.2201 | 0.0 |
| 0.2411 | 49.6 | 2480 | 0.6353 | 0.2838 | 0.3373 | 0.8443 | nan | 0.9128 | 0.9496 | 0.6019 | 0.7793 | 0.3468 | 0.0 | 0.5182 | 0.6107 | 0.0 | 0.9421 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6947 | 0.0 | 0.0 | 0.9064 | 0.0 | 0.4011 | 0.3651 | 0.0 | 0.0 | 0.0 | 0.3610 | 0.0 | 0.0 | 0.9318 | 0.8792 | 0.9705 | 0.0 | 0.0149 | 0.2827 | 0.0 | nan | 0.7221 | 0.8517 | 0.5390 | 0.7298 | 0.2859 | 0.0 | 0.4017 | 0.4064 | 0.0 | 0.8315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5277 | 0.0 | 0.0 | 0.7128 | 0.0 | 0.3236 | 0.2505 | 0.0 | 0.0 | 0.0 | 0.3001 | 0.0 | 0.0 | 0.8418 | 0.7627 | 0.9313 | 0.0 | 0.0147 | 0.2176 | 0.0 |
| 0.2768 | 50.0 | 2500 | 0.6351 | 0.2834 | 0.3374 | 0.8443 | nan | 0.9045 | 0.9530 | 0.6075 | 0.7798 | 0.3400 | 0.0 | 0.5121 | 0.6170 | 0.0 | 0.9458 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6956 | 0.0 | 0.0 | 0.9045 | 0.0 | 0.4037 | 0.3503 | 0.0 | 0.0 | 0.0 | 0.3679 | 0.0 | 0.0 | 0.9274 | 0.8889 | 0.9722 | 0.0 | 0.0119 | 0.2879 | 0.0 | nan | 0.7249 | 0.8500 | 0.5367 | 0.7300 | 0.2828 | 0.0 | 0.4008 | 0.4039 | 0.0 | 0.8291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5268 | 0.0 | 0.0 | 0.7142 | 0.0 | 0.3242 | 0.2450 | 0.0 | 0.0 | 0.0 | 0.3031 | 0.0 | 0.0 | 0.8429 | 0.7587 | 0.9308 | 0.0 | 0.0117 | 0.2194 | 0.0 |
### Framework versions
- Transformers 4.34.1
- Pytorch 1.11.0+cu113
- Datasets 2.15.0
- Tokenizers 0.14.1
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