segformer-b0-finetuned-segments-sidewalk-oct-22
This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:
- Loss: 0.6403
- Mean Iou: 0.3210
- Mean Accuracy: 0.3874
- Overall Accuracy: 0.8493
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8443
- Accuracy Flat-sidewalk: 0.9507
- Accuracy Flat-crosswalk: 0.6730
- Accuracy Flat-cyclinglane: 0.7954
- Accuracy Flat-parkingdriveway: 0.5373
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.5756
- Accuracy Human-person: 0.7428
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9401
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.7730
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8978
- Accuracy Construction-door: 0.0147
- Accuracy Construction-wall: 0.5139
- Accuracy Construction-fenceguardrail: 0.4087
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0052
- Accuracy Object-pole: 0.3614
- Accuracy Object-trafficsign: 0.0023
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9300
- Accuracy Nature-terrain: 0.8478
- Accuracy Sky: 0.9626
- Accuracy Void-ground: 0.0113
- Accuracy Void-dynamic: 0.2611
- Accuracy Void-static: 0.3470
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7257
- Iou Flat-sidewalk: 0.8649
- Iou Flat-crosswalk: 0.5071
- Iou Flat-cyclinglane: 0.7349
- Iou Flat-parkingdriveway: 0.3991
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.4485
- Iou Human-person: 0.5331
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8156
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.5762
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7181
- Iou Construction-door: 0.0126
- Iou Construction-wall: 0.4252
- Iou Construction-fenceguardrail: 0.3330
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0052
- Iou Object-pole: 0.2809
- Iou Object-trafficsign: 0.0023
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8503
- Iou Nature-terrain: 0.7313
- Iou Sky: 0.9150
- Iou Void-ground: 0.0111
- Iou Void-dynamic: 0.1348
- Iou Void-static: 0.2484
- Iou Void-unclear: 0.0
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
- mixed_precision_training: Native AMP
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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2.7727 | 0.2 | 20 | 2.9721 | 0.0928 | 0.1420 | 0.6366 | nan | 0.5569 | 0.9092 | 0.0 | 0.0076 | 0.0017 | nan | 0.0002 | 0.0 | 0.0 | 0.9175 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.6650 | 0.0 | 0.0001 | 0.0000 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9510 | 0.0426 | 0.4922 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.3710 | 0.6807 | 0.0 | 0.0069 | 0.0017 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.4408 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.4608 | 0.0 | 0.0001 | 0.0000 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5801 | 0.0398 | 0.4784 | 0.0 | 0.0 | 0.0001 | 0.0 |
2.238 | 0.4 | 40 | 2.1527 | 0.1130 | 0.1611 | 0.6761 | nan | 0.6797 | 0.8999 | 0.0 | 0.0010 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.8137 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8632 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9372 | 0.2053 | 0.7560 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4084 | 0.7102 | 0.0 | 0.0010 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5241 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5124 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6724 | 0.1821 | 0.7177 | 0.0 | 0.0 | 0.0 | 0.0 |
1.9471 | 0.6 | 60 | 1.8291 | 0.1157 | 0.1654 | 0.6877 | nan | 0.7371 | 0.8972 | 0.0 | 0.0068 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.8289 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9405 | 0.1543 | 0.8236 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4418 | 0.7392 | 0.0 | 0.0068 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5390 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5254 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6578 | 0.1456 | 0.7628 | 0.0 | 0.0 | 0.0 | 0.0 |
1.6906 | 0.8 | 80 | 1.7004 | 0.1256 | 0.1721 | 0.6823 | nan | 0.8686 | 0.8250 | 0.0 | 0.0001 | 0.0004 | nan | 0.0 | 0.0 | 0.0 | 0.7735 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9051 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9426 | 0.3146 | 0.8771 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3993 | 0.7342 | 0.0 | 0.0001 | 0.0004 | nan | 0.0 | 0.0 | 0.0 | 0.5841 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5382 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6890 | 0.2932 | 0.7793 | 0.0 | 0.0 | 0.0 | 0.0 |
1.5838 | 1.0 | 100 | 1.5630 | 0.1365 | 0.1844 | 0.7118 | nan | 0.8489 | 0.8837 | 0.0 | 0.0264 | 0.0020 | nan | 0.0 | 0.0 | 0.0 | 0.8543 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9056 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9222 | 0.5818 | 0.8760 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4518 | 0.7677 | 0.0 | 0.0261 | 0.0020 | nan | 0.0 | 0.0 | 0.0 | 0.5732 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5553 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7227 | 0.4820 | 0.7878 | 0.0 | 0.0 | 0.0 | 0.0 |
1.5333 | 1.2 | 120 | 1.4630 | 0.1476 | 0.1931 | 0.7305 | nan | 0.8272 | 0.9077 | 0.0 | 0.2708 | 0.0021 | nan | 0.0 | 0.0 | 0.0 | 0.8351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9227 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9189 | 0.6225 | 0.8723 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5050 | 0.7766 | 0.0 | 0.2571 | 0.0021 | nan | 0.0 | 0.0 | 0.0 | 0.5894 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5407 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7378 | 0.5162 | 0.7979 | 0.0 | 0.0 | 0.0 | 0.0 |
1.5257 | 1.4 | 140 | 1.3623 | 0.1524 | 0.1975 | 0.7413 | nan | 0.8027 | 0.9292 | 0.0 | 0.3772 | 0.0039 | nan | 0.0 | 0.0 | 0.0 | 0.8747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9247 | 0.6325 | 0.8664 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5422 | 0.7746 | 0.0 | 0.3541 | 0.0039 | nan | 0.0 | 0.0 | 0.0 | 0.5923 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5577 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7428 | 0.5094 | 0.7994 | 0.0 | 0.0 | 0.0 | 0.0 |
1.1982 | 1.6 | 160 | 1.3086 | 0.1566 | 0.2026 | 0.7470 | nan | 0.8030 | 0.9364 | 0.0 | 0.4093 | 0.0064 | nan | 0.0 | 0.0 | 0.0 | 0.8873 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8903 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9132 | 0.7581 | 0.8795 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5346 | 0.7782 | 0.0 | 0.3815 | 0.0064 | nan | 0.0 | 0.0 | 0.0 | 0.5959 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5771 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7491 | 0.5765 | 0.8104 | 0.0 | 0.0 | 0.0 | 0.0 |
1.319 | 1.8 | 180 | 1.2643 | 0.1582 | 0.2055 | 0.7413 | nan | 0.8847 | 0.8843 | 0.0 | 0.4445 | 0.0082 | nan | 0.0 | 0.0 | 0.0 | 0.8383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9146 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9081 | 0.8122 | 0.8794 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4947 | 0.7856 | 0.0 | 0.4055 | 0.0082 | nan | 0.0 | 0.0 | 0.0 | 0.6241 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5678 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7527 | 0.6062 | 0.8164 | 0.0 | 0.0 | 0.0 | 0.0 |
1.1932 | 2.0 | 200 | 1.2048 | 0.1612 | 0.2076 | 0.7487 | nan | 0.8628 | 0.8976 | 0.0 | 0.4935 | 0.0153 | nan | 0.0 | 0.0 | 0.0 | 0.8357 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9179 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9265 | 0.8175 | 0.8779 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5206 | 0.7873 | 0.0 | 0.4420 | 0.0151 | nan | 0.0 | 0.0 | 0.0 | 0.6338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5695 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7570 | 0.6125 | 0.8192 | 0.0 | 0.0 | 0.0 | 0.0 |
1.759 | 2.2 | 220 | 1.1467 | 0.1609 | 0.2063 | 0.7529 | nan | 0.8607 | 0.9149 | 0.0 | 0.4514 | 0.0110 | nan | 0.0 | 0.0 | 0.0 | 0.8745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9142 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9340 | 0.7428 | 0.8980 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5233 | 0.7989 | 0.0 | 0.4139 | 0.0108 | nan | 0.0 | 0.0 | 0.0 | 0.6346 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5787 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7607 | 0.6054 | 0.8217 | 0.0 | 0.0 | 0.0 | 0.0 |
1.1517 | 2.4 | 240 | 1.1088 | 0.1647 | 0.2117 | 0.7565 | nan | 0.8861 | 0.8980 | 0.0 | 0.5376 | 0.0258 | nan | 0.0 | 0.0 | 0.0 | 0.8844 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9263 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9254 | 0.8261 | 0.8634 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5320 | 0.8072 | 0.0 | 0.4647 | 0.0250 | nan | 0.0 | 0.0 | 0.0 | 0.6355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5708 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7720 | 0.6436 | 0.8195 | 0.0 | 0.0 | 0.0 | 0.0 |
1.1605 | 2.6 | 260 | 1.0856 | 0.1683 | 0.2148 | 0.7645 | nan | 0.8869 | 0.9101 | 0.0 | 0.6397 | 0.0300 | nan | 0.0 | 0.0 | 0.0 | 0.8903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9173 | 0.0 | 0.0013 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9303 | 0.7561 | 0.9104 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5582 | 0.8064 | 0.0 | 0.5093 | 0.0290 | nan | 0.0 | 0.0 | 0.0 | 0.6504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5849 | 0.0 | 0.0013 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7802 | 0.6382 | 0.8274 | 0.0 | 0.0 | 0.0 | 0.0 |
1.1048 | 2.8 | 280 | 1.0169 | 0.1695 | 0.2149 | 0.7677 | nan | 0.8066 | 0.9534 | 0.0 | 0.6076 | 0.0414 | nan | 0.0002 | 0.0 | 0.0 | 0.8940 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9213 | 0.0 | 0.0013 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8859 | 0.8667 | 0.8992 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5941 | 0.7906 | 0.0 | 0.5400 | 0.0395 | nan | 0.0002 | 0.0 | 0.0 | 0.6558 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5897 | 0.0 | 0.0013 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7710 | 0.6057 | 0.8352 | 0.0 | 0.0 | 0.0 | 0.0 |
0.9929 | 3.0 | 300 | 1.0316 | 0.1682 | 0.2146 | 0.7636 | nan | 0.8396 | 0.9398 | 0.0005 | 0.5171 | 0.0998 | nan | 0.0052 | 0.0 | 0.0 | 0.8858 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9344 | 0.0 | 0.0064 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8703 | 0.8733 | 0.8965 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5718 | 0.8054 | 0.0005 | 0.4718 | 0.0905 | nan | 0.0052 | 0.0 | 0.0 | 0.6555 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5782 | 0.0 | 0.0064 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7633 | 0.5968 | 0.8380 | 0.0 | 0.0 | 0.0 | 0.0 |
0.996 | 3.2 | 320 | 1.0391 | 0.1708 | 0.2176 | 0.7608 | nan | 0.9006 | 0.8864 | 0.0 | 0.6358 | 0.0930 | nan | 0.0047 | 0.0 | 0.0 | 0.8452 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8983 | 0.0 | 0.0066 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9477 | 0.8168 | 0.9284 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5265 | 0.8075 | 0.0 | 0.5175 | 0.0832 | nan | 0.0047 | 0.0 | 0.0 | 0.6867 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5931 | 0.0 | 0.0066 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7559 | 0.6500 | 0.8328 | 0.0 | 0.0 | 0.0 | 0.0 |
1.2456 | 3.4 | 340 | 0.9698 | 0.1774 | 0.2246 | 0.7735 | nan | 0.8427 | 0.9161 | 0.0016 | 0.6718 | 0.1890 | nan | 0.0639 | 0.0 | 0.0 | 0.8896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9141 | 0.0 | 0.0038 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9439 | 0.8253 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6034 | 0.8150 | 0.0016 | 0.5504 | 0.1465 | nan | 0.0611 | 0.0 | 0.0 | 0.6677 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5784 | 0.0 | 0.0038 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7766 | 0.6373 | 0.8358 | 0.0 | 0.0 | 0.0 | 0.0 |
0.9002 | 3.6 | 360 | 0.9430 | 0.1790 | 0.2253 | 0.7731 | nan | 0.9069 | 0.8978 | 0.0042 | 0.6240 | 0.2573 | nan | 0.0619 | 0.0 | 0.0 | 0.9139 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9355 | 0.0 | 0.0120 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9306 | 0.7597 | 0.9071 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5852 | 0.8232 | 0.0042 | 0.5439 | 0.1809 | nan | 0.0590 | 0.0 | 0.0 | 0.6541 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5872 | 0.0 | 0.0119 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7877 | 0.6485 | 0.8437 | 0.0 | 0.0 | 0.0 | 0.0 |
1.289 | 3.8 | 380 | 0.9365 | 0.1762 | 0.2235 | 0.7693 | nan | 0.8738 | 0.8979 | 0.0050 | 0.6964 | 0.2620 | nan | 0.0790 | 0.0 | 0.0 | 0.9146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9150 | 0.0 | 0.0161 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9503 | 0.6359 | 0.9062 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5992 | 0.8140 | 0.0049 | 0.5577 | 0.1848 | nan | 0.0732 | 0.0 | 0.0 | 0.6377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5959 | 0.0 | 0.0160 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7571 | 0.5500 | 0.8480 | 0.0 | 0.0 | 0.0 | 0.0 |
0.751 | 4.0 | 400 | 0.9016 | 0.1833 | 0.2288 | 0.7774 | nan | 0.7969 | 0.9442 | 0.0581 | 0.6050 | 0.2453 | nan | 0.1200 | 0.0 | 0.0 | 0.9166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9227 | 0.0 | 0.0187 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9086 | 0.8690 | 0.9168 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6249 | 0.8073 | 0.0521 | 0.5574 | 0.1806 | nan | 0.1098 | 0.0 | 0.0 | 0.6509 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5892 | 0.0 | 0.0186 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7811 | 0.6452 | 0.8479 | 0.0 | 0.0 | 0.0 | 0.0 |
1.1224 | 4.2 | 420 | 0.8994 | 0.1818 | 0.2238 | 0.7797 | nan | 0.9074 | 0.9314 | 0.0073 | 0.5494 | 0.1807 | nan | 0.0786 | 0.0 | 0.0 | 0.8953 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9183 | 0.0 | 0.0402 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.0 | 0.0 | 0.9334 | 0.7944 | 0.9262 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5765 | 0.8215 | 0.0073 | 0.5230 | 0.1542 | nan | 0.0740 | 0.0 | 0.0 | 0.6948 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6023 | 0.0 | 0.0396 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.0 | 0.0 | 0.7983 | 0.6721 | 0.8549 | 0.0 | 0.0 | 0.0 | 0.0 |
0.759 | 4.4 | 440 | 0.8654 | 0.1916 | 0.2364 | 0.7861 | nan | 0.8104 | 0.9362 | 0.1293 | 0.7142 | 0.2951 | nan | 0.1558 | 0.0 | 0.0 | 0.9104 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9246 | 0.0 | 0.0337 | 0.0 | 0.0 | nan | 0.0 | 0.0021 | 0.0 | 0.0 | 0.9421 | 0.8029 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6209 | 0.8274 | 0.1126 | 0.6038 | 0.2111 | nan | 0.1414 | 0.0 | 0.0 | 0.6710 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5932 | 0.0 | 0.0332 | 0.0 | 0.0 | nan | 0.0 | 0.0021 | 0.0 | 0.0 | 0.7909 | 0.6706 | 0.8516 | 0.0 | 0.0 | 0.0 | 0.0 |
0.9955 | 4.6 | 460 | 0.8445 | 0.1964 | 0.2411 | 0.7885 | nan | 0.8536 | 0.9294 | 0.1960 | 0.6643 | 0.3414 | nan | 0.1664 | 0.0 | 0.0 | 0.8780 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9198 | 0.0 | 0.0677 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.9377 | 0.8400 | 0.9202 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6178 | 0.8339 | 0.1637 | 0.6118 | 0.2315 | nan | 0.1513 | 0.0 | 0.0 | 0.6999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6013 | 0.0 | 0.0662 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.7783 | 0.6735 | 0.8532 | 0.0 | 0.0 | 0.0 | 0.0 |
0.7703 | 4.8 | 480 | 0.8443 | 0.1955 | 0.2400 | 0.7891 | nan | 0.8086 | 0.9425 | 0.1465 | 0.7043 | 0.2814 | nan | 0.2007 | 0.0 | 0.0 | 0.9271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9216 | 0.0 | 0.0721 | 0.0 | 0.0 | nan | 0.0 | 0.0050 | 0.0 | 0.0 | 0.9321 | 0.8153 | 0.9220 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6190 | 0.8196 | 0.1229 | 0.6090 | 0.2185 | nan | 0.1764 | 0.0 | 0.0 | 0.6645 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6060 | 0.0 | 0.0697 | 0.0 | 0.0 | nan | 0.0 | 0.0050 | 0.0 | 0.0 | 0.8031 | 0.6860 | 0.8572 | 0.0 | 0.0 | 0.0 | 0.0 |
0.7671 | 5.0 | 500 | 0.8440 | 0.1962 | 0.2393 | 0.7871 | nan | 0.8029 | 0.9441 | 0.2184 | 0.6918 | 0.2495 | nan | 0.1701 | 0.0 | 0.0 | 0.8801 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9335 | 0.0 | 0.0720 | 0.0 | 0.0 | nan | 0.0 | 0.0038 | 0.0 | 0.0 | 0.9280 | 0.8410 | 0.9209 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6140 | 0.8161 | 0.1670 | 0.6230 | 0.1957 | nan | 0.1571 | 0.0 | 0.0 | 0.6918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5914 | 0.0 | 0.0683 | 0.0 | 0.0 | nan | 0.0 | 0.0038 | 0.0 | 0.0 | 0.8022 | 0.6900 | 0.8588 | 0.0 | 0.0 | 0.0 | 0.0 |
0.8982 | 5.2 | 520 | 0.8091 | 0.2050 | 0.2509 | 0.7947 | nan | 0.8150 | 0.9364 | 0.3546 | 0.7714 | 0.2851 | nan | 0.1943 | 0.0 | 0.0 | 0.8837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9305 | 0.0 | 0.1548 | 0.0 | 0.0 | nan | 0.0 | 0.0059 | 0.0 | 0.0 | 0.9341 | 0.8363 | 0.9262 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6274 | 0.8305 | 0.2792 | 0.6232 | 0.2191 | nan | 0.1715 | 0.0 | 0.0 | 0.7069 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6050 | 0.0 | 0.1429 | 0.0 | 0.0 | nan | 0.0 | 0.0059 | 0.0 | 0.0 | 0.8023 | 0.6856 | 0.8600 | 0.0 | 0.0 | 0.0 | 0.0 |
0.903 | 5.4 | 540 | 0.8054 | 0.2120 | 0.2613 | 0.7977 | nan | 0.8287 | 0.9339 | 0.4502 | 0.6305 | 0.4151 | nan | 0.2740 | 0.0 | 0.0 | 0.9428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9067 | 0.0 | 0.2877 | 0.0 | 0.0 | nan | 0.0 | 0.0045 | 0.0 | 0.0 | 0.9308 | 0.8340 | 0.9241 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6213 | 0.8412 | 0.3275 | 0.5929 | 0.2545 | nan | 0.2336 | 0.0 | 0.0 | 0.6504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6335 | 0.0 | 0.2509 | 0.0 | 0.0 | nan | 0.0 | 0.0045 | 0.0 | 0.0 | 0.8096 | 0.7005 | 0.8628 | 0.0 | 0.0 | 0.0 | 0.0 |
0.5214 | 5.6 | 560 | 0.8027 | 0.2101 | 0.2603 | 0.7948 | nan | 0.8147 | 0.9383 | 0.4754 | 0.6093 | 0.3817 | nan | 0.2451 | 0.0 | 0.0 | 0.9325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8930 | 0.0 | 0.2950 | 0.0 | 0.0 | nan | 0.0 | 0.0128 | 0.0 | 0.0 | 0.9268 | 0.8693 | 0.9342 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6000 | 0.8322 | 0.3224 | 0.5826 | 0.2639 | nan | 0.2131 | 0.0 | 0.0 | 0.6698 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6391 | 0.0 | 0.2559 | 0.0 | 0.0 | nan | 0.0 | 0.0128 | 0.0 | 0.0 | 0.7953 | 0.6767 | 0.8596 | 0.0 | 0.0 | 0.0000 | 0.0 |
0.8457 | 5.8 | 580 | 0.7808 | 0.2089 | 0.2538 | 0.7965 | nan | 0.8065 | 0.9527 | 0.3859 | 0.6378 | 0.3112 | nan | 0.2219 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9176 | 0.0 | 0.2562 | 0.0 | 0.0 | nan | 0.0 | 0.0175 | 0.0 | 0.0 | 0.9244 | 0.8656 | 0.9185 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6147 | 0.8286 | 0.3048 | 0.5928 | 0.2397 | nan | 0.1958 | 0.0 | 0.0 | 0.7064 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6298 | 0.0 | 0.2221 | 0.0 | 0.0 | nan | 0.0 | 0.0174 | 0.0 | 0.0 | 0.7930 | 0.6719 | 0.8665 | 0.0 | 0.0 | 0.0 | 0.0 |
0.7294 | 6.0 | 600 | 0.7689 | 0.2161 | 0.2674 | 0.8021 | nan | 0.8502 | 0.9288 | 0.5059 | 0.7094 | 0.3933 | nan | 0.3108 | 0.0 | 0.0 | 0.8811 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9300 | 0.0 | 0.3011 | 0.0000 | 0.0 | nan | 0.0 | 0.0211 | 0.0 | 0.0 | 0.9121 | 0.8668 | 0.9464 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6459 | 0.8453 | 0.3152 | 0.6165 | 0.2676 | nan | 0.2556 | 0.0 | 0.0 | 0.7245 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6202 | 0.0 | 0.2584 | 0.0000 | 0.0 | nan | 0.0 | 0.0209 | 0.0 | 0.0 | 0.8054 | 0.6773 | 0.8623 | 0.0 | 0.0 | 0.0 | 0.0 |
0.5809 | 6.2 | 620 | 0.7856 | 0.2150 | 0.2631 | 0.8003 | nan | 0.8691 | 0.9258 | 0.4967 | 0.6018 | 0.4342 | nan | 0.2411 | 0.0 | 0.0 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9159 | 0.0 | 0.3265 | 0.0000 | 0.0 | nan | 0.0 | 0.0245 | 0.0 | 0.0 | 0.9464 | 0.7742 | 0.9379 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6193 | 0.8432 | 0.3557 | 0.5738 | 0.2914 | nan | 0.2104 | 0.0 | 0.0 | 0.6930 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6347 | 0.0 | 0.2872 | 0.0000 | 0.0 | nan | 0.0 | 0.0243 | 0.0 | 0.0 | 0.8005 | 0.6809 | 0.8667 | 0.0 | 0.0 | 0.0 | 0.0 |
0.8122 | 6.4 | 640 | 0.7670 | 0.2167 | 0.2712 | 0.7982 | nan | 0.7966 | 0.9241 | 0.3738 | 0.7822 | 0.4236 | nan | 0.3869 | 0.0 | 0.0 | 0.9092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8520 | 0.0 | 0.4699 | 0.0 | 0.0 | nan | 0.0 | 0.0330 | 0.0 | 0.0 | 0.9381 | 0.8619 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6449 | 0.8397 | 0.2515 | 0.6049 | 0.3032 | nan | 0.2880 | 0.0 | 0.0 | 0.7161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5984 | 0.0 | 0.2903 | 0.0 | 0.0 | nan | 0.0 | 0.0326 | 0.0 | 0.0 | 0.8030 | 0.6917 | 0.8714 | 0.0 | 0.0 | 0.0 | 0.0 |
0.7987 | 6.6 | 660 | 0.7725 | 0.2154 | 0.2668 | 0.7971 | nan | 0.7872 | 0.9338 | 0.4212 | 0.6685 | 0.4759 | nan | 0.3090 | 0.0 | 0.0 | 0.9042 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9299 | 0.0 | 0.3476 | 0.0000 | 0.0 | nan | 0.0 | 0.0362 | 0.0 | 0.0 | 0.8950 | 0.8931 | 0.9374 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6293 | 0.8368 | 0.2974 | 0.6025 | 0.2969 | nan | 0.2589 | 0.0 | 0.0 | 0.7093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6095 | 0.0 | 0.2851 | 0.0000 | 0.0 | nan | 0.0 | 0.0358 | 0.0 | 0.0 | 0.8016 | 0.6590 | 0.8692 | 0.0 | 0.0 | 0.0 | 0.0 |
0.7529 | 6.8 | 680 | 0.7498 | 0.2207 | 0.2710 | 0.8058 | nan | 0.8662 | 0.9337 | 0.4530 | 0.6650 | 0.4309 | nan | 0.3108 | 0.0 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8790 | 0.0 | 0.4342 | 0.0006 | 0.0 | nan | 0.0 | 0.0490 | 0.0 | 0.0 | 0.9309 | 0.8478 | 0.9380 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.6410 | 0.8467 | 0.3420 | 0.6174 | 0.2971 | nan | 0.2567 | 0.0 | 0.0 | 0.6995 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6387 | 0.0 | 0.2834 | 0.0006 | 0.0 | nan | 0.0 | 0.0476 | 0.0 | 0.0 | 0.8185 | 0.6989 | 0.8734 | 0.0 | 0.0 | 0.0003 | 0.0 |
0.5444 | 7.0 | 700 | 0.7327 | 0.2207 | 0.2693 | 0.8090 | nan | 0.8280 | 0.9345 | 0.4296 | 0.7943 | 0.3819 | nan | 0.2954 | 0.0 | 0.0 | 0.9155 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9199 | 0.0 | 0.3459 | 0.0055 | 0.0 | nan | 0.0 | 0.0384 | 0.0 | 0.0 | 0.9437 | 0.8543 | 0.9319 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6543 | 0.8457 | 0.3345 | 0.6286 | 0.3045 | nan | 0.2505 | 0.0 | 0.0 | 0.7124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6322 | 0.0 | 0.2824 | 0.0055 | 0.0 | nan | 0.0 | 0.0377 | 0.0 | 0.0 | 0.8073 | 0.6967 | 0.8713 | 0.0 | 0.0 | 0.0000 | 0.0 |
0.6023 | 7.2 | 720 | 0.7441 | 0.2234 | 0.2735 | 0.8077 | nan | 0.8265 | 0.9444 | 0.5126 | 0.6725 | 0.4805 | nan | 0.2644 | 0.0 | 0.0 | 0.9113 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.9175 | 0.0 | 0.4113 | 0.0497 | 0.0 | nan | 0.0 | 0.0443 | 0.0 | 0.0 | 0.9112 | 0.8507 | 0.9538 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6513 | 0.8405 | 0.3539 | 0.6107 | 0.3225 | nan | 0.2279 | 0.0 | 0.0 | 0.7210 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.6374 | 0.0 | 0.3051 | 0.0493 | 0.0 | nan | 0.0 | 0.0434 | 0.0 | 0.0 | 0.8188 | 0.7008 | 0.8642 | 0.0 | 0.0 | 0.0001 | 0.0 |
0.5963 | 7.4 | 740 | 0.7430 | 0.2192 | 0.2663 | 0.8058 | nan | 0.8321 | 0.9333 | 0.2997 | 0.7413 | 0.4706 | nan | 0.2650 | 0.0 | 0.0 | 0.9260 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.8955 | 0.0 | 0.4018 | 0.0296 | 0.0 | nan | 0.0 | 0.0491 | 0.0 | 0.0 | 0.9511 | 0.7915 | 0.9351 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6355 | 0.8420 | 0.2548 | 0.6186 | 0.3190 | nan | 0.2276 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6427 | 0.0 | 0.3133 | 0.0296 | 0.0 | nan | 0.0 | 0.0473 | 0.0 | 0.0 | 0.8033 | 0.6954 | 0.8746 | 0.0 | 0.0 | 0.0001 | 0.0 |
0.5721 | 7.6 | 760 | 0.7195 | 0.2270 | 0.2837 | 0.8098 | nan | 0.8355 | 0.9385 | 0.5990 | 0.7549 | 0.4137 | nan | 0.3686 | 0.0 | 0.0 | 0.9199 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.8525 | 0.0 | 0.5062 | 0.0392 | 0.0 | nan | 0.0 | 0.0849 | 0.0 | 0.0 | 0.9259 | 0.8777 | 0.9478 | 0.0 | 0.0 | 0.0121 | 0.0 | nan | 0.6597 | 0.8544 | 0.3218 | 0.6661 | 0.3203 | nan | 0.2968 | 0.0 | 0.0 | 0.7324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.6364 | 0.0 | 0.2917 | 0.0390 | 0.0 | nan | 0.0 | 0.0796 | 0.0 | 0.0 | 0.8022 | 0.6768 | 0.8726 | 0.0 | 0.0 | 0.0120 | 0.0 |
0.8324 | 7.8 | 780 | 0.7347 | 0.2252 | 0.2710 | 0.8091 | nan | 0.8014 | 0.9536 | 0.3100 | 0.6944 | 0.4008 | nan | 0.3382 | 0.0 | 0.0 | 0.9127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9177 | 0.0 | 0.4568 | 0.0745 | 0.0 | nan | 0.0 | 0.0810 | 0.0 | 0.0 | 0.9201 | 0.8713 | 0.9299 | 0.0 | 0.0 | 0.0090 | 0.0 | nan | 0.6424 | 0.8327 | 0.2451 | 0.6539 | 0.3099 | nan | 0.2835 | 0.0 | 0.0 | 0.7243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6401 | 0.0 | 0.3196 | 0.0740 | 0.0 | nan | 0.0 | 0.0782 | 0.0 | 0.0 | 0.8218 | 0.6948 | 0.8783 | 0.0 | 0.0 | 0.0088 | 0.0 |
0.4803 | 8.0 | 800 | 0.7454 | 0.2235 | 0.2734 | 0.8053 | nan | 0.7347 | 0.9565 | 0.2761 | 0.7447 | 0.4593 | nan | 0.3221 | 0.0 | 0.0 | 0.9379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9133 | 0.0 | 0.4638 | 0.0900 | 0.0 | nan | 0.0 | 0.1044 | 0.0 | 0.0 | 0.8968 | 0.8919 | 0.9404 | 0.0 | 0.0 | 0.0178 | 0.0 | nan | 0.6318 | 0.8273 | 0.2243 | 0.6152 | 0.3356 | nan | 0.2602 | 0.0 | 0.0 | 0.6900 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.6498 | 0.0 | 0.3448 | 0.0887 | 0.0 | nan | 0.0 | 0.0981 | 0.0 | 0.0 | 0.8149 | 0.6747 | 0.8778 | 0.0 | 0.0 | 0.0173 | 0.0 |
0.5104 | 8.2 | 820 | 0.7296 | 0.2298 | 0.2768 | 0.8093 | nan | 0.7888 | 0.9542 | 0.4161 | 0.6965 | 0.4303 | nan | 0.3390 | 0.0 | 0.0 | 0.9114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0092 | 0.0 | 0.0 | 0.9404 | 0.0 | 0.4090 | 0.1382 | 0.0 | nan | 0.0 | 0.1081 | 0.0 | 0.0 | 0.8970 | 0.8691 | 0.9404 | 0.0 | 0.0 | 0.0111 | 0.0 | nan | 0.6525 | 0.8352 | 0.3231 | 0.6349 | 0.3087 | nan | 0.2787 | 0.0 | 0.0 | 0.7280 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0092 | 0.0 | 0.0 | 0.6350 | 0.0 | 0.3163 | 0.1324 | 0.0 | nan | 0.0 | 0.1016 | 0.0 | 0.0 | 0.8206 | 0.6890 | 0.8769 | 0.0 | 0.0 | 0.0107 | 0.0 |
0.605 | 8.4 | 840 | 0.7034 | 0.2343 | 0.2828 | 0.8152 | nan | 0.8059 | 0.9512 | 0.5050 | 0.7752 | 0.4037 | nan | 0.3324 | 0.0001 | 0.0 | 0.9304 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0107 | 0.0 | 0.0 | 0.8922 | 0.0 | 0.4665 | 0.1256 | 0.0 | nan | 0.0 | 0.1037 | 0.0 | 0.0 | 0.9377 | 0.8414 | 0.9419 | 0.0 | 0.0 | 0.0252 | 0.0 | nan | 0.6656 | 0.8437 | 0.3816 | 0.6677 | 0.3038 | nan | 0.2667 | 0.0001 | 0.0 | 0.7180 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0107 | 0.0 | 0.0 | 0.6427 | 0.0 | 0.3447 | 0.1230 | 0.0 | nan | 0.0 | 0.0951 | 0.0 | 0.0 | 0.8201 | 0.7094 | 0.8808 | 0.0 | 0.0 | 0.0242 | 0.0 |
0.5983 | 8.6 | 860 | 0.7034 | 0.2390 | 0.2936 | 0.8128 | nan | 0.8399 | 0.9195 | 0.5414 | 0.7215 | 0.5681 | nan | 0.3534 | 0.0067 | 0.0 | 0.9168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0206 | 0.0 | 0.0 | 0.8975 | 0.0 | 0.4541 | 0.2814 | 0.0 | nan | 0.0 | 0.1126 | 0.0 | 0.0 | 0.9353 | 0.8537 | 0.9451 | 0.0 | 0.0 | 0.0276 | 0.0 | nan | 0.6446 | 0.8509 | 0.3462 | 0.6674 | 0.3355 | nan | 0.2929 | 0.0066 | 0.0 | 0.7314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0206 | 0.0 | 0.0 | 0.6510 | 0.0 | 0.3398 | 0.2264 | 0.0 | nan | 0.0 | 0.1019 | 0.0 | 0.0 | 0.8217 | 0.7070 | 0.8784 | 0.0 | 0.0 | 0.0263 | 0.0 |
0.5827 | 8.8 | 880 | 0.6891 | 0.2404 | 0.2956 | 0.8162 | nan | 0.8501 | 0.9340 | 0.5867 | 0.7773 | 0.5164 | nan | 0.3631 | 0.0175 | 0.0 | 0.9437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0186 | 0.0 | 0.0 | 0.8472 | 0.0 | 0.4710 | 0.2856 | 0.0 | nan | 0.0 | 0.1404 | 0.0 | 0.0 | 0.9448 | 0.7966 | 0.9408 | 0.0 | 0.0 | 0.0264 | 0.0 | nan | 0.6901 | 0.8580 | 0.3811 | 0.6795 | 0.3404 | nan | 0.3041 | 0.0175 | 0.0 | 0.7039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0186 | 0.0 | 0.0 | 0.6364 | 0.0 | 0.3029 | 0.2233 | 0.0 | nan | 0.0 | 0.1182 | 0.0 | 0.0 | 0.8171 | 0.6941 | 0.8819 | 0.0 | 0.0 | 0.0251 | 0.0 |
0.4385 | 9.0 | 900 | 0.6875 | 0.2412 | 0.2890 | 0.8200 | nan | 0.8493 | 0.9405 | 0.4292 | 0.7804 | 0.4502 | nan | 0.3744 | 0.0345 | 0.0 | 0.9138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0320 | 0.0 | 0.0 | 0.9213 | 0.0 | 0.4610 | 0.1677 | 0.0 | nan | 0.0 | 0.1401 | 0.0 | 0.0 | 0.9233 | 0.8497 | 0.9475 | 0.0 | 0.0 | 0.0343 | 0.0 | nan | 0.6713 | 0.8530 | 0.3377 | 0.6645 | 0.3474 | nan | 0.3083 | 0.0344 | 0.0 | 0.7359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0320 | 0.0 | 0.0 | 0.6398 | 0.0 | 0.3590 | 0.1627 | 0.0 | nan | 0.0 | 0.1196 | 0.0 | 0.0 | 0.8284 | 0.7126 | 0.8802 | 0.0 | 0.0 | 0.0326 | 0.0 |
0.5234 | 9.2 | 920 | 0.6834 | 0.2484 | 0.3035 | 0.8189 | nan | 0.8420 | 0.9305 | 0.5342 | 0.8193 | 0.5370 | nan | 0.3538 | 0.0668 | 0.0 | 0.9227 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1171 | 0.0 | 0.0 | 0.8880 | 0.0 | 0.4974 | 0.3097 | 0.0 | nan | 0.0 | 0.1375 | 0.0 | 0.0 | 0.9121 | 0.8679 | 0.9435 | 0.0 | 0.0 | 0.0313 | 0.0 | nan | 0.6788 | 0.8604 | 0.3883 | 0.6807 | 0.3526 | nan | 0.3009 | 0.0665 | 0.0 | 0.7450 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1155 | 0.0 | 0.0 | 0.6337 | 0.0 | 0.3300 | 0.2373 | 0.0 | nan | 0.0 | 0.1222 | 0.0 | 0.0 | 0.8292 | 0.6958 | 0.8808 | 0.0 | 0.0 | 0.0295 | 0.0 |
0.6341 | 9.4 | 940 | 0.6836 | 0.2485 | 0.2976 | 0.8194 | nan | 0.8241 | 0.9534 | 0.5385 | 0.7238 | 0.4543 | nan | 0.3134 | 0.0483 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1085 | 0.0 | 0.0 | 0.8865 | 0.0 | 0.4752 | 0.2486 | 0.0 | nan | 0.0 | 0.1779 | 0.0 | 0.0 | 0.9235 | 0.8629 | 0.9371 | 0.0 | 0.0 | 0.1096 | 0.0 | nan | 0.6711 | 0.8426 | 0.4016 | 0.6570 | 0.3427 | nan | 0.2632 | 0.0481 | 0.0 | 0.7300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1069 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.3533 | 0.2235 | 0.0 | nan | 0.0 | 0.1465 | 0.0 | 0.0 | 0.8264 | 0.7011 | 0.8838 | 0.0 | 0.0 | 0.0920 | 0.0 |
0.5181 | 9.6 | 960 | 0.6794 | 0.2482 | 0.3051 | 0.8167 | nan | 0.8284 | 0.9370 | 0.5155 | 0.7887 | 0.5200 | nan | 0.4189 | 0.0589 | 0.0 | 0.9418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0977 | 0.0 | 0.0 | 0.8426 | 0.0 | 0.5325 | 0.2381 | 0.0 | nan | 0.0 | 0.2022 | 0.0 | 0.0 | 0.9041 | 0.9107 | 0.9479 | 0.0 | 0.0 | 0.0795 | 0.0 | nan | 0.6766 | 0.8567 | 0.3955 | 0.6770 | 0.3655 | nan | 0.3260 | 0.0586 | 0.0 | 0.7262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0963 | 0.0 | 0.0 | 0.6434 | 0.0 | 0.3255 | 0.2141 | 0.0 | nan | 0.0 | 0.1577 | 0.0 | 0.0 | 0.8116 | 0.6565 | 0.8846 | 0.0 | 0.0 | 0.0704 | 0.0 |
0.4359 | 9.8 | 980 | 0.6974 | 0.2505 | 0.2967 | 0.8163 | nan | 0.7763 | 0.9605 | 0.5081 | 0.7592 | 0.3727 | nan | 0.3392 | 0.1242 | 0.0 | 0.9151 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1432 | 0.0 | 0.0 | 0.9277 | 0.0 | 0.4023 | 0.3047 | 0.0 | nan | 0.0 | 0.1763 | 0.0 | 0.0 | 0.9092 | 0.8536 | 0.9467 | 0.0 | 0.0 | 0.0750 | 0.0 | nan | 0.6586 | 0.8255 | 0.4024 | 0.6500 | 0.3122 | nan | 0.2818 | 0.1228 | 0.0 | 0.7516 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1410 | 0.0 | 0.0 | 0.6559 | 0.0 | 0.3397 | 0.2430 | 0.0 | nan | 0.0 | 0.1450 | 0.0 | 0.0 | 0.8280 | 0.7052 | 0.8838 | 0.0 | 0.0 | 0.0683 | 0.0 |
0.4177 | 10.0 | 1000 | 0.6762 | 0.2590 | 0.3083 | 0.8213 | nan | 0.7776 | 0.9499 | 0.5128 | 0.7633 | 0.5222 | nan | 0.3688 | 0.2696 | 0.0 | 0.9272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1658 | 0.0 | 0.0 | 0.9210 | 0.0 | 0.4022 | 0.3166 | 0.0 | nan | 0.0 | 0.1877 | 0.0 | 0.0 | 0.9371 | 0.8303 | 0.9278 | 0.0 | 0.0 | 0.0869 | 0.0 | nan | 0.6628 | 0.8455 | 0.3878 | 0.6721 | 0.3579 | nan | 0.2982 | 0.2581 | 0.0 | 0.7439 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1624 | 0.0 | 0.0 | 0.6610 | 0.0 | 0.3352 | 0.2475 | 0.0 | nan | 0.0 | 0.1528 | 0.0 | 0.0 | 0.8281 | 0.7110 | 0.8830 | 0.0 | 0.0 | 0.0809 | 0.0 |
0.539 | 10.2 | 1020 | 0.6589 | 0.2656 | 0.3172 | 0.8273 | nan | 0.8317 | 0.9526 | 0.5330 | 0.8127 | 0.4697 | nan | 0.4010 | 0.2803 | 0.0 | 0.9289 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1965 | 0.0 | 0.0 | 0.8771 | 0.0 | 0.4854 | 0.3323 | 0.0 | nan | 0.0 | 0.2080 | 0.0 | 0.0 | 0.9188 | 0.8654 | 0.9583 | 0.0 | 0.0 | 0.0981 | 0.0 | nan | 0.6914 | 0.8566 | 0.4263 | 0.7048 | 0.3578 | nan | 0.3122 | 0.2696 | 0.0 | 0.7514 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1896 | 0.0 | 0.0 | 0.6600 | 0.0 | 0.3512 | 0.2601 | 0.0 | nan | 0.0 | 0.1681 | 0.0 | 0.0 | 0.8265 | 0.7026 | 0.8820 | 0.0 | 0.0 | 0.0882 | 0.0 |
0.4356 | 10.4 | 1040 | 0.6685 | 0.2679 | 0.3192 | 0.8244 | nan | 0.8353 | 0.9486 | 0.4924 | 0.7449 | 0.4568 | nan | 0.3622 | 0.3769 | 0.0 | 0.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2748 | 0.0 | 0.0 | 0.8902 | 0.0 | 0.4788 | 0.3756 | 0.0 | nan | 0.0 | 0.2036 | 0.0 | 0.0 | 0.9220 | 0.8615 | 0.9392 | 0.0 | 0.0 | 0.1108 | 0.0 | nan | 0.6783 | 0.8482 | 0.4022 | 0.6572 | 0.3539 | nan | 0.2870 | 0.3470 | 0.0 | 0.7457 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2573 | 0.0 | 0.0 | 0.6670 | 0.0 | 0.3617 | 0.2771 | 0.0 | nan | 0.0 | 0.1667 | 0.0 | 0.0 | 0.8292 | 0.7060 | 0.8862 | 0.0 | 0.0 | 0.1010 | 0.0 |
0.4064 | 10.6 | 1060 | 0.6546 | 0.2686 | 0.3257 | 0.8239 | nan | 0.8093 | 0.9395 | 0.6188 | 0.7993 | 0.5335 | nan | 0.4037 | 0.4566 | 0.0 | 0.9380 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2391 | 0.0 | 0.0 | 0.8860 | 0.0 | 0.4810 | 0.3253 | 0.0 | nan | 0.0 | 0.1784 | 0.0 | 0.0 | 0.9274 | 0.8293 | 0.9446 | 0.0 | 0.0 | 0.1131 | 0.0 | nan | 0.6870 | 0.8571 | 0.3975 | 0.6556 | 0.3621 | nan | 0.3178 | 0.3939 | 0.0 | 0.7454 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2299 | 0.0 | 0.0 | 0.6483 | 0.0 | 0.3457 | 0.2632 | 0.0 | nan | 0.0 | 0.1552 | 0.0 | 0.0 | 0.8333 | 0.7133 | 0.8871 | 0.0 | 0.0 | 0.1029 | 0.0 |
0.3416 | 10.8 | 1080 | 0.6581 | 0.2687 | 0.3224 | 0.8223 | nan | 0.8568 | 0.9465 | 0.5473 | 0.7050 | 0.4894 | nan | 0.3752 | 0.4825 | 0.0 | 0.9221 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2306 | 0.0 | 0.0 | 0.8475 | 0.0 | 0.5355 | 0.3308 | 0.0 | nan | 0.0 | 0.1920 | 0.0 | 0.0 | 0.9262 | 0.8448 | 0.9424 | 0.0 | 0.0 | 0.1423 | 0.0 | nan | 0.6814 | 0.8498 | 0.3982 | 0.6803 | 0.3539 | nan | 0.3111 | 0.4006 | 0.0 | 0.7635 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2230 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.3207 | 0.2574 | 0.0 | nan | 0.0 | 0.1652 | 0.0 | 0.0 | 0.8282 | 0.7023 | 0.8865 | 0.0 | 0.0 | 0.1237 | 0.0 |
0.514 | 11.0 | 1100 | 0.6514 | 0.2730 | 0.3270 | 0.8270 | nan | 0.8495 | 0.9373 | 0.5673 | 0.7334 | 0.5228 | nan | 0.3520 | 0.5089 | 0.0 | 0.9246 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2707 | 0.0 | 0.0 | 0.9161 | 0.0 | 0.4873 | 0.3041 | 0.0 | nan | 0.0 | 0.2086 | 0.0 | 0.0 | 0.9219 | 0.8482 | 0.9531 | 0.0 | 0.0 | 0.1582 | 0.0 | nan | 0.6866 | 0.8534 | 0.3906 | 0.6612 | 0.3482 | nan | 0.3025 | 0.4151 | 0.0 | 0.7591 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2610 | 0.0 | 0.0 | 0.6710 | 0.0 | 0.3915 | 0.2597 | 0.0 | nan | 0.0 | 0.1741 | 0.0 | 0.0 | 0.8328 | 0.7065 | 0.8852 | 0.0 | 0.0 | 0.1379 | 0.0 |
0.5467 | 11.2 | 1120 | 0.6465 | 0.2712 | 0.3228 | 0.8293 | nan | 0.8716 | 0.9327 | 0.4852 | 0.7846 | 0.4858 | nan | 0.4176 | 0.4862 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2005 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.4989 | 0.2766 | 0.0 | nan | 0.0 | 0.1820 | 0.0 | 0.0 | 0.9409 | 0.8356 | 0.9502 | 0.0 | 0.0 | 0.1478 | 0.0 | nan | 0.6790 | 0.8575 | 0.3823 | 0.6999 | 0.3624 | nan | 0.3333 | 0.4187 | 0.0 | 0.7393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1899 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.3786 | 0.2432 | 0.0 | nan | 0.0 | 0.1596 | 0.0 | 0.0 | 0.8274 | 0.7101 | 0.8855 | 0.0 | 0.0 | 0.1302 | 0.0 |
0.439 | 11.4 | 1140 | 0.6473 | 0.2823 | 0.3364 | 0.8315 | nan | 0.8503 | 0.9454 | 0.5587 | 0.7725 | 0.4720 | nan | 0.3822 | 0.5992 | 0.0 | 0.9161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3506 | 0.0 | 0.0 | 0.8891 | 0.0 | 0.4471 | 0.3213 | 0.0 | nan | 0.0 | 0.2599 | 0.0 | 0.0 | 0.9363 | 0.8517 | 0.9541 | 0.0 | 0.0 | 0.2592 | 0.0 | nan | 0.6934 | 0.8513 | 0.4237 | 0.6875 | 0.3515 | nan | 0.3157 | 0.4476 | 0.0 | 0.7721 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3285 | 0.0 | 0.0 | 0.6810 | 0.0 | 0.3750 | 0.2646 | 0.0 | nan | 0.0 | 0.2012 | 0.0 | 0.0 | 0.8321 | 0.7193 | 0.8873 | 0.0 | 0.0 | 0.2024 | 0.0 |
0.4914 | 11.6 | 1160 | 0.6499 | 0.2805 | 0.3353 | 0.8285 | nan | 0.8019 | 0.9381 | 0.6087 | 0.7731 | 0.5724 | nan | 0.4383 | 0.4987 | 0.0 | 0.9353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4048 | 0.0 | 0.0 | 0.9343 | 0.0 | 0.4367 | 0.3251 | 0.0 | nan | 0.0 | 0.2035 | 0.0 | 0.0 | 0.9214 | 0.8390 | 0.9476 | 0.0 | 0.0 | 0.1518 | 0.0 | nan | 0.6790 | 0.8566 | 0.4473 | 0.7055 | 0.3448 | nan | 0.3438 | 0.4197 | 0.0 | 0.7540 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3601 | 0.0 | 0.0 | 0.6677 | 0.0 | 0.3725 | 0.2712 | 0.0 | nan | 0.0 | 0.1733 | 0.0 | 0.0 | 0.8373 | 0.7188 | 0.8912 | 0.0 | 0.0 | 0.1345 | 0.0 |
0.4388 | 11.8 | 1180 | 0.6390 | 0.2849 | 0.3452 | 0.8301 | nan | 0.8190 | 0.9485 | 0.6040 | 0.7764 | 0.5143 | nan | 0.4133 | 0.6353 | 0.0 | 0.9337 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4818 | 0.0 | 0.0 | 0.8741 | 0.0 | 0.4704 | 0.4469 | 0.0 | nan | 0.0 | 0.2157 | 0.0 | 0.0 | 0.9277 | 0.8494 | 0.9514 | 0.0 | 0.0 | 0.1845 | 0.0 | nan | 0.6920 | 0.8574 | 0.4350 | 0.7139 | 0.3451 | nan | 0.3368 | 0.4744 | 0.0 | 0.7627 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4191 | 0.0 | 0.0 | 0.6752 | 0.0 | 0.3602 | 0.2799 | 0.0 | nan | 0.0 | 0.1815 | 0.0 | 0.0 | 0.8281 | 0.7057 | 0.8904 | 0.0 | 0.0 | 0.1582 | 0.0 |
0.4178 | 12.0 | 1200 | 0.6291 | 0.2836 | 0.3386 | 0.8336 | nan | 0.8405 | 0.9486 | 0.5971 | 0.7724 | 0.4692 | nan | 0.4099 | 0.5875 | 0.0 | 0.9322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4201 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.5155 | 0.3086 | 0.0 | nan | 0.0 | 0.2199 | 0.0 | 0.0 | 0.9319 | 0.8588 | 0.9501 | 0.0 | 0.0 | 0.1712 | 0.0 | nan | 0.6973 | 0.8564 | 0.4409 | 0.6726 | 0.3551 | nan | 0.3352 | 0.4539 | 0.0 | 0.7653 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3717 | 0.0 | 0.0 | 0.6836 | 0.0 | 0.3982 | 0.2725 | 0.0 | nan | 0.0 | 0.1823 | 0.0 | 0.0 | 0.8347 | 0.7133 | 0.8903 | 0.0 | 0.0 | 0.1507 | 0.0 |
0.5051 | 12.2 | 1220 | 0.6276 | 0.2805 | 0.3385 | 0.8306 | nan | 0.8262 | 0.9360 | 0.6088 | 0.8503 | 0.4675 | nan | 0.4178 | 0.5233 | 0.0 | 0.9372 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4267 | 0.0 | 0.0 | 0.9125 | 0.0 | 0.5025 | 0.3686 | 0.0 | nan | 0.0 | 0.2099 | 0.0 | 0.0 | 0.9280 | 0.8323 | 0.9428 | 0.0 | 0.0 | 0.1400 | 0.0 | nan | 0.6795 | 0.8635 | 0.4062 | 0.6759 | 0.3490 | nan | 0.3301 | 0.4314 | 0.0 | 0.7495 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3722 | 0.0 | 0.0 | 0.6725 | 0.0 | 0.4073 | 0.2999 | 0.0 | nan | 0.0 | 0.1780 | 0.0 | 0.0 | 0.8331 | 0.7117 | 0.8902 | 0.0 | 0.0 | 0.1260 | 0.0 |
0.3203 | 12.4 | 1240 | 0.6269 | 0.2920 | 0.3508 | 0.8356 | nan | 0.8448 | 0.9412 | 0.5412 | 0.8306 | 0.5255 | nan | 0.4174 | 0.6536 | 0.0 | 0.9167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4961 | 0.0 | 0.0 | 0.9173 | 0.0 | 0.4955 | 0.3951 | 0.0 | nan | 0.0 | 0.2729 | 0.0 | 0.0 | 0.9019 | 0.8648 | 0.9576 | 0.0 | 0.0 | 0.2532 | 0.0 | nan | 0.6949 | 0.8592 | 0.4137 | 0.7062 | 0.3805 | nan | 0.3382 | 0.4819 | 0.0 | 0.7730 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4287 | 0.0 | 0.0 | 0.6861 | 0.0 | 0.4222 | 0.3160 | 0.0 | nan | 0.0 | 0.2109 | 0.0 | 0.0 | 0.8349 | 0.7083 | 0.8861 | 0.0 | 0.0 | 0.2038 | 0.0 |
0.4524 | 12.6 | 1260 | 0.6283 | 0.2856 | 0.3495 | 0.8283 | nan | 0.8408 | 0.9169 | 0.5074 | 0.8827 | 0.5754 | nan | 0.4259 | 0.5961 | 0.0 | 0.9387 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4880 | 0.0 | 0.0 | 0.8511 | 0.0 | 0.5259 | 0.3874 | 0.0 | nan | 0.0 | 0.2489 | 0.0 | 0.0 | 0.9382 | 0.8376 | 0.9528 | 0.0 | 0.0 | 0.2702 | 0.0 | nan | 0.7041 | 0.8580 | 0.4117 | 0.6867 | 0.3283 | nan | 0.3372 | 0.4609 | 0.0 | 0.7630 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4066 | 0.0 | 0.0 | 0.6826 | 0.0 | 0.3694 | 0.2888 | 0.0 | nan | 0.0 | 0.2041 | 0.0 | 0.0 | 0.8331 | 0.7057 | 0.8929 | 0.0 | 0.0 | 0.2076 | 0.0 |
0.5432 | 12.8 | 1280 | 0.6377 | 0.2849 | 0.3382 | 0.8341 | nan | 0.8466 | 0.9498 | 0.5075 | 0.7977 | 0.4425 | nan | 0.4208 | 0.6301 | 0.0 | 0.9254 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5013 | 0.0 | 0.0 | 0.9353 | 0.0 | 0.4000 | 0.3774 | 0.0 | nan | 0.0 | 0.2027 | 0.0 | 0.0 | 0.9160 | 0.8706 | 0.9523 | 0.0 | 0.0 | 0.1468 | 0.0 | nan | 0.6987 | 0.8524 | 0.4111 | 0.7054 | 0.3476 | nan | 0.3383 | 0.4593 | 0.0 | 0.7760 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4287 | 0.0 | 0.0 | 0.6743 | 0.0 | 0.3533 | 0.3053 | 0.0 | nan | 0.0 | 0.1783 | 0.0 | 0.0 | 0.8412 | 0.7227 | 0.8910 | 0.0 | 0.0 | 0.1335 | 0.0 |
0.4231 | 13.0 | 1300 | 0.6332 | 0.2882 | 0.3485 | 0.8340 | nan | 0.8234 | 0.9443 | 0.6462 | 0.7333 | 0.5173 | nan | 0.4061 | 0.6452 | 0.0 | 0.9378 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4773 | 0.0 | 0.0 | 0.9122 | 0.0 | 0.4901 | 0.3205 | 0.0 | nan | 0.0 | 0.2660 | 0.0 | 0.0 | 0.9309 | 0.8613 | 0.9498 | 0.0 | 0.0 | 0.2893 | 0.0 | nan | 0.6881 | 0.8578 | 0.4083 | 0.6686 | 0.3608 | nan | 0.3311 | 0.4662 | 0.0 | 0.7623 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4046 | 0.0 | 0.0 | 0.6987 | 0.0 | 0.4202 | 0.2741 | 0.0 | nan | 0.0 | 0.2122 | 0.0 | 0.0 | 0.8362 | 0.7156 | 0.8926 | 0.0 | 0.0 | 0.2252 | 0.0 |
0.395 | 13.2 | 1320 | 0.6280 | 0.2875 | 0.3446 | 0.8335 | nan | 0.8491 | 0.9404 | 0.5159 | 0.7528 | 0.5581 | nan | 0.4168 | 0.6362 | 0.0 | 0.9263 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4816 | 0.0 | 0.0 | 0.9015 | 0.0 | 0.5296 | 0.3691 | 0.0 | nan | 0.0 | 0.2338 | 0.0 | 0.0 | 0.9321 | 0.8225 | 0.9496 | 0.0 | 0.0 | 0.2133 | 0.0 | nan | 0.6875 | 0.8608 | 0.4207 | 0.6898 | 0.3550 | nan | 0.3353 | 0.4676 | 0.0 | 0.7747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4144 | 0.0 | 0.0 | 0.6964 | 0.0 | 0.3964 | 0.2802 | 0.0 | nan | 0.0 | 0.1984 | 0.0 | 0.0 | 0.8368 | 0.7130 | 0.8917 | 0.0 | 0.0 | 0.1803 | 0.0 |
0.4292 | 13.4 | 1340 | 0.6284 | 0.2910 | 0.3521 | 0.8364 | nan | 0.8336 | 0.9464 | 0.6615 | 0.7515 | 0.5141 | nan | 0.4649 | 0.6647 | 0.0 | 0.9291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4867 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.5062 | 0.3760 | 0.0 | nan | 0.0 | 0.2671 | 0.0 | 0.0 | 0.9221 | 0.8734 | 0.9517 | 0.0 | 0.0 | 0.2070 | 0.0 | nan | 0.6944 | 0.8597 | 0.4152 | 0.6954 | 0.3789 | nan | 0.3633 | 0.4803 | 0.0 | 0.7697 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4229 | 0.0 | 0.0 | 0.6935 | 0.0 | 0.4122 | 0.2822 | 0.0 | nan | 0.0 | 0.2148 | 0.0 | 0.0 | 0.8403 | 0.7224 | 0.8926 | 0.0 | 0.0 | 0.1753 | 0.0 |
0.3764 | 13.6 | 1360 | 0.6423 | 0.2907 | 0.3452 | 0.8350 | nan | 0.8054 | 0.9550 | 0.4389 | 0.8123 | 0.4531 | nan | 0.4144 | 0.6611 | 0.0 | 0.9126 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5752 | 0.0 | 0.0 | 0.9171 | 0.0 | 0.4723 | 0.3320 | 0.0 | nan | 0.0 | 0.2857 | 0.0 | 0.0 | 0.9284 | 0.8759 | 0.9547 | 0.0 | 0.0 | 0.2523 | 0.0 | nan | 0.6874 | 0.8465 | 0.3754 | 0.6799 | 0.3626 | nan | 0.3350 | 0.4790 | 0.0 | 0.7877 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4859 | 0.0 | 0.0 | 0.6967 | 0.0 | 0.4147 | 0.2792 | 0.0 | nan | 0.0 | 0.2164 | 0.0 | 0.0 | 0.8404 | 0.7258 | 0.8920 | 0.0 | 0.0 | 0.1993 | 0.0 |
0.4297 | 13.8 | 1380 | 0.6347 | 0.2923 | 0.3484 | 0.8359 | nan | 0.8008 | 0.9516 | 0.7083 | 0.8092 | 0.5099 | nan | 0.4269 | 0.6523 | 0.0 | 0.9210 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5065 | 0.0 | 0.0 | 0.9373 | 0.0 | 0.4716 | 0.3307 | 0.0 | nan | 0.0 | 0.2405 | 0.0 | 0.0 | 0.9224 | 0.8370 | 0.9468 | 0.0 | 0.0 | 0.1769 | 0.0 | nan | 0.6937 | 0.8522 | 0.4937 | 0.6965 | 0.3876 | nan | 0.3477 | 0.4835 | 0.0 | 0.7748 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4358 | 0.0 | 0.0 | 0.6785 | 0.0 | 0.4138 | 0.2922 | 0.0 | nan | 0.0 | 0.2032 | 0.0 | 0.0 | 0.8405 | 0.7203 | 0.8916 | 0.0 | 0.0 | 0.1487 | 0.0 |
0.423 | 14.0 | 1400 | 0.6289 | 0.2874 | 0.3480 | 0.8303 | nan | 0.8261 | 0.9321 | 0.6283 | 0.8111 | 0.5942 | nan | 0.5024 | 0.6572 | 0.0 | 0.9357 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4449 | 0.0 | 0.0 | 0.8901 | 0.0 | 0.5209 | 0.3558 | 0.0 | nan | 0.0 | 0.2307 | 0.0 | 0.0 | 0.9485 | 0.6616 | 0.9462 | 0.0 | 0.0 | 0.2504 | 0.0 | nan | 0.7047 | 0.8605 | 0.4405 | 0.7311 | 0.3541 | nan | 0.3832 | 0.4922 | 0.0 | 0.7617 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3860 | 0.0 | 0.0 | 0.6829 | 0.0 | 0.3942 | 0.2847 | 0.0 | nan | 0.0 | 0.1990 | 0.0 | 0.0 | 0.8137 | 0.6136 | 0.8929 | 0.0 | 0.0 | 0.2008 | 0.0 |
0.3773 | 14.2 | 1420 | 0.6151 | 0.2956 | 0.3622 | 0.8358 | nan | 0.8421 | 0.9345 | 0.6392 | 0.8432 | 0.5307 | nan | 0.4184 | 0.6638 | 0.0 | 0.9313 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6907 | 0.0 | 0.0 | 0.9150 | 0.0 | 0.5101 | 0.3855 | 0.0 | nan | 0.0 | 0.2715 | 0.0 | 0.0 | 0.8941 | 0.8767 | 0.9552 | 0.0 | 0.0 | 0.2875 | 0.0 | nan | 0.7060 | 0.8640 | 0.4283 | 0.6932 | 0.3440 | nan | 0.3413 | 0.4923 | 0.0 | 0.7854 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5142 | 0.0 | 0.0 | 0.6979 | 0.0 | 0.4286 | 0.2998 | 0.0 | nan | 0.0 | 0.2200 | 0.0 | 0.0 | 0.8306 | 0.6968 | 0.8922 | 0.0 | 0.0 | 0.2239 | 0.0 |
0.3717 | 14.4 | 1440 | 0.6312 | 0.2909 | 0.3486 | 0.8353 | nan | 0.8502 | 0.9413 | 0.5631 | 0.7914 | 0.4669 | nan | 0.4505 | 0.6546 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5871 | 0.0 | 0.0 | 0.9223 | 0.0 | 0.4737 | 0.3490 | 0.0 | nan | 0.0 | 0.2882 | 0.0 | 0.0 | 0.9374 | 0.7832 | 0.9509 | 0.0 | 0.0 | 0.2166 | 0.0 | nan | 0.7017 | 0.8600 | 0.4227 | 0.6776 | 0.3607 | nan | 0.3515 | 0.4906 | 0.0 | 0.7775 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4840 | 0.0 | 0.0 | 0.6885 | 0.0 | 0.4069 | 0.2754 | 0.0 | nan | 0.0 | 0.2211 | 0.0 | 0.0 | 0.8320 | 0.6838 | 0.8944 | 0.0 | 0.0 | 0.1818 | 0.0 |
0.5363 | 14.6 | 1460 | 0.6267 | 0.2885 | 0.3559 | 0.8278 | nan | 0.8558 | 0.9140 | 0.5969 | 0.7926 | 0.5729 | nan | 0.4758 | 0.7163 | 0.0 | 0.9309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5476 | 0.0 | 0.0 | 0.8607 | 0.0 | 0.5110 | 0.3529 | 0.0 | nan | 0.0 | 0.2572 | 0.0 | 0.0 | 0.9364 | 0.8567 | 0.9512 | 0.0 | 0.0 | 0.2609 | 0.0 | nan | 0.7043 | 0.8542 | 0.4258 | 0.6752 | 0.3286 | nan | 0.3658 | 0.4619 | 0.0 | 0.7804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4634 | 0.0 | 0.0 | 0.6759 | 0.0 | 0.3705 | 0.2740 | 0.0 | nan | 0.0 | 0.2092 | 0.0 | 0.0 | 0.8320 | 0.7096 | 0.8941 | 0.0 | 0.0 | 0.2086 | 0.0 |
0.4151 | 14.8 | 1480 | 0.6226 | 0.2934 | 0.3624 | 0.8313 | nan | 0.8278 | 0.9295 | 0.7471 | 0.8003 | 0.5471 | nan | 0.4632 | 0.6798 | 0.0 | 0.9427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5913 | 0.0 | 0.0 | 0.8600 | 0.0 | 0.5230 | 0.3856 | 0.0 | nan | 0.0 | 0.2936 | 0.0 | 0.0 | 0.9329 | 0.8323 | 0.9526 | 0.0 | 0.0 | 0.2870 | 0.0 | nan | 0.6872 | 0.8571 | 0.4362 | 0.7020 | 0.3625 | nan | 0.3516 | 0.4955 | 0.0 | 0.7735 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4662 | 0.0 | 0.0 | 0.6780 | 0.0 | 0.3781 | 0.2921 | 0.0 | nan | 0.0 | 0.2280 | 0.0 | 0.0 | 0.8391 | 0.7213 | 0.8958 | 0.0 | 0.0 | 0.2235 | 0.0 |
0.3034 | 15.0 | 1500 | 0.6232 | 0.2984 | 0.3609 | 0.8369 | nan | 0.8365 | 0.9411 | 0.6481 | 0.7811 | 0.5348 | nan | 0.4751 | 0.6485 | 0.0 | 0.9131 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6489 | 0.0 | 0.0 | 0.8980 | 0.0 | 0.5205 | 0.3997 | 0.0 | nan | 0.0 | 0.2818 | 0.0 | 0.0 | 0.9193 | 0.8764 | 0.9617 | 0.0 | 0.0 | 0.2650 | 0.0 | nan | 0.7022 | 0.8554 | 0.4656 | 0.7050 | 0.3877 | nan | 0.3663 | 0.4857 | 0.0 | 0.7888 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5193 | 0.0 | 0.0 | 0.6887 | 0.0 | 0.4084 | 0.2988 | 0.0 | nan | 0.0 | 0.2231 | 0.0 | 0.0 | 0.8389 | 0.7169 | 0.8920 | 0.0 | 0.0 | 0.2059 | 0.0 |
0.3733 | 15.2 | 1520 | 0.6231 | 0.2952 | 0.3626 | 0.8331 | nan | 0.8281 | 0.9229 | 0.7155 | 0.8102 | 0.5589 | nan | 0.4541 | 0.6760 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6490 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.5021 | 0.3661 | 0.0 | nan | 0.0 | 0.2260 | 0.0 | 0.0 | 0.9189 | 0.8735 | 0.9549 | 0.0 | 0.0 | 0.3053 | 0.0 | nan | 0.6964 | 0.8555 | 0.4344 | 0.6752 | 0.3504 | nan | 0.3619 | 0.4923 | 0.0 | 0.7807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5038 | 0.0 | 0.0 | 0.6866 | 0.0 | 0.4155 | 0.3023 | 0.0 | nan | 0.0 | 0.1965 | 0.0 | 0.0 | 0.8408 | 0.7240 | 0.8929 | 0.0 | 0.0 | 0.2361 | 0.0 |
0.4249 | 15.4 | 1540 | 0.6177 | 0.2945 | 0.3571 | 0.8342 | nan | 0.8459 | 0.9327 | 0.5705 | 0.7777 | 0.5649 | nan | 0.4316 | 0.6746 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6333 | 0.0 | 0.0 | 0.8935 | 0.0 | 0.5311 | 0.3950 | 0.0 | nan | 0.0 | 0.2656 | 0.0 | 0.0 | 0.9331 | 0.8176 | 0.9441 | 0.0 | 0.0 | 0.2814 | 0.0 | nan | 0.6983 | 0.8583 | 0.4282 | 0.6963 | 0.3392 | nan | 0.3521 | 0.4711 | 0.0 | 0.7847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4964 | 0.0 | 0.0 | 0.6941 | 0.0 | 0.4103 | 0.3070 | 0.0 | nan | 0.0 | 0.2186 | 0.0 | 0.0 | 0.8401 | 0.7126 | 0.8965 | 0.0 | 0.0 | 0.2196 | 0.0 |
0.3323 | 15.6 | 1560 | 0.6388 | 0.2934 | 0.3522 | 0.8356 | nan | 0.8415 | 0.9441 | 0.6417 | 0.7473 | 0.5017 | nan | 0.4704 | 0.6815 | 0.0 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5980 | 0.0 | 0.0 | 0.9316 | 0.0 | 0.4162 | 0.3590 | 0.0 | nan | 0.0 | 0.2661 | 0.0 | 0.0 | 0.9231 | 0.8537 | 0.9525 | 0.0 | 0.0 | 0.2216 | 0.0 | nan | 0.6878 | 0.8584 | 0.4574 | 0.7037 | 0.3779 | nan | 0.3621 | 0.4800 | 0.0 | 0.7859 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4866 | 0.0 | 0.0 | 0.6811 | 0.0 | 0.3634 | 0.2897 | 0.0 | nan | 0.0 | 0.2206 | 0.0 | 0.0 | 0.8386 | 0.7170 | 0.8955 | 0.0 | 0.0 | 0.1826 | 0.0 |
0.3403 | 15.8 | 1580 | 0.6186 | 0.2943 | 0.3576 | 0.8351 | nan | 0.8511 | 0.9293 | 0.6448 | 0.7912 | 0.5429 | nan | 0.4980 | 0.6453 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6013 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.5107 | 0.3870 | 0.0 | nan | 0.0 | 0.2992 | 0.0 | 0.0 | 0.9340 | 0.7773 | 0.9543 | 0.0 | 0.0 | 0.2323 | 0.0 | nan | 0.6955 | 0.8611 | 0.4507 | 0.6895 | 0.3631 | nan | 0.3842 | 0.4712 | 0.0 | 0.7776 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4732 | 0.0 | 0.0 | 0.6953 | 0.0 | 0.4154 | 0.3076 | 0.0 | nan | 0.0 | 0.2323 | 0.0 | 0.0 | 0.8359 | 0.6779 | 0.8961 | 0.0 | 0.0 | 0.1912 | 0.0 |
0.4038 | 16.0 | 1600 | 0.6349 | 0.2920 | 0.3485 | 0.8337 | nan | 0.8346 | 0.9467 | 0.5086 | 0.7186 | 0.5019 | nan | 0.4729 | 0.6252 | 0.0 | 0.9260 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6166 | 0.0 | 0.0 | 0.9270 | 0.0 | 0.4137 | 0.3952 | 0.0 | nan | 0.0 | 0.2893 | 0.0 | 0.0 | 0.9242 | 0.8466 | 0.9516 | 0.0 | 0.0 | 0.2537 | 0.0 | nan | 0.6775 | 0.8514 | 0.4148 | 0.6766 | 0.3774 | nan | 0.3733 | 0.4622 | 0.0 | 0.7832 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4790 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.3739 | 0.3115 | 0.0 | nan | 0.0 | 0.2299 | 0.0 | 0.0 | 0.8385 | 0.7094 | 0.8966 | 0.0 | 0.0 | 0.2008 | 0.0 |
0.3523 | 16.2 | 1620 | 0.6053 | 0.2969 | 0.3584 | 0.8374 | nan | 0.8255 | 0.9411 | 0.5663 | 0.8105 | 0.5483 | nan | 0.4625 | 0.7007 | 0.0 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6158 | 0.0 | 0.0 | 0.9033 | 0.0 | 0.5088 | 0.3533 | 0.0 | nan | 0.0 | 0.2811 | 0.0 | 0.0 | 0.9309 | 0.8265 | 0.9602 | 0.0 | 0.0 | 0.3066 | 0.0 | nan | 0.7022 | 0.8551 | 0.4248 | 0.7010 | 0.3704 | nan | 0.3718 | 0.4927 | 0.0 | 0.7816 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4754 | 0.0 | 0.0 | 0.6986 | 0.0 | 0.4108 | 0.3021 | 0.0 | nan | 0.0 | 0.2321 | 0.0 | 0.0 | 0.8394 | 0.7100 | 0.8947 | 0.0 | 0.0 | 0.2372 | 0.0 |
0.3667 | 16.4 | 1640 | 0.6262 | 0.2989 | 0.3645 | 0.8372 | nan | 0.8291 | 0.9497 | 0.6491 | 0.7685 | 0.5074 | nan | 0.4465 | 0.7002 | 0.0 | 0.9305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6807 | 0.0 | 0.0 | 0.8908 | 0.0 | 0.4921 | 0.4734 | 0.0 | nan | 0.0 | 0.2821 | 0.0 | 0.0 | 0.9124 | 0.8722 | 0.9595 | 0.0 | 0.0 | 0.3200 | 0.0 | nan | 0.6959 | 0.8531 | 0.4663 | 0.7089 | 0.3786 | nan | 0.3606 | 0.4980 | 0.0 | 0.7842 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4847 | 0.0 | 0.0 | 0.6993 | 0.0 | 0.3968 | 0.3145 | 0.0 | nan | 0.0 | 0.2326 | 0.0 | 0.0 | 0.8380 | 0.7163 | 0.8945 | 0.0 | 0.0 | 0.2426 | 0.0 |
0.2873 | 16.6 | 1660 | 0.6236 | 0.2991 | 0.3617 | 0.8380 | nan | 0.8149 | 0.9401 | 0.7575 | 0.7869 | 0.5985 | nan | 0.4971 | 0.6466 | 0.0 | 0.9156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.0 | 0.9388 | 0.0 | 0.4758 | 0.3646 | 0.0 | nan | 0.0 | 0.2895 | 0.0 | 0.0 | 0.9256 | 0.7857 | 0.9552 | 0.0 | 0.0 | 0.2332 | 0.0 | nan | 0.7006 | 0.8614 | 0.4788 | 0.7167 | 0.3869 | nan | 0.3859 | 0.4931 | 0.0 | 0.7830 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4852 | 0.0 | 0.0 | 0.6843 | 0.0 | 0.4137 | 0.3139 | 0.0 | nan | 0.0 | 0.2318 | 0.0 | 0.0 | 0.8407 | 0.7062 | 0.8969 | 0.0 | 0.0 | 0.1907 | 0.0 |
0.5402 | 16.8 | 1680 | 0.6134 | 0.3013 | 0.3687 | 0.8389 | nan | 0.8444 | 0.9373 | 0.6673 | 0.7841 | 0.5415 | nan | 0.5183 | 0.6823 | 0.0 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7414 | 0.0 | 0.0 | 0.8946 | 0.0 | 0.4909 | 0.4502 | 0.0 | nan | 0.0 | 0.2871 | 0.0 | 0.0 | 0.9286 | 0.8475 | 0.9478 | 0.0 | 0.0 | 0.3041 | 0.0 | nan | 0.6964 | 0.8609 | 0.4532 | 0.7089 | 0.3932 | nan | 0.3789 | 0.4993 | 0.0 | 0.7896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5190 | 0.0 | 0.0 | 0.7022 | 0.0 | 0.3975 | 0.3177 | 0.0 | nan | 0.0 | 0.2328 | 0.0 | 0.0 | 0.8366 | 0.7146 | 0.9004 | 0.0 | 0.0 | 0.2391 | 0.0 |
0.3856 | 17.0 | 1700 | 0.6246 | 0.2964 | 0.3602 | 0.8366 | nan | 0.8432 | 0.9455 | 0.5634 | 0.7839 | 0.5193 | nan | 0.4280 | 0.6930 | 0.0 | 0.9349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6378 | 0.0 | 0.0 | 0.8919 | 0.0 | 0.5239 | 0.4211 | 0.0 | nan | 0.0 | 0.3088 | 0.0 | 0.0 | 0.9045 | 0.8910 | 0.9525 | 0.0 | 0.0 | 0.2835 | 0.0 | nan | 0.7059 | 0.8555 | 0.4342 | 0.6901 | 0.3898 | nan | 0.3513 | 0.4951 | 0.0 | 0.7815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4830 | 0.0 | 0.0 | 0.6944 | 0.0 | 0.3988 | 0.3048 | 0.0 | nan | 0.0 | 0.2403 | 0.0 | 0.0 | 0.8344 | 0.7000 | 0.9000 | 0.0 | 0.0 | 0.2244 | 0.0 |
0.297 | 17.2 | 1720 | 0.6120 | 0.3003 | 0.3610 | 0.8403 | nan | 0.8426 | 0.9449 | 0.5593 | 0.7859 | 0.5198 | nan | 0.4999 | 0.7041 | 0.0 | 0.9163 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6759 | 0.0 | 0.0 | 0.9156 | 0.0 | 0.5101 | 0.3843 | 0.0 | nan | 0.0 | 0.2895 | 0.0 | 0.0 | 0.9275 | 0.8414 | 0.9552 | 0.0 | 0.0 | 0.2810 | 0.0 | nan | 0.6995 | 0.8574 | 0.4540 | 0.6954 | 0.3959 | nan | 0.3713 | 0.4948 | 0.0 | 0.7943 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5035 | 0.0 | 0.0 | 0.7004 | 0.0 | 0.4162 | 0.2997 | 0.0 | nan | 0.0 | 0.2298 | 0.0 | 0.0 | 0.8461 | 0.7265 | 0.8997 | 0.0 | 0.0 | 0.2236 | 0.0 |
0.3589 | 17.4 | 1740 | 0.6287 | 0.3000 | 0.3684 | 0.8363 | nan | 0.8438 | 0.9452 | 0.6086 | 0.7509 | 0.5073 | nan | 0.4472 | 0.6727 | 0.0 | 0.9358 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7775 | 0.0 | 0.0 | 0.8677 | 0.0 | 0.5332 | 0.4612 | 0.0 | nan | 0.0 | 0.3234 | 0.0 | 0.0 | 0.9170 | 0.8595 | 0.9542 | 0.0 | 0.0 | 0.3824 | 0.0 | nan | 0.6929 | 0.8557 | 0.4641 | 0.7074 | 0.3752 | nan | 0.3619 | 0.4980 | 0.0 | 0.7852 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4965 | 0.0 | 0.0 | 0.6957 | 0.0 | 0.3922 | 0.2963 | 0.0 | nan | 0.0 | 0.2537 | 0.0 | 0.0 | 0.8406 | 0.7251 | 0.8999 | 0.0 | 0.0 | 0.2597 | 0.0 |
0.3366 | 17.6 | 1760 | 0.5971 | 0.3017 | 0.3689 | 0.8390 | nan | 0.8235 | 0.9386 | 0.7109 | 0.8315 | 0.5627 | nan | 0.4414 | 0.6748 | 0.0 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7126 | 0.0 | 0.0 | 0.8884 | 0.0 | 0.5204 | 0.3681 | 0.0 | nan | 0.0 | 0.3388 | 0.0 | 0.0 | 0.9313 | 0.8211 | 0.9651 | 0.0 | 0.0 | 0.3458 | 0.0 | nan | 0.7145 | 0.8607 | 0.4953 | 0.6959 | 0.3656 | nan | 0.3554 | 0.5049 | 0.0 | 0.7873 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4991 | 0.0 | 0.0 | 0.7015 | 0.0 | 0.4216 | 0.3085 | 0.0 | nan | 0.0 | 0.2545 | 0.0 | 0.0 | 0.8404 | 0.7099 | 0.8955 | 0.0 | 0.0 | 0.2430 | 0.0 |
0.3297 | 17.8 | 1780 | 0.6273 | 0.2985 | 0.3577 | 0.8399 | nan | 0.8461 | 0.9554 | 0.4919 | 0.7722 | 0.4870 | nan | 0.4605 | 0.6492 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6902 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.5023 | 0.4386 | 0.0 | nan | 0.0 | 0.2989 | 0.0 | 0.0 | 0.9126 | 0.8574 | 0.9574 | 0.0 | 0.0 | 0.2885 | 0.0 | nan | 0.7006 | 0.8561 | 0.4117 | 0.7264 | 0.3859 | nan | 0.3685 | 0.4811 | 0.0 | 0.7876 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5009 | 0.0 | 0.0 | 0.7016 | 0.0 | 0.4109 | 0.3127 | 0.0 | nan | 0.0 | 0.2323 | 0.0 | 0.0 | 0.8381 | 0.7160 | 0.8993 | 0.0 | 0.0 | 0.2220 | 0.0 |
0.3581 | 18.0 | 1800 | 0.6084 | 0.3034 | 0.3652 | 0.8423 | nan | 0.8230 | 0.9435 | 0.6486 | 0.8156 | 0.5698 | nan | 0.5228 | 0.6299 | 0.0 | 0.9156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.0 | 0.9182 | 0.0 | 0.4995 | 0.3996 | 0.0 | nan | 0.0 | 0.2865 | 0.0 | 0.0 | 0.9225 | 0.8656 | 0.9585 | 0.0 | 0.0 | 0.3170 | 0.0 | nan | 0.7132 | 0.8582 | 0.4582 | 0.7142 | 0.4054 | nan | 0.3983 | 0.4799 | 0.0 | 0.7945 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5055 | 0.0 | 0.0 | 0.7007 | 0.0 | 0.4212 | 0.3204 | 0.0 | nan | 0.0 | 0.2288 | 0.0 | 0.0 | 0.8454 | 0.7280 | 0.8987 | 0.0 | 0.0 | 0.2369 | 0.0 |
0.3419 | 18.2 | 1820 | 0.6157 | 0.3024 | 0.3676 | 0.8401 | nan | 0.8390 | 0.9444 | 0.7201 | 0.7970 | 0.4576 | nan | 0.5170 | 0.6233 | 0.0 | 0.9408 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6500 | 0.0 | 0.0 | 0.8979 | 0.0 | 0.5168 | 0.4232 | 0.0 | nan | 0.0 | 0.3176 | 0.0 | 0.0 | 0.9148 | 0.8521 | 0.9565 | 0.0 | 0.0 | 0.3965 | 0.0 | nan | 0.6973 | 0.8589 | 0.4578 | 0.7207 | 0.3673 | nan | 0.3935 | 0.4642 | 0.0 | 0.7794 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5070 | 0.0 | 0.0 | 0.7010 | 0.0 | 0.4145 | 0.3231 | 0.0 | nan | 0.0 | 0.2487 | 0.0 | 0.0 | 0.8468 | 0.7318 | 0.8993 | 0.0 | 0.0 | 0.2651 | 0.0 |
0.3895 | 18.4 | 1840 | 0.5980 | 0.3029 | 0.3660 | 0.8434 | nan | 0.8294 | 0.9453 | 0.6622 | 0.8346 | 0.5189 | nan | 0.5443 | 0.7292 | 0.0 | 0.9113 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6525 | 0.0 | 0.0 | 0.9219 | 0.0 | 0.4779 | 0.3561 | 0.0 | nan | 0.0 | 0.2958 | 0.0 | 0.0 | 0.9298 | 0.8557 | 0.9531 | 0.0 | 0.0 | 0.2944 | 0.0 | nan | 0.7133 | 0.8660 | 0.4642 | 0.7197 | 0.3867 | nan | 0.4102 | 0.4686 | 0.0 | 0.7986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5209 | 0.0 | 0.0 | 0.6973 | 0.0 | 0.4184 | 0.3116 | 0.0 | nan | 0.0 | 0.2342 | 0.0 | 0.0 | 0.8397 | 0.7181 | 0.9013 | 0.0 | 0.0 | 0.2253 | 0.0 |
0.3565 | 18.6 | 1860 | 0.6158 | 0.2999 | 0.3694 | 0.8379 | nan | 0.8431 | 0.9377 | 0.6282 | 0.7899 | 0.5963 | nan | 0.4366 | 0.7071 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7533 | 0.0 | 0.0 | 0.9009 | 0.0 | 0.5215 | 0.4399 | 0.0 | nan | 0.0 | 0.3161 | 0.0 | 0.0 | 0.9103 | 0.8159 | 0.9596 | 0.0 | 0.0 | 0.3336 | 0.0 | nan | 0.7048 | 0.8608 | 0.4434 | 0.6950 | 0.3877 | nan | 0.3620 | 0.4779 | 0.0 | 0.7954 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5019 | 0.0 | 0.0 | 0.6997 | 0.0 | 0.3998 | 0.3179 | 0.0 | nan | 0.0 | 0.2459 | 0.0 | 0.0 | 0.8385 | 0.7105 | 0.8997 | 0.0 | 0.0 | 0.2549 | 0.0 |
0.2801 | 18.8 | 1880 | 0.6060 | 0.2980 | 0.3602 | 0.8403 | nan | 0.8705 | 0.9357 | 0.6264 | 0.7983 | 0.5004 | nan | 0.4919 | 0.6800 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6561 | 0.0 | 0.0 | 0.9167 | 0.0 | 0.4992 | 0.3968 | 0.0 | nan | 0.0 | 0.2688 | 0.0 | 0.0 | 0.9326 | 0.8175 | 0.9538 | 0.0 | 0.0 | 0.2489 | 0.0 | nan | 0.7098 | 0.8651 | 0.4370 | 0.7027 | 0.3606 | nan | 0.3897 | 0.5061 | 0.0 | 0.7865 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4735 | 0.0 | 0.0 | 0.6958 | 0.0 | 0.4076 | 0.3156 | 0.0 | nan | 0.0 | 0.2213 | 0.0 | 0.0 | 0.8424 | 0.7152 | 0.9021 | 0.0 | 0.0 | 0.2048 | 0.0 |
0.4044 | 19.0 | 1900 | 0.6152 | 0.3010 | 0.3655 | 0.8392 | nan | 0.8388 | 0.9453 | 0.6659 | 0.7815 | 0.5028 | nan | 0.5237 | 0.7202 | 0.0 | 0.9369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6444 | 0.0 | 0.0 | 0.8777 | 0.0 | 0.4861 | 0.4124 | 0.0 | nan | 0.0 | 0.2993 | 0.0 | 0.0 | 0.9355 | 0.8399 | 0.9585 | 0.0 | 0.0 | 0.3283 | 0.0 | nan | 0.7008 | 0.8574 | 0.4820 | 0.7235 | 0.3724 | nan | 0.3931 | 0.5053 | 0.0 | 0.7930 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4765 | 0.0 | 0.0 | 0.6983 | 0.0 | 0.3853 | 0.3015 | 0.0 | nan | 0.0 | 0.2360 | 0.0 | 0.0 | 0.8375 | 0.7243 | 0.9016 | 0.0 | 0.0 | 0.2450 | 0.0 |
0.4308 | 19.2 | 1920 | 0.6239 | 0.2985 | 0.3572 | 0.8399 | nan | 0.8678 | 0.9417 | 0.5798 | 0.7593 | 0.4697 | nan | 0.5072 | 0.7324 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6401 | 0.0 | 0.0 | 0.9221 | 0.0 | 0.4875 | 0.3664 | 0.0 | nan | 0.0 | 0.2667 | 0.0 | 0.0 | 0.9405 | 0.7978 | 0.9557 | 0.0 | 0.0 | 0.2682 | 0.0 | nan | 0.6956 | 0.8614 | 0.4530 | 0.7090 | 0.3658 | nan | 0.3941 | 0.4984 | 0.0 | 0.7921 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4879 | 0.0 | 0.0 | 0.6978 | 0.0 | 0.4110 | 0.3068 | 0.0 | nan | 0.0 | 0.2207 | 0.0 | 0.0 | 0.8372 | 0.7097 | 0.9026 | 0.0 | 0.0 | 0.2098 | 0.0 |
0.2283 | 19.4 | 1940 | 0.6129 | 0.3055 | 0.3733 | 0.8403 | nan | 0.8056 | 0.9455 | 0.6800 | 0.8133 | 0.5510 | nan | 0.5042 | 0.7275 | 0.0 | 0.9300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7821 | 0.0 | 0.0 | 0.8933 | 0.0 | 0.5365 | 0.4001 | 0.0 | nan | 0.0 | 0.3028 | 0.0 | 0.0 | 0.9208 | 0.8757 | 0.9645 | 0.0 | 0.0 | 0.3125 | 0.0 | nan | 0.7037 | 0.8561 | 0.5363 | 0.7070 | 0.3776 | nan | 0.3968 | 0.5008 | 0.0 | 0.7992 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5165 | 0.0 | 0.0 | 0.6955 | 0.0 | 0.4078 | 0.3237 | 0.0 | nan | 0.0 | 0.2363 | 0.0 | 0.0 | 0.8479 | 0.7344 | 0.8994 | 0.0 | 0.0 | 0.2365 | 0.0 |
0.3973 | 19.6 | 1960 | 0.6163 | 0.3039 | 0.3685 | 0.8403 | nan | 0.8218 | 0.9542 | 0.6955 | 0.7837 | 0.5023 | nan | 0.4918 | 0.6880 | 0.0 | 0.9248 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7696 | 0.0 | 0.0 | 0.8924 | 0.0 | 0.5063 | 0.4345 | 0.0 | nan | 0.0 | 0.2961 | 0.0 | 0.0 | 0.9207 | 0.8612 | 0.9581 | 0.0 | 0.0 | 0.2924 | 0.0 | nan | 0.7090 | 0.8574 | 0.5302 | 0.7152 | 0.3790 | nan | 0.3831 | 0.4911 | 0.0 | 0.8003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5400 | 0.0 | 0.0 | 0.6825 | 0.0 | 0.3919 | 0.2972 | 0.0 | nan | 0.0 | 0.2331 | 0.0 | 0.0 | 0.8511 | 0.7406 | 0.9029 | 0.0 | 0.0 | 0.2213 | 0.0 |
0.5004 | 19.8 | 1980 | 0.6134 | 0.3016 | 0.3635 | 0.8413 | nan | 0.8468 | 0.9422 | 0.6051 | 0.8299 | 0.4976 | nan | 0.5122 | 0.6987 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7149 | 0.0 | 0.0 | 0.9228 | 0.0 | 0.4248 | 0.3825 | 0.0 | nan | 0.0 | 0.2971 | 0.0 | 0.0 | 0.9224 | 0.8493 | 0.9489 | 0.0 | 0.0 | 0.3012 | 0.0 | nan | 0.7076 | 0.8640 | 0.4733 | 0.6892 | 0.3677 | nan | 0.4037 | 0.5073 | 0.0 | 0.7957 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5214 | 0.0 | 0.0 | 0.6984 | 0.0 | 0.3787 | 0.3136 | 0.0 | nan | 0.0 | 0.2335 | 0.0 | 0.0 | 0.8455 | 0.7277 | 0.9032 | 0.0 | 0.0 | 0.2218 | 0.0 |
0.4571 | 20.0 | 2000 | 0.6324 | 0.3031 | 0.3652 | 0.8410 | nan | 0.8107 | 0.9538 | 0.7618 | 0.7731 | 0.4938 | nan | 0.5090 | 0.6394 | 0.0 | 0.9297 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6801 | 0.0 | 0.0 | 0.9092 | 0.0 | 0.5016 | 0.3446 | 0.0 | nan | 0.0 | 0.3089 | 0.0 | 0.0 | 0.9236 | 0.8650 | 0.9632 | 0.0 | 0.0 | 0.3200 | 0.0 | nan | 0.7010 | 0.8570 | 0.5030 | 0.7152 | 0.3712 | nan | 0.4026 | 0.4861 | 0.0 | 0.7908 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5212 | 0.0 | 0.0 | 0.6977 | 0.0 | 0.4080 | 0.2941 | 0.0 | nan | 0.0 | 0.2414 | 0.0 | 0.0 | 0.8473 | 0.7296 | 0.9000 | 0.0 | 0.0 | 0.2327 | 0.0 |
0.3565 | 20.2 | 2020 | 0.6235 | 0.3065 | 0.3685 | 0.8404 | nan | 0.7981 | 0.9521 | 0.7469 | 0.8061 | 0.5035 | nan | 0.4966 | 0.6604 | 0.0 | 0.9186 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7435 | 0.0 | 0.0 | 0.9105 | 0.0 | 0.5045 | 0.3789 | 0.0 | nan | 0.0 | 0.2919 | 0.0 | 0.0 | 0.9266 | 0.8371 | 0.9584 | 0.0 | 0.0 | 0.3574 | 0.0 | nan | 0.6961 | 0.8529 | 0.5600 | 0.7271 | 0.3833 | nan | 0.3779 | 0.4953 | 0.0 | 0.7972 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5559 | 0.0 | 0.0 | 0.6947 | 0.0 | 0.4064 | 0.2979 | 0.0 | nan | 0.0 | 0.2343 | 0.0 | 0.0 | 0.8470 | 0.7293 | 0.9010 | 0.0 | 0.0 | 0.2515 | 0.0 |
0.2702 | 20.4 | 2040 | 0.6309 | 0.3024 | 0.3671 | 0.8375 | nan | 0.8376 | 0.9452 | 0.5918 | 0.7213 | 0.5839 | nan | 0.5150 | 0.6836 | 0.0 | 0.9230 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7676 | 0.0 | 0.0 | 0.8975 | 0.0 | 0.5020 | 0.4251 | 0.0 | nan | 0.0 | 0.3140 | 0.0 | 0.0 | 0.9094 | 0.8789 | 0.9507 | 0.0 | 0.0000 | 0.3002 | 0.0 | nan | 0.6909 | 0.8592 | 0.4665 | 0.7001 | 0.3952 | nan | 0.4029 | 0.5048 | 0.0 | 0.7994 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5415 | 0.0 | 0.0 | 0.6898 | 0.0 | 0.3907 | 0.3025 | 0.0 | nan | 0.0 | 0.2407 | 0.0 | 0.0 | 0.8437 | 0.7226 | 0.9025 | 0.0 | 0.0000 | 0.2222 | 0.0 |
0.2502 | 20.6 | 2060 | 0.6183 | 0.3064 | 0.3709 | 0.8434 | nan | 0.8274 | 0.9493 | 0.7246 | 0.7972 | 0.5328 | nan | 0.5205 | 0.7137 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7667 | 0.0 | 0.0 | 0.9131 | 0.0 | 0.5160 | 0.3800 | 0.0 | nan | 0.0 | 0.3045 | 0.0 | 0.0 | 0.9264 | 0.8251 | 0.9648 | 0.0 | 0.0003 | 0.2780 | 0.0 | nan | 0.7045 | 0.8614 | 0.5172 | 0.7274 | 0.4023 | nan | 0.4091 | 0.5108 | 0.0 | 0.7991 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5311 | 0.0 | 0.0 | 0.6975 | 0.0 | 0.4156 | 0.3101 | 0.0 | nan | 0.0 | 0.2380 | 0.0 | 0.0 | 0.8434 | 0.7160 | 0.8998 | 0.0 | 0.0003 | 0.2211 | 0.0 |
0.2976 | 20.8 | 2080 | 0.6093 | 0.3029 | 0.3715 | 0.8390 | nan | 0.8663 | 0.9255 | 0.6024 | 0.7750 | 0.6242 | nan | 0.5272 | 0.7003 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7578 | 0.0 | 0.0 | 0.9050 | 0.0 | 0.5168 | 0.3964 | 0.0 | nan | 0.0 | 0.2913 | 0.0 | 0.0 | 0.9051 | 0.8837 | 0.9536 | 0.0 | 0.0 | 0.3221 | 0.0 | nan | 0.7121 | 0.8633 | 0.4339 | 0.7068 | 0.3728 | nan | 0.4081 | 0.5029 | 0.0 | 0.7971 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5315 | 0.0 | 0.0 | 0.7044 | 0.0 | 0.4188 | 0.3166 | 0.0 | nan | 0.0 | 0.2346 | 0.0 | 0.0 | 0.8374 | 0.7073 | 0.9043 | 0.0 | 0.0 | 0.2398 | 0.0 |
0.5172 | 21.0 | 2100 | 0.6093 | 0.3042 | 0.3739 | 0.8416 | nan | 0.8036 | 0.9485 | 0.7520 | 0.8129 | 0.5358 | nan | 0.5247 | 0.7041 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7613 | 0.0 | 0.0 | 0.8970 | 0.0 | 0.4647 | 0.4231 | 0.0 | nan | 0.0 | 0.3130 | 0.0 | 0.0 | 0.9357 | 0.8084 | 0.9638 | 0.0 | 0.0 | 0.3818 | 0.0 | nan | 0.7069 | 0.8616 | 0.4753 | 0.7081 | 0.3922 | nan | 0.4081 | 0.4888 | 0.0 | 0.7948 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5353 | 0.0 | 0.0 | 0.7056 | 0.0 | 0.4034 | 0.2889 | 0.0 | nan | 0.0 | 0.2426 | 0.0 | 0.0 | 0.8426 | 0.7140 | 0.8994 | 0.0 | 0.0 | 0.2657 | 0.0 |
0.6189 | 21.2 | 2120 | 0.6195 | 0.3025 | 0.3630 | 0.8423 | nan | 0.8546 | 0.9488 | 0.5489 | 0.7586 | 0.5039 | nan | 0.5111 | 0.7176 | 0.0 | 0.9242 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7380 | 0.0 | 0.0 | 0.9296 | 0.0 | 0.4834 | 0.3393 | 0.0 | nan | 0.0 | 0.2919 | 0.0 | 0.0 | 0.9137 | 0.8662 | 0.9580 | 0.0 | 0.0000 | 0.3287 | 0.0 | nan | 0.7032 | 0.8606 | 0.4286 | 0.6951 | 0.3851 | nan | 0.3999 | 0.5025 | 0.0 | 0.8032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5279 | 0.0 | 0.0 | 0.6978 | 0.0 | 0.4134 | 0.2919 | 0.0 | nan | 0.0 | 0.2400 | 0.0 | 0.0 | 0.8485 | 0.7331 | 0.9033 | 0.0 | 0.0000 | 0.2466 | 0.0 |
0.3173 | 21.4 | 2140 | 0.6047 | 0.3075 | 0.3750 | 0.8434 | nan | 0.8478 | 0.9441 | 0.6768 | 0.7965 | 0.4774 | nan | 0.5281 | 0.7291 | 0.0 | 0.9370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7900 | 0.0 | 0.0 | 0.8972 | 0.0 | 0.5240 | 0.4034 | 0.0 | nan | 0.0 | 0.3314 | 0.0 | 0.0 | 0.9236 | 0.8640 | 0.9590 | 0.0 | 0.0099 | 0.3607 | 0.0 | nan | 0.7120 | 0.8590 | 0.5101 | 0.6887 | 0.3826 | nan | 0.4044 | 0.5066 | 0.0 | 0.7978 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5280 | 0.0 | 0.0 | 0.7027 | 0.0 | 0.4171 | 0.3077 | 0.0 | nan | 0.0 | 0.2508 | 0.0 | 0.0 | 0.8515 | 0.7457 | 0.9054 | 0.0 | 0.0096 | 0.2614 | 0.0 |
0.4167 | 21.6 | 2160 | 0.6166 | 0.3089 | 0.3727 | 0.8427 | nan | 0.8189 | 0.9497 | 0.6692 | 0.7936 | 0.5348 | nan | 0.4897 | 0.6790 | 0.0 | 0.9169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7693 | 0.0 | 0.0 | 0.9047 | 0.0 | 0.5176 | 0.4350 | 0.0 | nan | 0.0 | 0.3196 | 0.0 | 0.0 | 0.9230 | 0.8665 | 0.9550 | 0.0 | 0.0094 | 0.3759 | 0.0 | nan | 0.6976 | 0.8551 | 0.5063 | 0.7276 | 0.3989 | nan | 0.3809 | 0.5049 | 0.0 | 0.8052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5519 | 0.0 | 0.0 | 0.7068 | 0.0 | 0.4284 | 0.3103 | 0.0 | nan | 0.0 | 0.2484 | 0.0 | 0.0 | 0.8486 | 0.7360 | 0.9054 | 0.0 | 0.0091 | 0.2646 | 0.0 |
0.226 | 21.8 | 2180 | 0.6110 | 0.3074 | 0.3753 | 0.8418 | nan | 0.8461 | 0.9350 | 0.6733 | 0.7971 | 0.5381 | nan | 0.5728 | 0.7200 | 0.0 | 0.9283 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7665 | 0.0 | 0.0 | 0.9132 | 0.0 | 0.5177 | 0.4047 | 0.0 | nan | 0.0 | 0.3195 | 0.0 | 0.0 | 0.9179 | 0.8301 | 0.9644 | 0.0 | 0.0106 | 0.3545 | 0.0 | nan | 0.7108 | 0.8556 | 0.4385 | 0.7052 | 0.4009 | nan | 0.4142 | 0.5158 | 0.0 | 0.8007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5558 | 0.0 | 0.0 | 0.7084 | 0.0 | 0.4344 | 0.3136 | 0.0 | nan | 0.0 | 0.2534 | 0.0 | 0.0 | 0.8442 | 0.7190 | 0.9003 | 0.0 | 0.0103 | 0.2546 | 0.0 |
0.2361 | 22.0 | 2200 | 0.6149 | 0.3085 | 0.3753 | 0.8412 | nan | 0.8034 | 0.9448 | 0.6936 | 0.7976 | 0.5861 | nan | 0.5435 | 0.6763 | 0.0 | 0.9243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7851 | 0.0 | 0.0 | 0.8903 | 0.0 | 0.5499 | 0.4190 | 0.0 | nan | 0.0 | 0.3333 | 0.0 | 0.0 | 0.9310 | 0.8313 | 0.9619 | 0.0 | 0.0043 | 0.3338 | 0.0 | nan | 0.7008 | 0.8586 | 0.5104 | 0.7284 | 0.3893 | nan | 0.4218 | 0.5067 | 0.0 | 0.8022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5541 | 0.0 | 0.0 | 0.6982 | 0.0 | 0.4097 | 0.3137 | 0.0 | nan | 0.0 | 0.2535 | 0.0 | 0.0 | 0.8464 | 0.7228 | 0.9049 | 0.0 | 0.0042 | 0.2465 | 0.0 |
0.3191 | 22.2 | 2220 | 0.6060 | 0.3069 | 0.3730 | 0.8427 | nan | 0.8485 | 0.9397 | 0.6114 | 0.8028 | 0.5419 | nan | 0.5305 | 0.6986 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7977 | 0.0 | 0.0 | 0.9036 | 0.0 | 0.5149 | 0.4131 | 0.0 | nan | 0.0 | 0.3070 | 0.0 | 0.0 | 0.9229 | 0.8423 | 0.9554 | 0.0 | 0.0077 | 0.3641 | 0.0 | nan | 0.7108 | 0.8586 | 0.4381 | 0.6996 | 0.4028 | nan | 0.4160 | 0.5206 | 0.0 | 0.8052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5391 | 0.0 | 0.0 | 0.7062 | 0.0 | 0.4165 | 0.3177 | 0.0 | nan | 0.0 | 0.2429 | 0.0 | 0.0 | 0.8427 | 0.7249 | 0.9059 | 0.0 | 0.0076 | 0.2652 | 0.0 |
0.3237 | 22.4 | 2240 | 0.6196 | 0.3079 | 0.3737 | 0.8433 | nan | 0.8500 | 0.9431 | 0.6468 | 0.7693 | 0.5198 | nan | 0.5258 | 0.7095 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7849 | 0.0 | 0.0 | 0.9024 | 0.0 | 0.5584 | 0.3847 | 0.0 | nan | 0.0 | 0.3450 | 0.0 | 0.0 | 0.9269 | 0.8467 | 0.9575 | 0.0 | 0.0069 | 0.3573 | 0.0 | nan | 0.7004 | 0.8601 | 0.4424 | 0.7192 | 0.3997 | nan | 0.4064 | 0.5115 | 0.0 | 0.8075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5496 | 0.0 | 0.0 | 0.7070 | 0.0 | 0.4283 | 0.3144 | 0.0 | nan | 0.0 | 0.2582 | 0.0 | 0.0 | 0.8469 | 0.7252 | 0.9062 | 0.0 | 0.0067 | 0.2629 | 0.0 |
0.3251 | 22.6 | 2260 | 0.6049 | 0.3101 | 0.3778 | 0.8449 | nan | 0.8231 | 0.9417 | 0.7392 | 0.8294 | 0.5765 | nan | 0.5148 | 0.6867 | 0.0 | 0.9331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7646 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.5009 | 0.4168 | 0.0 | nan | 0.0 | 0.3096 | 0.0 | 0.0 | 0.9234 | 0.8656 | 0.9640 | 0.0 | 0.0136 | 0.3804 | 0.0 | nan | 0.7205 | 0.8643 | 0.5072 | 0.7203 | 0.3864 | nan | 0.4069 | 0.5136 | 0.0 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5427 | 0.0 | 0.0 | 0.7083 | 0.0 | 0.4262 | 0.3197 | 0.0 | nan | 0.0 | 0.2449 | 0.0 | 0.0 | 0.8433 | 0.7265 | 0.9041 | 0.0 | 0.0133 | 0.2753 | 0.0 |
0.3421 | 22.8 | 2280 | 0.6086 | 0.3075 | 0.3751 | 0.8428 | nan | 0.8534 | 0.9428 | 0.5435 | 0.8127 | 0.5125 | nan | 0.5135 | 0.7379 | 0.0 | 0.9201 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7811 | 0.0 | 0.0 | 0.8794 | 0.0 | 0.5438 | 0.4224 | 0.0 | nan | 0.0 | 0.3338 | 0.0 | 0.0 | 0.9230 | 0.8601 | 0.9586 | 0.0 | 0.0214 | 0.4428 | 0.0 | nan | 0.7108 | 0.8603 | 0.4112 | 0.7108 | 0.3831 | nan | 0.3950 | 0.4992 | 0.0 | 0.8074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5604 | 0.0 | 0.0 | 0.7065 | 0.0 | 0.4119 | 0.3213 | 0.0 | nan | 0.0 | 0.2596 | 0.0 | 0.0 | 0.8511 | 0.7361 | 0.9065 | 0.0 | 0.0203 | 0.2899 | 0.0 |
0.443 | 23.0 | 2300 | 0.6162 | 0.3068 | 0.3732 | 0.8446 | nan | 0.8442 | 0.9403 | 0.6760 | 0.8034 | 0.5635 | nan | 0.5614 | 0.7035 | 0.0 | 0.9366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6814 | 0.0 | 0.0 | 0.8912 | 0.0 | 0.5666 | 0.3903 | 0.0 | nan | 0.0 | 0.3029 | 0.0 | 0.0 | 0.9332 | 0.8466 | 0.9639 | 0.0 | 0.0299 | 0.3071 | 0.0 | nan | 0.7143 | 0.8660 | 0.4146 | 0.7315 | 0.4117 | nan | 0.4324 | 0.5041 | 0.0 | 0.7962 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5248 | 0.0 | 0.0 | 0.7018 | 0.0 | 0.4143 | 0.3090 | 0.0 | nan | 0.0 | 0.2445 | 0.0 | 0.0 | 0.8483 | 0.7312 | 0.9046 | 0.0 | 0.0291 | 0.2376 | 0.0 |
0.3483 | 23.2 | 2320 | 0.6353 | 0.3067 | 0.3674 | 0.8433 | nan | 0.8471 | 0.9510 | 0.5590 | 0.7625 | 0.5368 | nan | 0.4950 | 0.7206 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7652 | 0.0 | 0.0 | 0.9251 | 0.0 | 0.4947 | 0.3842 | 0.0 | nan | 0.0 | 0.3028 | 0.0 | 0.0 | 0.9132 | 0.8582 | 0.9542 | 0.0 | 0.0399 | 0.3198 | 0.0 | nan | 0.7044 | 0.8594 | 0.4281 | 0.7124 | 0.3925 | nan | 0.3988 | 0.5119 | 0.0 | 0.8038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5559 | 0.0 | 0.0 | 0.7017 | 0.0 | 0.4166 | 0.3102 | 0.0 | nan | 0.0 | 0.2474 | 0.0 | 0.0 | 0.8485 | 0.7336 | 0.9069 | 0.0 | 0.0389 | 0.2435 | 0.0 |
0.2083 | 23.4 | 2340 | 0.6273 | 0.3068 | 0.3753 | 0.8430 | nan | 0.8084 | 0.9490 | 0.6396 | 0.8270 | 0.5145 | nan | 0.5435 | 0.7158 | 0.0 | 0.9305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8158 | 0.0 | 0.0 | 0.9030 | 0.0 | 0.4791 | 0.4101 | 0.0 | nan | 0.0 | 0.3298 | 0.0 | 0.0 | 0.9289 | 0.8380 | 0.9643 | 0.0 | 0.0191 | 0.3946 | 0.0 | nan | 0.7077 | 0.8584 | 0.4637 | 0.7017 | 0.3871 | nan | 0.4031 | 0.5065 | 0.0 | 0.8043 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5227 | 0.0 | 0.0 | 0.7116 | 0.0 | 0.4044 | 0.3152 | 0.0 | nan | 0.0 | 0.2527 | 0.0 | 0.0 | 0.8467 | 0.7277 | 0.9045 | 0.0 | 0.0183 | 0.2812 | 0.0 |
0.3862 | 23.6 | 2360 | 0.6226 | 0.3087 | 0.3756 | 0.8428 | nan | 0.8466 | 0.9381 | 0.6398 | 0.7660 | 0.5961 | nan | 0.5231 | 0.7093 | 0.0 | 0.9216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7637 | 0.0 | 0.0 | 0.8932 | 0.0 | 0.5270 | 0.3963 | 0.0 | nan | 0.0 | 0.3286 | 0.0 | 0.0 | 0.9275 | 0.8610 | 0.9662 | 0.0 | 0.0185 | 0.3974 | 0.0 | nan | 0.7079 | 0.8629 | 0.4191 | 0.6939 | 0.4133 | nan | 0.4126 | 0.5160 | 0.0 | 0.8105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5769 | 0.0 | 0.0 | 0.7088 | 0.0 | 0.4141 | 0.3207 | 0.0 | nan | 0.0 | 0.2498 | 0.0 | 0.0 | 0.8422 | 0.7259 | 0.9040 | 0.0 | 0.0178 | 0.2808 | 0.0 |
0.4112 | 23.8 | 2380 | 0.6207 | 0.3065 | 0.3708 | 0.8417 | nan | 0.8540 | 0.9394 | 0.5177 | 0.7837 | 0.5105 | nan | 0.5397 | 0.7015 | 0.0 | 0.9181 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7902 | 0.0 | 0.0 | 0.8994 | 0.0 | 0.5490 | 0.4222 | 0.0 | nan | 0.0 | 0.3098 | 0.0 | 0.0 | 0.9292 | 0.8537 | 0.9560 | 0.0 | 0.0338 | 0.3582 | 0.0 | nan | 0.7072 | 0.8570 | 0.3932 | 0.6807 | 0.3881 | nan | 0.4163 | 0.5203 | 0.0 | 0.8110 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5670 | 0.0 | 0.0 | 0.7071 | 0.0 | 0.4084 | 0.3223 | 0.0 | nan | 0.0 | 0.2430 | 0.0 | 0.0 | 0.8504 | 0.7324 | 0.9083 | 0.0 | 0.0319 | 0.2630 | 0.0 |
0.2976 | 24.0 | 2400 | 0.6220 | 0.3066 | 0.3685 | 0.8440 | nan | 0.8343 | 0.9497 | 0.5627 | 0.7678 | 0.5263 | nan | 0.5462 | 0.7140 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7060 | 0.0 | 0.0 | 0.9114 | 0.0 | 0.5286 | 0.3595 | 0.0 | nan | 0.0 | 0.2912 | 0.0 | 0.0 | 0.9221 | 0.8579 | 0.9596 | 0.0 | 0.0334 | 0.3742 | 0.0 | nan | 0.7104 | 0.8611 | 0.4321 | 0.7089 | 0.3919 | nan | 0.4157 | 0.5134 | 0.0 | 0.7877 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5346 | 0.0 | 0.0 | 0.7081 | 0.0 | 0.4073 | 0.3078 | 0.0 | nan | 0.0 | 0.2399 | 0.0 | 0.0 | 0.8514 | 0.7373 | 0.9075 | 0.0 | 0.0312 | 0.2658 | 0.0 |
0.3218 | 24.2 | 2420 | 0.6265 | 0.3081 | 0.3691 | 0.8432 | nan | 0.8333 | 0.9540 | 0.6322 | 0.7967 | 0.4902 | nan | 0.4817 | 0.6962 | 0.0 | 0.9114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7543 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.5189 | 0.4091 | 0.0 | nan | 0.0 | 0.3281 | 0.0 | 0.0 | 0.9255 | 0.8527 | 0.9626 | 0.0 | 0.0394 | 0.3175 | 0.0 | nan | 0.7086 | 0.8560 | 0.4576 | 0.7106 | 0.3848 | nan | 0.3920 | 0.5209 | 0.0 | 0.8100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5675 | 0.0 | 0.0 | 0.7048 | 0.0 | 0.4202 | 0.3192 | 0.0 | nan | 0.0 | 0.2508 | 0.0 | 0.0 | 0.8472 | 0.7327 | 0.9063 | 0.0 | 0.0372 | 0.2329 | 0.0 |
0.2872 | 24.4 | 2440 | 0.6095 | 0.3080 | 0.3746 | 0.8438 | nan | 0.8290 | 0.9460 | 0.6068 | 0.8173 | 0.5658 | nan | 0.5239 | 0.7403 | 0.0 | 0.9319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7644 | 0.0 | 0.0 | 0.9181 | 0.0 | 0.5104 | 0.4007 | 0.0 | nan | 0.0 | 0.3151 | 0.0 | 0.0 | 0.9078 | 0.8707 | 0.9569 | 0.0 | 0.0625 | 0.3183 | 0.0 | nan | 0.7174 | 0.8647 | 0.4417 | 0.7244 | 0.3903 | nan | 0.4133 | 0.5060 | 0.0 | 0.7993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5407 | 0.0 | 0.0 | 0.7077 | 0.0 | 0.4303 | 0.3262 | 0.0 | nan | 0.0 | 0.2482 | 0.0 | 0.0 | 0.8376 | 0.7124 | 0.9084 | 0.0 | 0.0564 | 0.2323 | 0.0 |
0.3078 | 24.6 | 2460 | 0.6281 | 0.3082 | 0.3700 | 0.8428 | nan | 0.8723 | 0.9449 | 0.5947 | 0.7411 | 0.4957 | nan | 0.5198 | 0.7252 | 0.0 | 0.9307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7433 | 0.0 | 0.0 | 0.8952 | 0.0 | 0.5322 | 0.3759 | 0.0 | nan | 0.0 | 0.3145 | 0.0 | 0.0 | 0.9285 | 0.8288 | 0.9660 | 0.0 | 0.0454 | 0.3849 | 0.0 | nan | 0.6941 | 0.8616 | 0.4217 | 0.7055 | 0.3893 | nan | 0.4078 | 0.5192 | 0.0 | 0.8062 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5796 | 0.0 | 0.0 | 0.7108 | 0.0 | 0.4231 | 0.3185 | 0.0 | nan | 0.0 | 0.2463 | 0.0 | 0.0 | 0.8454 | 0.7242 | 0.9058 | 0.0 | 0.0421 | 0.2622 | 0.0 |
0.2742 | 24.8 | 2480 | 0.6172 | 0.3081 | 0.3712 | 0.8442 | nan | 0.8388 | 0.9445 | 0.6345 | 0.7972 | 0.5218 | nan | 0.5326 | 0.7128 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7419 | 0.0 | 0.0 | 0.9203 | 0.0 | 0.5188 | 0.3895 | 0.0 | nan | 0.0 | 0.3089 | 0.0 | 0.0 | 0.9252 | 0.8597 | 0.9556 | 0.0 | 0.0369 | 0.3099 | 0.0 | nan | 0.7111 | 0.8626 | 0.4575 | 0.7037 | 0.3922 | nan | 0.4153 | 0.5073 | 0.0 | 0.8032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5574 | 0.0 | 0.0 | 0.7035 | 0.0 | 0.4231 | 0.3212 | 0.0 | nan | 0.0 | 0.2457 | 0.0 | 0.0 | 0.8478 | 0.7275 | 0.9092 | 0.0 | 0.0351 | 0.2345 | 0.0 |
0.365 | 25.0 | 2500 | 0.6149 | 0.3083 | 0.3765 | 0.8424 | nan | 0.8420 | 0.9448 | 0.6338 | 0.7705 | 0.5533 | nan | 0.5295 | 0.7306 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7724 | 0.0 | 0.0 | 0.8867 | 0.0 | 0.5376 | 0.4385 | 0.0 | nan | 0.0 | 0.3136 | 0.0 | 0.0 | 0.9160 | 0.8816 | 0.9584 | 0.0 | 0.0401 | 0.3699 | 0.0 | nan | 0.7061 | 0.8617 | 0.4574 | 0.7188 | 0.3962 | nan | 0.4155 | 0.5031 | 0.0 | 0.8081 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5429 | 0.0 | 0.0 | 0.7069 | 0.0 | 0.4012 | 0.3330 | 0.0 | nan | 0.0 | 0.2464 | 0.0 | 0.0 | 0.8418 | 0.7168 | 0.9078 | 0.0 | 0.0373 | 0.2637 | 0.0 |
0.2366 | 25.2 | 2520 | 0.6099 | 0.3105 | 0.3763 | 0.8454 | nan | 0.8435 | 0.9430 | 0.6735 | 0.8055 | 0.5606 | nan | 0.5233 | 0.7167 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7568 | 0.0 | 0.0 | 0.9035 | 0.0 | 0.5189 | 0.3908 | 0.0 | nan | 0.0 | 0.3433 | 0.0 | 0.0 | 0.9300 | 0.8416 | 0.9630 | 0.0 | 0.0588 | 0.3368 | 0.0 | nan | 0.7159 | 0.8617 | 0.4815 | 0.7048 | 0.4061 | nan | 0.4222 | 0.5077 | 0.0 | 0.8079 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5351 | 0.0 | 0.0 | 0.7099 | 0.0 | 0.4164 | 0.3181 | 0.0 | nan | 0.0 | 0.2531 | 0.0 | 0.0 | 0.8486 | 0.7348 | 0.9058 | 0.0 | 0.0545 | 0.2534 | 0.0 |
0.2835 | 25.4 | 2540 | 0.6080 | 0.3110 | 0.3783 | 0.8443 | nan | 0.8181 | 0.9429 | 0.6983 | 0.8379 | 0.5613 | nan | 0.5042 | 0.7041 | 0.0 | 0.9317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7645 | 0.0 | 0.0 | 0.9134 | 0.0 | 0.5246 | 0.4148 | 0.0 | nan | 0.0 | 0.3178 | 0.0 | 0.0 | 0.9219 | 0.8414 | 0.9579 | 0.0 | 0.0854 | 0.3671 | 0.0 | nan | 0.7249 | 0.8585 | 0.4928 | 0.6883 | 0.4001 | nan | 0.4048 | 0.5117 | 0.0 | 0.8041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5420 | 0.0 | 0.0 | 0.7094 | 0.0 | 0.4228 | 0.3167 | 0.0 | nan | 0.0 | 0.2508 | 0.0 | 0.0 | 0.8491 | 0.7301 | 0.9076 | 0.0 | 0.0732 | 0.2659 | 0.0 |
0.4601 | 25.6 | 2560 | 0.6301 | 0.3073 | 0.3690 | 0.8433 | nan | 0.8489 | 0.9490 | 0.6228 | 0.7482 | 0.5035 | nan | 0.5444 | 0.7250 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7207 | 0.0 | 0.0 | 0.9194 | 0.0 | 0.4887 | 0.3948 | 0.0 | nan | 0.0 | 0.3154 | 0.0 | 0.0 | 0.9288 | 0.8224 | 0.9634 | 0.0005 | 0.0720 | 0.3103 | 0.0 | nan | 0.7092 | 0.8585 | 0.4506 | 0.7052 | 0.3854 | nan | 0.4122 | 0.5143 | 0.0 | 0.8022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5339 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.4120 | 0.3157 | 0.0 | nan | 0.0 | 0.2483 | 0.0 | 0.0 | 0.8433 | 0.7216 | 0.9059 | 0.0005 | 0.0666 | 0.2394 | 0.0 |
0.2313 | 25.8 | 2580 | 0.6086 | 0.3095 | 0.3741 | 0.8454 | nan | 0.8472 | 0.9422 | 0.6344 | 0.8085 | 0.5565 | nan | 0.5459 | 0.7131 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7422 | 0.0 | 0.0 | 0.8983 | 0.0 | 0.5103 | 0.3524 | 0.0 | nan | 0.0 | 0.3428 | 0.0 | 0.0 | 0.9385 | 0.8166 | 0.9627 | 0.0 | 0.0499 | 0.3738 | 0.0 | nan | 0.7131 | 0.8664 | 0.4444 | 0.7314 | 0.3990 | nan | 0.4236 | 0.5147 | 0.0 | 0.8014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5449 | 0.0 | 0.0 | 0.7114 | 0.0 | 0.4060 | 0.3064 | 0.0 | nan | 0.0 | 0.2569 | 0.0 | 0.0 | 0.8443 | 0.7213 | 0.9066 | 0.0 | 0.0459 | 0.2665 | 0.0 |
0.3662 | 26.0 | 2600 | 0.6101 | 0.3124 | 0.3785 | 0.8463 | nan | 0.8287 | 0.9479 | 0.6461 | 0.8205 | 0.5646 | nan | 0.5163 | 0.7189 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7795 | 0.0 | 0.0 | 0.9074 | 0.0 | 0.4941 | 0.4291 | 0.0 | nan | 0.0 | 0.3116 | 0.0 | 0.0 | 0.9234 | 0.8643 | 0.9575 | 0.0 | 0.0881 | 0.3856 | 0.0 | nan | 0.7268 | 0.8631 | 0.4579 | 0.7202 | 0.4008 | nan | 0.4155 | 0.5208 | 0.0 | 0.8075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5604 | 0.0 | 0.0 | 0.7102 | 0.0 | 0.4120 | 0.3261 | 0.0 | nan | 0.0 | 0.2496 | 0.0 | 0.0 | 0.8476 | 0.7277 | 0.9096 | 0.0 | 0.0720 | 0.2682 | 0.0 |
0.1964 | 26.2 | 2620 | 0.6168 | 0.3106 | 0.3747 | 0.8456 | nan | 0.8474 | 0.9467 | 0.6029 | 0.7925 | 0.5583 | nan | 0.5673 | 0.7232 | 0.0 | 0.9290 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7674 | 0.0 | 0.0 | 0.9169 | 0.0 | 0.4751 | 0.4100 | 0.0 | nan | 0.0 | 0.3115 | 0.0 | 0.0 | 0.9188 | 0.8692 | 0.9584 | 0.0 | 0.1108 | 0.2843 | 0.0 | nan | 0.7176 | 0.8646 | 0.4359 | 0.7396 | 0.4032 | nan | 0.4253 | 0.5182 | 0.0 | 0.8052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5592 | 0.0 | 0.0 | 0.7071 | 0.0 | 0.4059 | 0.3290 | 0.0 | nan | 0.0 | 0.2484 | 0.0 | 0.0 | 0.8440 | 0.7246 | 0.9094 | 0.0 | 0.0813 | 0.2199 | 0.0 |
0.351 | 26.4 | 2640 | 0.6124 | 0.3129 | 0.3771 | 0.8467 | nan | 0.8436 | 0.9471 | 0.6641 | 0.8182 | 0.5171 | nan | 0.5628 | 0.7129 | 0.0 | 0.9270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7551 | 0.0 | 0.0 | 0.9202 | 0.0 | 0.5085 | 0.4006 | 0.0 | nan | 0.0 | 0.3292 | 0.0 | 0.0 | 0.9163 | 0.8688 | 0.9618 | 0.0 | 0.1147 | 0.2976 | 0.0 | nan | 0.7297 | 0.8637 | 0.4703 | 0.7239 | 0.4029 | nan | 0.4241 | 0.5252 | 0.0 | 0.8029 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5699 | 0.0 | 0.0 | 0.7058 | 0.0 | 0.4213 | 0.3252 | 0.0 | nan | 0.0 | 0.2569 | 0.0 | 0.0 | 0.8422 | 0.7195 | 0.9091 | 0.0 | 0.0902 | 0.2310 | 0.0 |
0.2376 | 26.6 | 2660 | 0.6067 | 0.3128 | 0.3801 | 0.8462 | nan | 0.8387 | 0.9469 | 0.6679 | 0.7990 | 0.5723 | nan | 0.5102 | 0.7254 | 0.0 | 0.9288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8071 | 0.0 | 0.0 | 0.8981 | 0.0 | 0.5165 | 0.4121 | 0.0 | nan | 0.0 | 0.3280 | 0.0 | 0.0 | 0.9295 | 0.8404 | 0.9631 | 0.0 | 0.1005 | 0.3795 | 0.0 | nan | 0.7162 | 0.8642 | 0.4692 | 0.7229 | 0.4043 | nan | 0.4095 | 0.5202 | 0.0 | 0.8054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5525 | 0.0 | 0.0 | 0.7120 | 0.0 | 0.4174 | 0.3253 | 0.0 | nan | 0.0 | 0.2569 | 0.0 | 0.0 | 0.8507 | 0.7340 | 0.9071 | 0.0 | 0.0747 | 0.2674 | 0.0 |
0.3084 | 26.8 | 2680 | 0.6095 | 0.3101 | 0.3728 | 0.8449 | nan | 0.8576 | 0.9396 | 0.6150 | 0.8055 | 0.5229 | nan | 0.5270 | 0.7009 | 0.0 | 0.9416 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7607 | 0.0 | 0.0 | 0.9127 | 0.0 | 0.4954 | 0.3704 | 0.0 | nan | 0.0 | 0.3099 | 0.0 | 0.0 | 0.9348 | 0.8228 | 0.9605 | 0.0 | 0.0923 | 0.3584 | 0.0 | nan | 0.7173 | 0.8627 | 0.4611 | 0.7012 | 0.3897 | nan | 0.4201 | 0.5202 | 0.0 | 0.7968 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5549 | 0.0 | 0.0 | 0.7085 | 0.0 | 0.4180 | 0.3138 | 0.0 | nan | 0.0 | 0.2488 | 0.0 | 0.0 | 0.8454 | 0.7220 | 0.9081 | 0.0 | 0.0739 | 0.2606 | 0.0 |
0.2968 | 27.0 | 2700 | 0.6208 | 0.3131 | 0.3751 | 0.8465 | nan | 0.8346 | 0.9522 | 0.6117 | 0.7900 | 0.5040 | nan | 0.5556 | 0.7368 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7362 | 0.0 | 0.0 | 0.9144 | 0.0 | 0.5046 | 0.3764 | 0.0 | nan | 0.0 | 0.3245 | 0.0 | 0.0 | 0.9258 | 0.8568 | 0.9607 | 0.0 | 0.1042 | 0.3857 | 0.0 | nan | 0.7115 | 0.8627 | 0.4611 | 0.7298 | 0.3912 | nan | 0.4212 | 0.5092 | 0.0 | 0.8054 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5745 | 0.0 | 0.0 | 0.7091 | 0.0 | 0.4222 | 0.3163 | 0.0 | nan | 0.0 | 0.2568 | 0.0 | 0.0 | 0.8492 | 0.7349 | 0.9087 | 0.0 | 0.0841 | 0.2696 | 0.0 |
0.3227 | 27.2 | 2720 | 0.6125 | 0.3113 | 0.3750 | 0.8453 | nan | 0.8458 | 0.9423 | 0.5583 | 0.8338 | 0.5230 | nan | 0.5445 | 0.7160 | 0.0 | 0.9325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7450 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.5095 | 0.4400 | 0.0 | nan | 0.0 | 0.3130 | 0.0 | 0.0 | 0.9232 | 0.8647 | 0.9544 | 0.0 | 0.1034 | 0.3419 | 0.0 | nan | 0.7181 | 0.8633 | 0.4401 | 0.7082 | 0.3925 | nan | 0.4261 | 0.5209 | 0.0 | 0.8082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5693 | 0.0 | 0.0 | 0.7066 | 0.0 | 0.4123 | 0.3147 | 0.0 | nan | 0.0 | 0.2496 | 0.0 | 0.0 | 0.8487 | 0.7348 | 0.9096 | 0.0 | 0.0859 | 0.2543 | 0.0 |
0.2503 | 27.4 | 2740 | 0.6266 | 0.3104 | 0.3764 | 0.8449 | nan | 0.8389 | 0.9522 | 0.6189 | 0.7842 | 0.5280 | nan | 0.5256 | 0.7489 | 0.0 | 0.9291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7996 | 0.0 | 0.0 | 0.9021 | 0.0 | 0.5118 | 0.3869 | 0.0 | nan | 0.0 | 0.3236 | 0.0 | 0.0 | 0.9299 | 0.8338 | 0.9604 | 0.0 | 0.1553 | 0.3167 | 0.0 | nan | 0.7109 | 0.8607 | 0.4655 | 0.7226 | 0.3931 | nan | 0.4109 | 0.4935 | 0.0 | 0.8126 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5372 | 0.0 | 0.0 | 0.7121 | 0.0 | 0.4145 | 0.3230 | 0.0 | nan | 0.0 | 0.2502 | 0.0 | 0.0 | 0.8470 | 0.7283 | 0.9084 | 0.0 | 0.1024 | 0.2388 | 0.0 |
0.1847 | 27.6 | 2760 | 0.6254 | 0.3109 | 0.3765 | 0.8450 | nan | 0.8441 | 0.9446 | 0.5968 | 0.7969 | 0.5319 | nan | 0.5667 | 0.7416 | 0.0 | 0.9247 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7838 | 0.0 | 0.0 | 0.9206 | 0.0 | 0.4783 | 0.3913 | 0.0 | nan | 0.0 | 0.3261 | 0.0 | 0.0 | 0.9216 | 0.8733 | 0.9614 | 0.0 | 0.1577 | 0.2852 | 0.0 | nan | 0.7118 | 0.8644 | 0.4457 | 0.7184 | 0.4044 | nan | 0.4330 | 0.5104 | 0.0 | 0.8091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5623 | 0.0 | 0.0 | 0.7063 | 0.0 | 0.4069 | 0.3178 | 0.0 | nan | 0.0 | 0.2534 | 0.0 | 0.0 | 0.8440 | 0.7199 | 0.9084 | 0.0 | 0.1119 | 0.2194 | 0.0 |
0.2887 | 27.8 | 2780 | 0.6056 | 0.3139 | 0.3796 | 0.8466 | nan | 0.8526 | 0.9422 | 0.6476 | 0.8079 | 0.5724 | nan | 0.5367 | 0.7206 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7609 | 0.0 | 0.0 | 0.8962 | 0.0 | 0.5200 | 0.4386 | 0.0 | nan | 0.0 | 0.3188 | 0.0 | 0.0 | 0.9357 | 0.8134 | 0.9600 | 0.0 | 0.1114 | 0.3816 | 0.0 | nan | 0.7214 | 0.8665 | 0.4510 | 0.7113 | 0.4172 | nan | 0.4235 | 0.5196 | 0.0 | 0.8081 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5874 | 0.0 | 0.0 | 0.7137 | 0.0 | 0.4219 | 0.3219 | 0.0 | nan | 0.0 | 0.2502 | 0.0 | 0.0 | 0.8436 | 0.7172 | 0.9082 | 0.0 | 0.0895 | 0.2720 | 0.0 |
0.2142 | 28.0 | 2800 | 0.6303 | 0.3136 | 0.3755 | 0.8456 | nan | 0.8519 | 0.9476 | 0.6249 | 0.7678 | 0.4982 | nan | 0.5723 | 0.6888 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7182 | 0.0 | 0.0 | 0.9126 | 0.0 | 0.4940 | 0.4228 | 0.0 | nan | 0.0 | 0.3454 | 0.0 | 0.0 | 0.9219 | 0.8664 | 0.9608 | 0.0164 | 0.1116 | 0.3688 | 0.0 | nan | 0.7071 | 0.8615 | 0.4474 | 0.7243 | 0.3983 | nan | 0.4260 | 0.5144 | 0.0 | 0.8084 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5804 | 0.0 | 0.0 | 0.7116 | 0.0 | 0.4161 | 0.3224 | 0.0 | nan | 0.0 | 0.2598 | 0.0 | 0.0 | 0.8505 | 0.7336 | 0.9089 | 0.0161 | 0.0907 | 0.2591 | 0.0 |
0.4295 | 28.2 | 2820 | 0.6154 | 0.3122 | 0.3768 | 0.8460 | nan | 0.8356 | 0.9482 | 0.6749 | 0.7973 | 0.5494 | nan | 0.5394 | 0.7278 | 0.0 | 0.9349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7525 | 0.0 | 0.0 | 0.9073 | 0.0 | 0.4995 | 0.3906 | 0.0 | nan | 0.0 | 0.3144 | 0.0 | 0.0 | 0.9306 | 0.8266 | 0.9608 | 0.0007 | 0.0982 | 0.3692 | 0.0 | nan | 0.7186 | 0.8633 | 0.4812 | 0.7123 | 0.4058 | nan | 0.4194 | 0.5156 | 0.0 | 0.8078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5658 | 0.0 | 0.0 | 0.7138 | 0.0 | 0.4123 | 0.3138 | 0.0 | nan | 0.0 | 0.2484 | 0.0 | 0.0 | 0.8454 | 0.7215 | 0.9085 | 0.0007 | 0.0757 | 0.2601 | 0.0 |
0.1898 | 28.4 | 2840 | 0.6248 | 0.3128 | 0.3757 | 0.8457 | nan | 0.8456 | 0.9433 | 0.6225 | 0.7902 | 0.5914 | nan | 0.5445 | 0.7148 | 0.0 | 0.9387 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7189 | 0.0 | 0.0 | 0.9129 | 0.0 | 0.5107 | 0.3664 | 0.0 | nan | 0.0 | 0.3379 | 0.0 | 0.0 | 0.9210 | 0.8409 | 0.9615 | 0.0004 | 0.1132 | 0.3472 | 0.0 | nan | 0.7138 | 0.8654 | 0.4672 | 0.7243 | 0.4014 | nan | 0.4219 | 0.5216 | 0.0 | 0.8055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5705 | 0.0 | 0.0 | 0.7121 | 0.0 | 0.4208 | 0.3138 | 0.0 | nan | 0.0 | 0.2591 | 0.0 | 0.0 | 0.8485 | 0.7225 | 0.9095 | 0.0003 | 0.0819 | 0.2505 | 0.0 |
0.2079 | 28.6 | 2860 | 0.6122 | 0.3156 | 0.3820 | 0.8466 | nan | 0.8322 | 0.9464 | 0.7064 | 0.8262 | 0.5329 | nan | 0.5576 | 0.7259 | 0.0 | 0.9280 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7520 | 0.0 | 0.0 | 0.8980 | 0.0 | 0.5103 | 0.4473 | 0.0 | nan | 0.0 | 0.3304 | 0.0 | 0.0 | 0.9310 | 0.8474 | 0.9601 | 0.0029 | 0.1384 | 0.3519 | 0.0 | nan | 0.7263 | 0.8647 | 0.5188 | 0.6928 | 0.4016 | nan | 0.4271 | 0.5198 | 0.0 | 0.8152 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5884 | 0.0 | 0.0 | 0.7123 | 0.0 | 0.4235 | 0.3153 | 0.0 | nan | 0.0 | 0.2522 | 0.0 | 0.0 | 0.8450 | 0.7238 | 0.9101 | 0.0029 | 0.1020 | 0.2567 | 0.0 |
0.202 | 28.8 | 2880 | 0.6242 | 0.3138 | 0.3802 | 0.8453 | nan | 0.8400 | 0.9471 | 0.7153 | 0.7856 | 0.5265 | nan | 0.5260 | 0.7384 | 0.0 | 0.9320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7552 | 0.0 | 0.0 | 0.9199 | 0.0 | 0.4960 | 0.4057 | 0.0 | nan | 0.0 | 0.3369 | 0.0 | 0.0 | 0.9116 | 0.8713 | 0.9604 | 0.0009 | 0.1555 | 0.3429 | 0.0 | nan | 0.7176 | 0.8635 | 0.4910 | 0.6943 | 0.4006 | nan | 0.4115 | 0.5207 | 0.0 | 0.8136 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5827 | 0.0 | 0.0 | 0.7101 | 0.0 | 0.4178 | 0.3282 | 0.0 | nan | 0.0 | 0.2598 | 0.0 | 0.0 | 0.8452 | 0.7182 | 0.9103 | 0.0009 | 0.1061 | 0.2511 | 0.0 |
0.3385 | 29.0 | 2900 | 0.6238 | 0.3147 | 0.3809 | 0.8473 | nan | 0.8405 | 0.9436 | 0.7083 | 0.8077 | 0.5947 | nan | 0.5218 | 0.7365 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7715 | 0.0 | 0.0 | 0.9027 | 0.0 | 0.4958 | 0.3894 | 0.0 | nan | 0.0 | 0.3371 | 0.0 | 0.0 | 0.9328 | 0.8379 | 0.9619 | 0.0001 | 0.0930 | 0.3774 | 0.0 | nan | 0.7231 | 0.8656 | 0.5062 | 0.7017 | 0.4222 | nan | 0.4193 | 0.5152 | 0.0 | 0.8129 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5679 | 0.0 | 0.0 | 0.7147 | 0.0 | 0.4233 | 0.3274 | 0.0 | nan | 0.0 | 0.2574 | 0.0 | 0.0 | 0.8408 | 0.7188 | 0.9100 | 0.0001 | 0.0713 | 0.2738 | 0.0 |
0.2293 | 29.2 | 2920 | 0.6313 | 0.3173 | 0.3851 | 0.8473 | nan | 0.8368 | 0.9469 | 0.7670 | 0.7930 | 0.5521 | nan | 0.5464 | 0.7323 | 0.0 | 0.9259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8029 | 0.0 | 0.0 | 0.9089 | 0.0 | 0.5117 | 0.4291 | 0.0 | nan | 0.0 | 0.3565 | 0.0 | 0.0 | 0.9231 | 0.8445 | 0.9603 | 0.0001 | 0.1101 | 0.3758 | 0.0 | nan | 0.7216 | 0.8621 | 0.5500 | 0.7194 | 0.4028 | nan | 0.4204 | 0.5238 | 0.0 | 0.8132 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5644 | 0.0 | 0.0 | 0.7159 | 0.0 | 0.4352 | 0.3319 | 0.0 | nan | 0.0 | 0.2650 | 0.0 | 0.0 | 0.8452 | 0.7252 | 0.9102 | 0.0001 | 0.0799 | 0.2683 | 0.0 |
0.2991 | 29.4 | 2940 | 0.6272 | 0.3143 | 0.3861 | 0.8441 | nan | 0.8207 | 0.9445 | 0.7639 | 0.8301 | 0.5064 | nan | 0.5612 | 0.7445 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8116 | 0.0 | 0.0 | 0.9028 | 0.0 | 0.5070 | 0.4590 | 0.0 | nan | 0.0 | 0.3317 | 0.0 | 0.0 | 0.9175 | 0.8383 | 0.9666 | 0.0095 | 0.1316 | 0.3786 | 0.0 | nan | 0.7241 | 0.8564 | 0.5406 | 0.6769 | 0.3916 | nan | 0.4222 | 0.5128 | 0.0 | 0.8163 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5644 | 0.0 | 0.0 | 0.7158 | 0.0 | 0.4202 | 0.3207 | 0.0 | nan | 0.0 | 0.2572 | 0.0 | 0.0 | 0.8477 | 0.7202 | 0.9073 | 0.0093 | 0.0873 | 0.2670 | 0.0 |
0.1827 | 29.6 | 2960 | 0.6237 | 0.3156 | 0.3828 | 0.8468 | nan | 0.8393 | 0.9451 | 0.7031 | 0.7810 | 0.5808 | nan | 0.5555 | 0.7405 | 0.0 | 0.9285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8033 | 0.0 | 0.0 | 0.9102 | 0.0 | 0.5401 | 0.3913 | 0.0 | nan | 0.0 | 0.3114 | 0.0 | 0.0 | 0.9202 | 0.8563 | 0.9601 | 0.0006 | 0.1222 | 0.3613 | 0.0 | nan | 0.7250 | 0.8630 | 0.5065 | 0.7150 | 0.4088 | nan | 0.4300 | 0.5190 | 0.0 | 0.8127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5763 | 0.0 | 0.0 | 0.7133 | 0.0 | 0.4321 | 0.3248 | 0.0 | nan | 0.0 | 0.2533 | 0.0 | 0.0 | 0.8462 | 0.7186 | 0.9091 | 0.0006 | 0.0837 | 0.2599 | 0.0 |
0.3673 | 29.8 | 2980 | 0.6391 | 0.3119 | 0.3746 | 0.8442 | nan | 0.8303 | 0.9467 | 0.6216 | 0.8288 | 0.4926 | nan | 0.5147 | 0.7244 | 0.0 | 0.9304 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7831 | 0.0 | 0.0 | 0.9231 | 0.0 | 0.4892 | 0.3685 | 0.0 | nan | 0.0 | 0.3220 | 0.0 | 0.0 | 0.9279 | 0.8398 | 0.9527 | 0.0004 | 0.1568 | 0.3330 | 0.0 | nan | 0.7185 | 0.8576 | 0.4819 | 0.6825 | 0.3904 | nan | 0.4049 | 0.5309 | 0.0 | 0.8101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5801 | 0.0 | 0.0 | 0.7101 | 0.0 | 0.4191 | 0.3159 | 0.0 | nan | 0.0 | 0.2582 | 0.0 | 0.0 | 0.8441 | 0.7170 | 0.9102 | 0.0004 | 0.1028 | 0.2475 | 0.0 |
0.2626 | 30.0 | 3000 | 0.6282 | 0.3152 | 0.3829 | 0.8463 | nan | 0.8338 | 0.9464 | 0.7754 | 0.7999 | 0.5489 | nan | 0.5446 | 0.7314 | 0.0 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7914 | 0.0 | 0.0 | 0.9109 | 0.0 | 0.5060 | 0.4021 | 0.0 | nan | 0.0 | 0.3210 | 0.0 | 0.0 | 0.9244 | 0.8513 | 0.9673 | 0.0002 | 0.1638 | 0.3044 | 0.0 | nan | 0.7239 | 0.8616 | 0.5066 | 0.7126 | 0.4093 | nan | 0.4218 | 0.5271 | 0.0 | 0.8143 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5865 | 0.0 | 0.0 | 0.7111 | 0.0 | 0.4302 | 0.3212 | 0.0 | nan | 0.0 | 0.2500 | 0.0 | 0.0 | 0.8434 | 0.7197 | 0.9073 | 0.0002 | 0.1075 | 0.2326 | 0.0 |
0.2603 | 30.2 | 3020 | 0.6415 | 0.3135 | 0.3753 | 0.8452 | nan | 0.8571 | 0.9480 | 0.5969 | 0.7771 | 0.4833 | nan | 0.5445 | 0.6891 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7747 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.5356 | 0.3873 | 0.0 | nan | 0.0 | 0.3417 | 0.0 | 0.0 | 0.9200 | 0.8518 | 0.9598 | 0.0003 | 0.1289 | 0.3757 | 0.0 | nan | 0.7103 | 0.8601 | 0.4550 | 0.7121 | 0.3857 | nan | 0.4200 | 0.5264 | 0.0 | 0.8139 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5861 | 0.0 | 0.0 | 0.7127 | 0.0 | 0.4357 | 0.3238 | 0.0 | nan | 0.0 | 0.2632 | 0.0 | 0.0 | 0.8480 | 0.7172 | 0.9113 | 0.0003 | 0.0899 | 0.2615 | 0.0 |
0.3226 | 30.4 | 3040 | 0.6339 | 0.3146 | 0.3833 | 0.8451 | nan | 0.8438 | 0.9375 | 0.7271 | 0.8154 | 0.5733 | nan | 0.5359 | 0.7367 | 0.0 | 0.9306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7722 | 0.0 | 0.0 | 0.9157 | 0.0 | 0.5011 | 0.4064 | 0.0 | nan | 0.0 | 0.3274 | 0.0 | 0.0 | 0.9155 | 0.8516 | 0.9620 | 0.0002 | 0.1575 | 0.3570 | 0.0 | nan | 0.7258 | 0.8611 | 0.4823 | 0.7065 | 0.4046 | nan | 0.4260 | 0.5230 | 0.0 | 0.8098 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5765 | 0.0 | 0.0 | 0.7114 | 0.0 | 0.4266 | 0.3337 | 0.0 | nan | 0.0 | 0.2592 | 0.0 | 0.0 | 0.8451 | 0.7182 | 0.9116 | 0.0002 | 0.0953 | 0.2504 | 0.0 |
0.2631 | 30.6 | 3060 | 0.6214 | 0.3135 | 0.3780 | 0.8458 | nan | 0.8266 | 0.9503 | 0.6231 | 0.8024 | 0.5516 | nan | 0.5548 | 0.7411 | 0.0 | 0.9370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7393 | 0.0 | 0.0 | 0.9007 | 0.0 | 0.5088 | 0.4133 | 0.0 | nan | 0.0 | 0.3175 | 0.0 | 0.0 | 0.9305 | 0.8399 | 0.9626 | 0.0003 | 0.1560 | 0.3395 | 0.0 | nan | 0.7205 | 0.8617 | 0.4736 | 0.7154 | 0.3996 | nan | 0.4283 | 0.5146 | 0.0 | 0.8088 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5731 | 0.0 | 0.0 | 0.7146 | 0.0 | 0.4146 | 0.3288 | 0.0 | nan | 0.0 | 0.2548 | 0.0 | 0.0 | 0.8454 | 0.7244 | 0.9117 | 0.0003 | 0.0991 | 0.2428 | 0.0 |
0.2966 | 30.8 | 3080 | 0.6185 | 0.3136 | 0.3774 | 0.8460 | nan | 0.8651 | 0.9388 | 0.5587 | 0.7997 | 0.5316 | nan | 0.5866 | 0.7428 | 0.0 | 0.9316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7313 | 0.0 | 0.0 | 0.9059 | 0.0 | 0.5254 | 0.4083 | 0.0 | nan | 0.0 | 0.3347 | 0.0 | 0.0 | 0.9270 | 0.8538 | 0.9627 | 0.0007 | 0.1447 | 0.3259 | 0.0 | nan | 0.7162 | 0.8630 | 0.4333 | 0.7115 | 0.4071 | nan | 0.4455 | 0.5237 | 0.0 | 0.8097 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5801 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.4214 | 0.3230 | 0.0 | nan | 0.0 | 0.2618 | 0.0 | 0.0 | 0.8497 | 0.7313 | 0.9103 | 0.0007 | 0.1003 | 0.2381 | 0.0 |
0.2014 | 31.0 | 3100 | 0.6172 | 0.3161 | 0.3828 | 0.8467 | nan | 0.8408 | 0.9449 | 0.7225 | 0.8114 | 0.5288 | nan | 0.5681 | 0.7494 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7298 | 0.0 | 0.0 | 0.9038 | 0.0 | 0.5106 | 0.4282 | 0.0 | nan | 0.0 | 0.3368 | 0.0 | 0.0 | 0.9265 | 0.8430 | 0.9667 | 0.0051 | 0.1550 | 0.3483 | 0.0 | nan | 0.7200 | 0.8635 | 0.4991 | 0.7078 | 0.4062 | nan | 0.4367 | 0.5222 | 0.0 | 0.8136 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5832 | 0.0 | 0.0 | 0.7114 | 0.0 | 0.4195 | 0.3311 | 0.0 | nan | 0.0 | 0.2622 | 0.0 | 0.0 | 0.8486 | 0.7270 | 0.9083 | 0.0051 | 0.1018 | 0.2491 | 0.0 |
0.3018 | 31.2 | 3120 | 0.6267 | 0.3155 | 0.3814 | 0.8460 | nan | 0.8463 | 0.9488 | 0.6685 | 0.7723 | 0.5530 | nan | 0.5369 | 0.7407 | 0.0 | 0.9380 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7599 | 0.0 | 0.0 | 0.8946 | 0.0 | 0.5196 | 0.4111 | 0.0 | nan | 0.0 | 0.3404 | 0.0 | 0.0 | 0.9189 | 0.8651 | 0.9593 | 0.0019 | 0.1548 | 0.3757 | 0.0 | nan | 0.7177 | 0.8617 | 0.4882 | 0.7081 | 0.4068 | nan | 0.4246 | 0.5212 | 0.0 | 0.8088 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5785 | 0.0 | 0.0 | 0.7143 | 0.0 | 0.4169 | 0.3324 | 0.0 | nan | 0.0 | 0.2648 | 0.0 | 0.0 | 0.8480 | 0.7272 | 0.9112 | 0.0019 | 0.1000 | 0.2622 | 0.0 |
0.2146 | 31.4 | 3140 | 0.6291 | 0.3118 | 0.3752 | 0.8459 | nan | 0.8688 | 0.9442 | 0.5578 | 0.7659 | 0.5353 | nan | 0.5611 | 0.7395 | 0.0 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7476 | 0.0 | 0.0 | 0.9048 | 0.0 | 0.5135 | 0.4249 | 0.0 | nan | 0.0 | 0.3279 | 0.0 | 0.0 | 0.9282 | 0.8493 | 0.9649 | 0.0010 | 0.1390 | 0.2976 | 0.0 | nan | 0.7093 | 0.8653 | 0.4322 | 0.7029 | 0.4143 | nan | 0.4327 | 0.5193 | 0.0 | 0.8085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5622 | 0.0 | 0.0 | 0.7103 | 0.0 | 0.4177 | 0.3298 | 0.0 | nan | 0.0 | 0.2567 | 0.0 | 0.0 | 0.8483 | 0.7318 | 0.9090 | 0.0010 | 0.1001 | 0.2261 | 0.0 |
0.2489 | 31.6 | 3160 | 0.6277 | 0.3134 | 0.3794 | 0.8470 | nan | 0.8446 | 0.9494 | 0.6131 | 0.7905 | 0.5603 | nan | 0.5605 | 0.7452 | 0.0 | 0.9300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7748 | 0.0 | 0.0 | 0.9143 | 0.0 | 0.5094 | 0.4197 | 0.0 | nan | 0.0 | 0.3213 | 0.0 | 0.0 | 0.9158 | 0.8702 | 0.9568 | 0.0011 | 0.1600 | 0.3022 | 0.0 | nan | 0.7260 | 0.8648 | 0.4703 | 0.7051 | 0.4171 | nan | 0.4284 | 0.5122 | 0.0 | 0.8105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5589 | 0.0 | 0.0 | 0.7110 | 0.0 | 0.4238 | 0.3304 | 0.0 | nan | 0.0 | 0.2571 | 0.0 | 0.0 | 0.8477 | 0.7272 | 0.9113 | 0.0011 | 0.1040 | 0.2234 | 0.0 |
0.1848 | 31.8 | 3180 | 0.6217 | 0.3182 | 0.3843 | 0.8486 | nan | 0.8293 | 0.9494 | 0.7458 | 0.8196 | 0.5505 | nan | 0.5568 | 0.7433 | 0.0 | 0.9266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7739 | 0.0 | 0.0 | 0.9049 | 0.0 | 0.5280 | 0.4034 | 0.0 | nan | 0.0 | 0.3349 | 0.0 | 0.0 | 0.9314 | 0.8406 | 0.9635 | 0.0043 | 0.1522 | 0.3389 | 0.0 | nan | 0.7282 | 0.8625 | 0.5483 | 0.7087 | 0.4206 | nan | 0.4332 | 0.5177 | 0.0 | 0.8141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5804 | 0.0 | 0.0 | 0.7139 | 0.0 | 0.4283 | 0.3270 | 0.0 | nan | 0.0 | 0.2598 | 0.0 | 0.0 | 0.8492 | 0.7328 | 0.9111 | 0.0042 | 0.1014 | 0.2418 | 0.0 |
0.2423 | 32.0 | 3200 | 0.6349 | 0.3140 | 0.3746 | 0.8465 | nan | 0.8515 | 0.9528 | 0.6090 | 0.7628 | 0.5166 | nan | 0.5204 | 0.7199 | 0.0 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7664 | 0.0 | 0.0 | 0.9147 | 0.0 | 0.5117 | 0.4025 | 0.0 | nan | 0.0 | 0.3260 | 0.0 | 0.0 | 0.9281 | 0.8478 | 0.9632 | 0.0030 | 0.1635 | 0.2987 | 0.0 | nan | 0.7144 | 0.8595 | 0.4679 | 0.7080 | 0.4065 | nan | 0.4193 | 0.5328 | 0.0 | 0.8149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5763 | 0.0 | 0.0 | 0.7125 | 0.0 | 0.4254 | 0.3302 | 0.0 | nan | 0.0 | 0.2558 | 0.0 | 0.0 | 0.8493 | 0.7322 | 0.9114 | 0.0030 | 0.1077 | 0.2218 | 0.0 |
0.2072 | 32.2 | 3220 | 0.6183 | 0.3168 | 0.3853 | 0.8469 | nan | 0.8464 | 0.9359 | 0.7178 | 0.7804 | 0.6184 | nan | 0.5949 | 0.7373 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7546 | 0.0 | 0.0 | 0.8971 | 0.0 | 0.5296 | 0.4117 | 0.0 | nan | 0.0 | 0.3135 | 0.0 | 0.0 | 0.9319 | 0.8641 | 0.9631 | 0.0011 | 0.1476 | 0.3506 | 0.0 | nan | 0.7166 | 0.8675 | 0.4941 | 0.7198 | 0.4106 | nan | 0.4514 | 0.5287 | 0.0 | 0.8140 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5744 | 0.0 | 0.0 | 0.7140 | 0.0 | 0.4190 | 0.3316 | 0.0 | nan | 0.0 | 0.2498 | 0.0 | 0.0 | 0.8488 | 0.7339 | 0.9104 | 0.0011 | 0.1006 | 0.2517 | 0.0 |
0.2486 | 32.4 | 3240 | 0.6252 | 0.3159 | 0.3785 | 0.8478 | nan | 0.8363 | 0.9520 | 0.6876 | 0.8284 | 0.4914 | nan | 0.5448 | 0.7391 | 0.0 | 0.9239 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7445 | 0.0 | 0.0 | 0.9237 | 0.0 | 0.4601 | 0.4129 | 0.0 | nan | 0.0 | 0.3263 | 0.0 | 0.0 | 0.9236 | 0.8473 | 0.9622 | 0.0158 | 0.1428 | 0.3502 | 0.0 | nan | 0.7308 | 0.8619 | 0.5093 | 0.6997 | 0.3970 | nan | 0.4283 | 0.5285 | 0.0 | 0.8141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5845 | 0.0 | 0.0 | 0.7083 | 0.0 | 0.4014 | 0.3258 | 0.0 | nan | 0.0 | 0.2588 | 0.0 | 0.0 | 0.8513 | 0.7340 | 0.9105 | 0.0156 | 0.0995 | 0.2489 | 0.0 |
0.3466 | 32.6 | 3260 | 0.6218 | 0.3140 | 0.3804 | 0.8474 | nan | 0.8476 | 0.9460 | 0.6854 | 0.7873 | 0.5418 | nan | 0.5730 | 0.7238 | 0.0 | 0.9436 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7895 | 0.0 | 0.0 | 0.9060 | 0.0 | 0.5136 | 0.4050 | 0.0 | nan | 0.0 | 0.3294 | 0.0 | 0.0 | 0.9299 | 0.8415 | 0.9610 | 0.0001 | 0.1166 | 0.3316 | 0.0 | nan | 0.7194 | 0.8652 | 0.4875 | 0.7117 | 0.4024 | nan | 0.4420 | 0.5262 | 0.0 | 0.8022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5452 | 0.0 | 0.0 | 0.7137 | 0.0 | 0.4178 | 0.3305 | 0.0 | nan | 0.0 | 0.2577 | 0.0 | 0.0 | 0.8508 | 0.7373 | 0.9112 | 0.0001 | 0.0830 | 0.2453 | 0.0 |
0.2694 | 32.8 | 3280 | 0.6222 | 0.3151 | 0.3816 | 0.8476 | nan | 0.8437 | 0.9466 | 0.7042 | 0.7945 | 0.5441 | nan | 0.5757 | 0.7287 | 0.0 | 0.9331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7956 | 0.0 | 0.0 | 0.9056 | 0.0 | 0.5183 | 0.4255 | 0.0 | nan | 0.0 | 0.3341 | 0.0 | 0.0 | 0.9288 | 0.8555 | 0.9633 | 0.0035 | 0.1156 | 0.2950 | 0.0 | nan | 0.7215 | 0.8646 | 0.4981 | 0.7213 | 0.4041 | nan | 0.4462 | 0.5277 | 0.0 | 0.8096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5620 | 0.0 | 0.0 | 0.7102 | 0.0 | 0.4233 | 0.3271 | 0.0 | nan | 0.0 | 0.2567 | 0.0 | 0.0 | 0.8487 | 0.7356 | 0.9108 | 0.0035 | 0.0848 | 0.2273 | 0.0 |
0.2369 | 33.0 | 3300 | 0.6343 | 0.3182 | 0.3852 | 0.8471 | nan | 0.8389 | 0.9518 | 0.7102 | 0.7865 | 0.4715 | nan | 0.5540 | 0.7493 | 0.0 | 0.9442 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7924 | 0.0 | 0.0 | 0.8959 | 0.0 | 0.5069 | 0.4040 | 0.0 | nan | 0.0 | 0.3492 | 0.0 | 0.0 | 0.9291 | 0.8529 | 0.9610 | 0.0546 | 0.1852 | 0.3881 | 0.0 | nan | 0.7083 | 0.8602 | 0.5188 | 0.7303 | 0.3822 | nan | 0.4302 | 0.5164 | 0.0 | 0.8075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5653 | 0.0 | 0.0 | 0.7206 | 0.0 | 0.4233 | 0.3322 | 0.0 | nan | 0.0 | 0.2699 | 0.0 | 0.0 | 0.8497 | 0.7354 | 0.9118 | 0.0515 | 0.1026 | 0.2669 | 0.0 |
0.2782 | 33.2 | 3320 | 0.6315 | 0.3175 | 0.3846 | 0.8471 | nan | 0.8442 | 0.9460 | 0.7244 | 0.7944 | 0.5183 | nan | 0.5633 | 0.7180 | 0.0 | 0.9243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8034 | 0.0 | 0.0 | 0.9126 | 0.0 | 0.5011 | 0.4221 | 0.0 | nan | 0.0 | 0.3324 | 0.0 | 0.0 | 0.9255 | 0.8692 | 0.9617 | 0.0186 | 0.2253 | 0.3024 | 0.0 | nan | 0.7147 | 0.8635 | 0.5157 | 0.7297 | 0.3954 | nan | 0.4394 | 0.5298 | 0.0 | 0.8130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5753 | 0.0 | 0.0 | 0.7122 | 0.0 | 0.4248 | 0.3261 | 0.0 | nan | 0.0 | 0.2601 | 0.0 | 0.0 | 0.8480 | 0.7286 | 0.9114 | 0.0184 | 0.1268 | 0.2261 | 0.0 |
0.1892 | 33.4 | 3340 | 0.6229 | 0.3174 | 0.3837 | 0.8475 | nan | 0.8362 | 0.9482 | 0.7089 | 0.8221 | 0.5246 | nan | 0.5596 | 0.7318 | 0.0 | 0.9296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7709 | 0.0 | 0.0 | 0.9079 | 0.0 | 0.5170 | 0.4163 | 0.0 | nan | 0.0 | 0.3318 | 0.0 | 0.0 | 0.9245 | 0.8491 | 0.9617 | 0.0116 | 0.1987 | 0.3285 | 0.0 | nan | 0.7242 | 0.8644 | 0.5229 | 0.7182 | 0.3937 | nan | 0.4338 | 0.5277 | 0.0 | 0.8072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5819 | 0.0 | 0.0 | 0.7132 | 0.0 | 0.4203 | 0.3299 | 0.0 | nan | 0.0 | 0.2616 | 0.0 | 0.0 | 0.8502 | 0.7340 | 0.9117 | 0.0115 | 0.1140 | 0.2366 | 0.0 |
0.3235 | 33.6 | 3360 | 0.6206 | 0.3178 | 0.3889 | 0.8467 | nan | 0.8404 | 0.9419 | 0.7767 | 0.8103 | 0.5470 | nan | 0.5767 | 0.7529 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7788 | 0.0 | 0.0 | 0.8996 | 0.0 | 0.5234 | 0.4090 | 0.0 | nan | 0.0 | 0.3569 | 0.0 | 0.0 | 0.9195 | 0.8566 | 0.9665 | 0.0048 | 0.2006 | 0.3506 | 0.0 | nan | 0.7199 | 0.8639 | 0.5314 | 0.7193 | 0.3967 | nan | 0.4402 | 0.5134 | 0.0 | 0.8100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5764 | 0.0 | 0.0 | 0.7160 | 0.0 | 0.4187 | 0.3323 | 0.0 | nan | 0.0 | 0.2746 | 0.0 | 0.0 | 0.8491 | 0.7312 | 0.9097 | 0.0047 | 0.1100 | 0.2505 | 0.0 |
0.2438 | 33.8 | 3380 | 0.6334 | 0.3172 | 0.3836 | 0.8471 | nan | 0.8178 | 0.9546 | 0.7738 | 0.8158 | 0.5294 | nan | 0.5316 | 0.7272 | 0.0 | 0.9268 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7696 | 0.0 | 0.0 | 0.9118 | 0.0 | 0.4995 | 0.4611 | 0.0 | nan | 0.0 | 0.3412 | 0.0 | 0.0 | 0.9181 | 0.8635 | 0.9636 | 0.0006 | 0.1779 | 0.2918 | 0.0 | nan | 0.7259 | 0.8614 | 0.5565 | 0.7237 | 0.3930 | nan | 0.4194 | 0.5276 | 0.0 | 0.8153 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5824 | 0.0 | 0.0 | 0.7119 | 0.0 | 0.4148 | 0.3281 | 0.0 | nan | 0.0 | 0.2658 | 0.0 | 0.0 | 0.8467 | 0.7309 | 0.9117 | 0.0006 | 0.1129 | 0.2226 | 0.0 |
0.2704 | 34.0 | 3400 | 0.6234 | 0.3177 | 0.3833 | 0.8477 | nan | 0.8524 | 0.9426 | 0.7176 | 0.7938 | 0.5376 | nan | 0.5782 | 0.7401 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7705 | 0.0 | 0.0 | 0.9118 | 0.0 | 0.4964 | 0.3808 | 0.0 | nan | 0.0 | 0.3447 | 0.0 | 0.0 | 0.9266 | 0.8692 | 0.9629 | 0.0005 | 0.1751 | 0.3356 | 0.0 | nan | 0.7215 | 0.8633 | 0.5367 | 0.7158 | 0.3995 | nan | 0.4413 | 0.5263 | 0.0 | 0.8144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5817 | 0.0 | 0.0 | 0.7127 | 0.0 | 0.4193 | 0.3253 | 0.0 | nan | 0.0 | 0.2674 | 0.0 | 0.0 | 0.8502 | 0.7307 | 0.9112 | 0.0005 | 0.1040 | 0.2449 | 0.0 |
0.2781 | 34.2 | 3420 | 0.6319 | 0.3186 | 0.3841 | 0.8474 | nan | 0.8271 | 0.9559 | 0.7391 | 0.7833 | 0.5326 | nan | 0.5464 | 0.7447 | 0.0 | 0.9317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7878 | 0.0 | 0.0 | 0.9025 | 0.0 | 0.4943 | 0.4150 | 0.0 | nan | 0.0 | 0.3570 | 0.0 | 0.0 | 0.9283 | 0.8347 | 0.9634 | 0.0022 | 0.2000 | 0.3454 | 0.0 | nan | 0.7207 | 0.8575 | 0.5573 | 0.7253 | 0.4035 | nan | 0.4309 | 0.5254 | 0.0 | 0.8147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5735 | 0.0 | 0.0 | 0.7151 | 0.0 | 0.4160 | 0.3239 | 0.0 | nan | 0.0 | 0.2740 | 0.0 | 0.0 | 0.8516 | 0.7359 | 0.9113 | 0.0022 | 0.1110 | 0.2453 | 0.0 |
0.2782 | 34.4 | 3440 | 0.6219 | 0.3167 | 0.3831 | 0.8471 | nan | 0.8520 | 0.9441 | 0.7117 | 0.8009 | 0.5044 | nan | 0.5720 | 0.7357 | 0.0 | 0.9258 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7912 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.5162 | 0.4119 | 0.0 | nan | 0.0 | 0.3413 | 0.0 | 0.0 | 0.9290 | 0.8506 | 0.9613 | 0.0253 | 0.1648 | 0.3115 | 0.0 | nan | 0.7266 | 0.8620 | 0.5018 | 0.7084 | 0.3909 | nan | 0.4385 | 0.5302 | 0.0 | 0.8152 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5780 | 0.0 | 0.0 | 0.7118 | 0.0 | 0.4247 | 0.3276 | 0.0 | nan | 0.0 | 0.2695 | 0.0 | 0.0 | 0.8497 | 0.7316 | 0.9121 | 0.0240 | 0.1008 | 0.2318 | 0.0 |
0.2605 | 34.6 | 3460 | 0.6258 | 0.3154 | 0.3834 | 0.8463 | nan | 0.8515 | 0.9366 | 0.7163 | 0.8144 | 0.5393 | nan | 0.5842 | 0.7326 | 0.0 | 0.9293 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7881 | 0.0 | 0.0 | 0.9211 | 0.0 | 0.4885 | 0.4109 | 0.0 | nan | 0.0 | 0.3421 | 0.0 | 0.0 | 0.9233 | 0.8674 | 0.9605 | 0.0220 | 0.1648 | 0.2749 | 0.0 | nan | 0.7339 | 0.8619 | 0.5141 | 0.6914 | 0.3983 | nan | 0.4435 | 0.5299 | 0.0 | 0.8109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5658 | 0.0 | 0.0 | 0.7093 | 0.0 | 0.4153 | 0.3237 | 0.0 | nan | 0.0 | 0.2673 | 0.0 | 0.0 | 0.8505 | 0.7287 | 0.9124 | 0.0210 | 0.1039 | 0.2108 | 0.0 |
0.2361 | 34.8 | 3480 | 0.6275 | 0.3130 | 0.3780 | 0.8459 | nan | 0.8534 | 0.9482 | 0.5490 | 0.7431 | 0.5580 | nan | 0.5596 | 0.7587 | 0.0 | 0.9331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7840 | 0.0 | 0.0 | 0.9060 | 0.0 | 0.5164 | 0.4136 | 0.0 | nan | 0.0 | 0.3438 | 0.0 | 0.0 | 0.9289 | 0.8473 | 0.9574 | 0.0281 | 0.1470 | 0.3208 | 0.0 | nan | 0.7069 | 0.8648 | 0.4339 | 0.6998 | 0.4092 | nan | 0.4339 | 0.5046 | 0.0 | 0.8138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5658 | 0.0 | 0.0 | 0.7170 | 0.0 | 0.4193 | 0.3310 | 0.0 | nan | 0.0 | 0.2673 | 0.0 | 0.0 | 0.8494 | 0.7331 | 0.9124 | 0.0272 | 0.0906 | 0.2372 | 0.0 |
0.2071 | 35.0 | 3500 | 0.6254 | 0.3146 | 0.3831 | 0.8466 | nan | 0.8374 | 0.9476 | 0.7038 | 0.8161 | 0.5171 | nan | 0.5516 | 0.7654 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7887 | 0.0 | 0.0 | 0.8928 | 0.0 | 0.5061 | 0.4098 | 0.0 | nan | 0.0 | 0.3454 | 0.0 | 0.0 | 0.9331 | 0.8494 | 0.9660 | 0.0156 | 0.1487 | 0.3314 | 0.0 | nan | 0.7284 | 0.8625 | 0.5288 | 0.7060 | 0.3912 | nan | 0.4343 | 0.4993 | 0.0 | 0.8146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5702 | 0.0 | 0.0 | 0.7182 | 0.0 | 0.4057 | 0.3193 | 0.0 | nan | 0.0 | 0.2637 | 0.0 | 0.0 | 0.8455 | 0.7222 | 0.9098 | 0.0149 | 0.0904 | 0.2414 | 0.0 |
0.352 | 35.2 | 3520 | 0.6266 | 0.3177 | 0.3825 | 0.8481 | nan | 0.8318 | 0.9516 | 0.7183 | 0.8032 | 0.5115 | nan | 0.5741 | 0.7495 | 0.0 | 0.9331 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7458 | 0.0 | 0.0 | 0.9176 | 0.0 | 0.4783 | 0.4136 | 0.0 | nan | 0.0 | 0.3321 | 0.0 | 0.0 | 0.9305 | 0.8390 | 0.9647 | 0.0148 | 0.2201 | 0.3120 | 0.0 | nan | 0.7270 | 0.8621 | 0.5386 | 0.7159 | 0.3952 | nan | 0.4372 | 0.5198 | 0.0 | 0.8148 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5796 | 0.0 | 0.0 | 0.7155 | 0.0 | 0.4138 | 0.3247 | 0.0 | nan | 0.0 | 0.2626 | 0.0 | 0.0 | 0.8492 | 0.7290 | 0.9108 | 0.0143 | 0.1263 | 0.2295 | 0.0 |
0.1845 | 35.4 | 3540 | 0.6265 | 0.3166 | 0.3837 | 0.8468 | nan | 0.8402 | 0.9466 | 0.7266 | 0.7639 | 0.5743 | nan | 0.5738 | 0.7567 | 0.0 | 0.9329 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7327 | 0.0 | 0.0 | 0.8988 | 0.0001 | 0.5175 | 0.3890 | 0.0 | nan | 0.0 | 0.3382 | 0.0 | 0.0 | 0.9291 | 0.8585 | 0.9638 | 0.0020 | 0.1973 | 0.3351 | 0.0 | nan | 0.7208 | 0.8644 | 0.5186 | 0.7082 | 0.4051 | nan | 0.4400 | 0.5109 | 0.0 | 0.8134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5823 | 0.0 | 0.0 | 0.7166 | 0.0001 | 0.4155 | 0.3256 | 0.0 | nan | 0.0 | 0.2667 | 0.0 | 0.0 | 0.8484 | 0.7293 | 0.9114 | 0.0019 | 0.1112 | 0.2409 | 0.0 |
0.2188 | 35.6 | 3560 | 0.6274 | 0.3176 | 0.3878 | 0.8463 | nan | 0.8327 | 0.9414 | 0.7997 | 0.8035 | 0.5595 | nan | 0.5627 | 0.7400 | 0.0 | 0.9325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7659 | 0.0 | 0.0 | 0.9149 | 0.0 | 0.5170 | 0.4271 | 0.0 | nan | 0.0 | 0.3365 | 0.0 | 0.0 | 0.9273 | 0.8277 | 0.9625 | 0.0105 | 0.2477 | 0.2994 | 0.0 | nan | 0.7286 | 0.8621 | 0.5176 | 0.6972 | 0.4056 | nan | 0.4357 | 0.5243 | 0.0 | 0.8134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5875 | 0.0 | 0.0 | 0.7120 | 0.0 | 0.4236 | 0.3309 | 0.0 | nan | 0.0 | 0.2656 | 0.0 | 0.0 | 0.8498 | 0.7217 | 0.9114 | 0.0103 | 0.1416 | 0.2253 | 0.0 |
0.2544 | 35.8 | 3580 | 0.6392 | 0.3168 | 0.3817 | 0.8458 | nan | 0.8341 | 0.9495 | 0.7216 | 0.7806 | 0.5232 | nan | 0.5538 | 0.7431 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7682 | 0.0 | 0.0 | 0.9037 | 0.0000 | 0.5083 | 0.3859 | 0.0 | nan | 0.0 | 0.3377 | 0.0 | 0.0 | 0.9350 | 0.8264 | 0.9601 | 0.0101 | 0.2151 | 0.3224 | 0.0 | nan | 0.7197 | 0.8578 | 0.5360 | 0.7023 | 0.3929 | nan | 0.4307 | 0.5225 | 0.0 | 0.8170 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5907 | 0.0 | 0.0 | 0.7160 | 0.0000 | 0.4203 | 0.3283 | 0.0 | nan | 0.0 | 0.2654 | 0.0 | 0.0 | 0.8467 | 0.7169 | 0.9128 | 0.0100 | 0.1186 | 0.2345 | 0.0 |
0.2178 | 36.0 | 3600 | 0.6309 | 0.3176 | 0.3823 | 0.8474 | nan | 0.8482 | 0.9453 | 0.7121 | 0.7914 | 0.5343 | nan | 0.5637 | 0.7310 | 0.0 | 0.9377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7580 | 0.0 | 0.0 | 0.9101 | 0.0 | 0.5164 | 0.3892 | 0.0 | nan | 0.0 | 0.3363 | 0.0 | 0.0 | 0.9301 | 0.8423 | 0.9631 | 0.0007 | 0.2185 | 0.3063 | 0.0 | nan | 0.7211 | 0.8636 | 0.5217 | 0.7123 | 0.3965 | nan | 0.4417 | 0.5307 | 0.0 | 0.8124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5903 | 0.0 | 0.0 | 0.7123 | 0.0 | 0.4226 | 0.3241 | 0.0 | nan | 0.0 | 0.2656 | 0.0 | 0.0 | 0.8500 | 0.7293 | 0.9118 | 0.0007 | 0.1273 | 0.2291 | 0.0 |
0.2455 | 36.2 | 3620 | 0.6349 | 0.3182 | 0.3849 | 0.8473 | nan | 0.8499 | 0.9445 | 0.7231 | 0.7808 | 0.5545 | nan | 0.5696 | 0.7371 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7746 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.5025 | 0.4029 | 0.0 | nan | 0.0 | 0.3481 | 0.0 | 0.0 | 0.9277 | 0.8502 | 0.9646 | 0.0008 | 0.2258 | 0.3209 | 0.0 | nan | 0.7217 | 0.8654 | 0.5302 | 0.7175 | 0.4033 | nan | 0.4405 | 0.5272 | 0.0 | 0.8172 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5871 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.4191 | 0.3245 | 0.0 | nan | 0.0 | 0.2694 | 0.0 | 0.0 | 0.8445 | 0.7253 | 0.9107 | 0.0008 | 0.1298 | 0.2363 | 0.0 |
0.1756 | 36.4 | 3640 | 0.6376 | 0.3184 | 0.3862 | 0.8482 | nan | 0.8283 | 0.9525 | 0.7608 | 0.8008 | 0.5279 | nan | 0.5702 | 0.7534 | 0.0 | 0.9411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7617 | 0.0 | 0.0 | 0.9014 | 0.0 | 0.4963 | 0.3941 | 0.0 | nan | 0.0 | 0.3597 | 0.0 | 0.0 | 0.9281 | 0.8386 | 0.9635 | 0.0051 | 0.2104 | 0.3636 | 0.0 | nan | 0.7280 | 0.8632 | 0.5452 | 0.7239 | 0.3977 | nan | 0.4298 | 0.5116 | 0.0 | 0.8146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5793 | 0.0 | 0.0 | 0.7172 | 0.0 | 0.4170 | 0.3253 | 0.0 | nan | 0.0 | 0.2766 | 0.0 | 0.0 | 0.8483 | 0.7261 | 0.9112 | 0.0050 | 0.1176 | 0.2526 | 0.0 |
0.284 | 36.6 | 3660 | 0.6333 | 0.3187 | 0.3844 | 0.8483 | nan | 0.8374 | 0.9502 | 0.7026 | 0.8206 | 0.5129 | nan | 0.5741 | 0.7411 | 0.0 | 0.9335 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7545 | 0.0 | 0.0 | 0.8983 | 0.0000 | 0.5353 | 0.3941 | 0.0 | nan | 0.0 | 0.3497 | 0.0 | 0.0 | 0.9264 | 0.8693 | 0.9582 | 0.0030 | 0.2235 | 0.3169 | 0.0 | nan | 0.7309 | 0.8625 | 0.5333 | 0.7181 | 0.3973 | nan | 0.4412 | 0.5231 | 0.0 | 0.8169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5884 | 0.0 | 0.0 | 0.7132 | 0.0000 | 0.4206 | 0.3243 | 0.0 | nan | 0.0 | 0.2698 | 0.0 | 0.0 | 0.8484 | 0.7279 | 0.9123 | 0.0029 | 0.1309 | 0.2353 | 0.0 |
0.2867 | 36.8 | 3680 | 0.6367 | 0.3191 | 0.3873 | 0.8480 | nan | 0.8406 | 0.9458 | 0.7680 | 0.8129 | 0.5309 | nan | 0.5761 | 0.7413 | 0.0 | 0.9407 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7549 | 0.0 | 0.0 | 0.9027 | 0.0004 | 0.5196 | 0.4204 | 0.0 | nan | 0.0 | 0.3422 | 0.0 | 0.0 | 0.9245 | 0.8584 | 0.9571 | 0.0021 | 0.2348 | 0.3199 | 0.0 | nan | 0.7310 | 0.8619 | 0.5552 | 0.7120 | 0.3993 | nan | 0.4435 | 0.5200 | 0.0 | 0.8135 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5762 | 0.0 | 0.0 | 0.7141 | 0.0004 | 0.4219 | 0.3298 | 0.0 | nan | 0.0 | 0.2701 | 0.0 | 0.0 | 0.8509 | 0.7326 | 0.9131 | 0.0021 | 0.1311 | 0.2330 | 0.0 |
0.1668 | 37.0 | 3700 | 0.6274 | 0.3170 | 0.3838 | 0.8467 | nan | 0.8537 | 0.9396 | 0.7176 | 0.7999 | 0.5485 | nan | 0.5740 | 0.7349 | 0.0 | 0.9349 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7975 | 0.0 | 0.0 | 0.9105 | 0.0002 | 0.5201 | 0.3857 | 0.0 | nan | 0.0 | 0.3321 | 0.0 | 0.0 | 0.9279 | 0.8403 | 0.9635 | 0.0008 | 0.1939 | 0.3056 | 0.0 | nan | 0.7228 | 0.8606 | 0.5374 | 0.7039 | 0.4026 | nan | 0.4440 | 0.5286 | 0.0 | 0.8174 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5689 | 0.0 | 0.0 | 0.7125 | 0.0002 | 0.4248 | 0.3254 | 0.0 | nan | 0.0 | 0.2659 | 0.0 | 0.0 | 0.8513 | 0.7312 | 0.9117 | 0.0008 | 0.1086 | 0.2257 | 0.0 |
0.2728 | 37.2 | 3720 | 0.6299 | 0.3175 | 0.3857 | 0.8476 | nan | 0.8348 | 0.9455 | 0.7016 | 0.8223 | 0.5272 | nan | 0.5649 | 0.7376 | 0.0 | 0.9326 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8161 | 0.0 | 0.0 | 0.9095 | 0.0 | 0.4995 | 0.4026 | 0.0 | nan | 0.0 | 0.3518 | 0.0 | 0.0 | 0.9312 | 0.8529 | 0.9653 | 0.0024 | 0.2369 | 0.3066 | 0.0 | nan | 0.7325 | 0.8609 | 0.5482 | 0.6977 | 0.4022 | nan | 0.4359 | 0.5328 | 0.0 | 0.8176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5551 | 0.0 | 0.0 | 0.7146 | 0.0 | 0.4233 | 0.3291 | 0.0 | nan | 0.0 | 0.2705 | 0.0 | 0.0 | 0.8478 | 0.7285 | 0.9113 | 0.0023 | 0.1223 | 0.2285 | 0.0 |
0.2263 | 37.4 | 3740 | 0.6333 | 0.3188 | 0.3864 | 0.8478 | nan | 0.8506 | 0.9487 | 0.7211 | 0.7448 | 0.5567 | nan | 0.5773 | 0.7452 | 0.0 | 0.9386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7725 | 0.0 | 0.0 | 0.9068 | 0.0009 | 0.5000 | 0.3871 | 0.0 | nan | 0.0 | 0.3652 | 0.0 | 0.0 | 0.9192 | 0.8709 | 0.9647 | 0.0026 | 0.2447 | 0.3456 | 0.0 | nan | 0.7191 | 0.8640 | 0.5298 | 0.7023 | 0.4096 | nan | 0.4437 | 0.5250 | 0.0 | 0.8138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5742 | 0.0 | 0.0 | 0.7182 | 0.0008 | 0.4211 | 0.3254 | 0.0 | nan | 0.0 | 0.2822 | 0.0 | 0.0 | 0.8518 | 0.7323 | 0.9123 | 0.0026 | 0.1288 | 0.2439 | 0.0 |
0.2249 | 37.6 | 3760 | 0.6265 | 0.3203 | 0.3874 | 0.8489 | nan | 0.8410 | 0.9482 | 0.7262 | 0.7853 | 0.5670 | nan | 0.5716 | 0.7303 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7811 | 0.0 | 0.0 | 0.9055 | 0.0004 | 0.5143 | 0.4130 | 0.0 | nan | 0.0 | 0.3561 | 0.0 | 0.0 | 0.9251 | 0.8606 | 0.9599 | 0.0043 | 0.2341 | 0.3362 | 0.0 | nan | 0.7264 | 0.8650 | 0.5416 | 0.7209 | 0.4084 | nan | 0.4450 | 0.5312 | 0.0 | 0.8157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5767 | 0.0 | 0.0 | 0.7154 | 0.0004 | 0.4200 | 0.3319 | 0.0 | nan | 0.0 | 0.2769 | 0.0 | 0.0 | 0.8519 | 0.7341 | 0.9144 | 0.0042 | 0.1275 | 0.2431 | 0.0 |
0.3527 | 37.8 | 3780 | 0.6330 | 0.3193 | 0.3834 | 0.8487 | nan | 0.8468 | 0.9510 | 0.7009 | 0.7828 | 0.5322 | nan | 0.5571 | 0.7437 | 0.0 | 0.9348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7525 | 0.0 | 0.0 | 0.9047 | 0.0002 | 0.4997 | 0.4302 | 0.0 | nan | 0.0 | 0.3524 | 0.0 | 0.0 | 0.9308 | 0.8481 | 0.9632 | 0.0194 | 0.1976 | 0.3223 | 0.0 | nan | 0.7222 | 0.8640 | 0.5277 | 0.7137 | 0.4035 | nan | 0.4425 | 0.5294 | 0.0 | 0.8159 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5842 | 0.0 | 0.0 | 0.7145 | 0.0002 | 0.4226 | 0.3321 | 0.0 | nan | 0.0 | 0.2708 | 0.0 | 0.0 | 0.8506 | 0.7353 | 0.9136 | 0.0188 | 0.1187 | 0.2376 | 0.0 |
0.2023 | 38.0 | 3800 | 0.6281 | 0.3189 | 0.3842 | 0.8487 | nan | 0.8514 | 0.9505 | 0.6399 | 0.7882 | 0.5308 | nan | 0.5673 | 0.7674 | 0.0 | 0.9404 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7480 | 0.0 | 0.0 | 0.8923 | 0.0043 | 0.5115 | 0.4070 | 0.0 | nan | 0.0 | 0.3799 | 0.0 | 0.0 | 0.9324 | 0.8400 | 0.9634 | 0.0158 | 0.2054 | 0.3582 | 0.0 | nan | 0.7234 | 0.8640 | 0.4976 | 0.7173 | 0.4061 | nan | 0.4414 | 0.5133 | 0.0 | 0.8163 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5861 | 0.0 | 0.0 | 0.7179 | 0.0040 | 0.4228 | 0.3369 | 0.0 | nan | 0.0 | 0.2862 | 0.0 | 0.0 | 0.8515 | 0.7333 | 0.9138 | 0.0155 | 0.1116 | 0.2467 | 0.0 |
0.2243 | 38.2 | 3820 | 0.6308 | 0.3185 | 0.3838 | 0.8486 | nan | 0.8510 | 0.9454 | 0.6567 | 0.7994 | 0.5513 | nan | 0.5755 | 0.7365 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7742 | 0.0 | 0.0 | 0.9096 | 0.0 | 0.5208 | 0.3991 | 0.0 | nan | 0.0 | 0.3405 | 0.0 | 0.0 | 0.9246 | 0.8673 | 0.9647 | 0.0043 | 0.2322 | 0.2931 | 0.0 | nan | 0.7266 | 0.8648 | 0.5077 | 0.7126 | 0.4071 | nan | 0.4459 | 0.5328 | 0.0 | 0.8143 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5837 | 0.0 | 0.0 | 0.7126 | 0.0 | 0.4267 | 0.3323 | 0.0 | nan | 0.0 | 0.2660 | 0.0 | 0.0 | 0.8511 | 0.7319 | 0.9125 | 0.0043 | 0.1347 | 0.2238 | 0.0 |
0.2363 | 38.4 | 3840 | 0.6266 | 0.3201 | 0.3867 | 0.8491 | nan | 0.8489 | 0.9491 | 0.7229 | 0.7791 | 0.5454 | nan | 0.5555 | 0.7412 | 0.0 | 0.9370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7785 | 0.0 | 0.0 | 0.9028 | 0.0002 | 0.5160 | 0.4258 | 0.0 | nan | 0.0 | 0.3477 | 0.0001 | 0.0 | 0.9325 | 0.8476 | 0.9645 | 0.0069 | 0.2634 | 0.3091 | 0.0 | nan | 0.7267 | 0.8662 | 0.5469 | 0.7146 | 0.4044 | nan | 0.4413 | 0.5289 | 0.0 | 0.8138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5834 | 0.0 | 0.0 | 0.7142 | 0.0002 | 0.4243 | 0.3342 | 0.0 | nan | 0.0 | 0.2675 | 0.0001 | 0.0 | 0.8509 | 0.7338 | 0.9129 | 0.0068 | 0.1409 | 0.2302 | 0.0 |
0.2081 | 38.6 | 3860 | 0.6285 | 0.3206 | 0.3855 | 0.8500 | nan | 0.8426 | 0.9497 | 0.7577 | 0.8045 | 0.5160 | nan | 0.5761 | 0.7352 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7569 | 0.0 | 0.0 | 0.9095 | 0.0 | 0.5082 | 0.4108 | 0.0 | nan | 0.0 | 0.3487 | 0.0 | 0.0 | 0.9351 | 0.8446 | 0.9581 | 0.0190 | 0.2009 | 0.3280 | 0.0 | nan | 0.7312 | 0.8660 | 0.5605 | 0.7204 | 0.4023 | nan | 0.4441 | 0.5295 | 0.0 | 0.8133 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5859 | 0.0 | 0.0 | 0.7150 | 0.0 | 0.4228 | 0.3287 | 0.0 | nan | 0.0 | 0.2694 | 0.0 | 0.0 | 0.8503 | 0.7358 | 0.9143 | 0.0187 | 0.1132 | 0.2378 | 0.0 |
0.3744 | 38.8 | 3880 | 0.6330 | 0.3201 | 0.3859 | 0.8487 | nan | 0.8423 | 0.9507 | 0.7359 | 0.7868 | 0.5456 | nan | 0.5671 | 0.7351 | 0.0 | 0.9346 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7583 | 0.0 | 0.0 | 0.9016 | 0.0009 | 0.5179 | 0.4026 | 0.0 | nan | 0.0000 | 0.3603 | 0.0 | 0.0 | 0.9227 | 0.8565 | 0.9624 | 0.0094 | 0.2074 | 0.3512 | 0.0 | nan | 0.7241 | 0.8648 | 0.5454 | 0.7192 | 0.4057 | nan | 0.4412 | 0.5281 | 0.0 | 0.8174 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5853 | 0.0 | 0.0 | 0.7152 | 0.0009 | 0.4193 | 0.3277 | 0.0 | nan | 0.0000 | 0.2775 | 0.0 | 0.0 | 0.8514 | 0.7345 | 0.9138 | 0.0093 | 0.1139 | 0.2473 | 0.0 |
0.222 | 39.0 | 3900 | 0.6305 | 0.3193 | 0.3861 | 0.8481 | nan | 0.8462 | 0.9502 | 0.6832 | 0.7864 | 0.5391 | nan | 0.5608 | 0.7489 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7754 | 0.0 | 0.0 | 0.9052 | 0.0008 | 0.5107 | 0.4192 | 0.0 | nan | 0.0003 | 0.3644 | 0.0000 | 0.0 | 0.9213 | 0.8633 | 0.9624 | 0.0173 | 0.2462 | 0.3253 | 0.0 | nan | 0.7253 | 0.8640 | 0.5175 | 0.7101 | 0.4086 | nan | 0.4399 | 0.5237 | 0.0 | 0.8189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5857 | 0.0 | 0.0 | 0.7131 | 0.0007 | 0.4254 | 0.3295 | 0.0 | nan | 0.0003 | 0.2773 | 0.0000 | 0.0 | 0.8491 | 0.7299 | 0.9130 | 0.0170 | 0.1300 | 0.2387 | 0.0 |
0.234 | 39.2 | 3920 | 0.6394 | 0.3188 | 0.3817 | 0.8485 | nan | 0.8469 | 0.9540 | 0.6789 | 0.7709 | 0.5267 | nan | 0.5583 | 0.7465 | 0.0 | 0.9355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7543 | 0.0 | 0.0 | 0.9112 | 0.0012 | 0.4892 | 0.3976 | 0.0 | nan | 0.0 | 0.3527 | 0.0 | 0.0 | 0.9298 | 0.8326 | 0.9640 | 0.0059 | 0.2359 | 0.3234 | 0.0 | nan | 0.7197 | 0.8634 | 0.5216 | 0.7212 | 0.4047 | nan | 0.4390 | 0.5302 | 0.0 | 0.8161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5859 | 0.0 | 0.0 | 0.7133 | 0.0011 | 0.4203 | 0.3261 | 0.0 | nan | 0.0 | 0.2733 | 0.0 | 0.0 | 0.8510 | 0.7337 | 0.9126 | 0.0058 | 0.1252 | 0.2362 | 0.0 |
0.2471 | 39.4 | 3940 | 0.6336 | 0.3189 | 0.3831 | 0.8484 | nan | 0.8371 | 0.9520 | 0.7166 | 0.8033 | 0.5301 | nan | 0.5818 | 0.7387 | 0.0 | 0.9333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7507 | 0.0 | 0.0 | 0.9139 | 0.0008 | 0.4894 | 0.3845 | 0.0 | nan | 0.0 | 0.3467 | 0.0 | 0.0 | 0.9180 | 0.8767 | 0.9572 | 0.0126 | 0.2103 | 0.3063 | 0.0 | nan | 0.7269 | 0.8644 | 0.5424 | 0.7263 | 0.4043 | nan | 0.4485 | 0.5327 | 0.0 | 0.8188 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5825 | 0.0 | 0.0 | 0.7129 | 0.0007 | 0.4185 | 0.3231 | 0.0 | nan | 0.0 | 0.2703 | 0.0 | 0.0 | 0.8440 | 0.7163 | 0.9143 | 0.0124 | 0.1167 | 0.2275 | 0.0 |
0.3092 | 39.6 | 3960 | 0.6333 | 0.3202 | 0.3866 | 0.8497 | nan | 0.8335 | 0.9511 | 0.7537 | 0.8077 | 0.5414 | nan | 0.5604 | 0.7424 | 0.0 | 0.9350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7738 | 0.0 | 0.0 | 0.9095 | 0.0016 | 0.4964 | 0.3988 | 0.0 | nan | 0.0002 | 0.3553 | 0.0 | 0.0 | 0.9288 | 0.8614 | 0.9576 | 0.0171 | 0.2054 | 0.3387 | 0.0 | nan | 0.7321 | 0.8657 | 0.5504 | 0.7193 | 0.4097 | nan | 0.4416 | 0.5291 | 0.0 | 0.8182 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5760 | 0.0 | 0.0 | 0.7151 | 0.0015 | 0.4215 | 0.3277 | 0.0 | nan | 0.0002 | 0.2720 | 0.0 | 0.0 | 0.8487 | 0.7292 | 0.9153 | 0.0169 | 0.1119 | 0.2433 | 0.0 |
0.2215 | 39.8 | 3980 | 0.6318 | 0.3189 | 0.3858 | 0.8488 | nan | 0.8538 | 0.9466 | 0.6724 | 0.7840 | 0.5643 | nan | 0.5667 | 0.7460 | 0.0 | 0.9381 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7772 | 0.0 | 0.0 | 0.9054 | 0.0071 | 0.5041 | 0.4202 | 0.0 | nan | 0.0004 | 0.3577 | 0.0001 | 0.0 | 0.9271 | 0.8387 | 0.9629 | 0.0074 | 0.2184 | 0.3478 | 0.0 | nan | 0.7243 | 0.8660 | 0.4891 | 0.7087 | 0.4204 | nan | 0.4438 | 0.5290 | 0.0 | 0.8186 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5752 | 0.0 | 0.0 | 0.7162 | 0.0064 | 0.4244 | 0.3364 | 0.0 | nan | 0.0004 | 0.2747 | 0.0001 | 0.0 | 0.8518 | 0.7336 | 0.9142 | 0.0073 | 0.1157 | 0.2482 | 0.0 |
0.2097 | 40.0 | 4000 | 0.6432 | 0.3193 | 0.3830 | 0.8495 | nan | 0.8406 | 0.9546 | 0.7155 | 0.7968 | 0.5070 | nan | 0.5688 | 0.7449 | 0.0 | 0.9287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7656 | 0.0 | 0.0 | 0.9212 | 0.0005 | 0.4856 | 0.3907 | 0.0 | nan | 0.0001 | 0.3494 | 0.0001 | 0.0 | 0.9269 | 0.8454 | 0.9647 | 0.0247 | 0.2301 | 0.2929 | 0.0 | nan | 0.7285 | 0.8642 | 0.5257 | 0.7213 | 0.4014 | nan | 0.4393 | 0.5362 | 0.0 | 0.8179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5827 | 0.0 | 0.0 | 0.7110 | 0.0004 | 0.4184 | 0.3286 | 0.0 | nan | 0.0001 | 0.2722 | 0.0001 | 0.0 | 0.8525 | 0.7314 | 0.9134 | 0.0242 | 0.1262 | 0.2221 | 0.0 |
0.2262 | 40.2 | 4020 | 0.6285 | 0.3192 | 0.3891 | 0.8471 | nan | 0.8524 | 0.9444 | 0.6725 | 0.7892 | 0.5434 | nan | 0.5822 | 0.7608 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7901 | 0.0 | 0.0 | 0.8873 | 0.0270 | 0.5194 | 0.4122 | 0.0 | nan | 0.0028 | 0.3659 | 0.0002 | 0.0 | 0.9291 | 0.8628 | 0.9626 | 0.0170 | 0.2602 | 0.3407 | 0.0 | nan | 0.7213 | 0.8641 | 0.4943 | 0.7021 | 0.4090 | nan | 0.4482 | 0.5233 | 0.0 | 0.8198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5770 | 0.0 | 0.0 | 0.7151 | 0.0245 | 0.4230 | 0.3334 | 0.0 | nan | 0.0028 | 0.2782 | 0.0002 | 0.0 | 0.8510 | 0.7309 | 0.9141 | 0.0167 | 0.1248 | 0.2404 | 0.0 |
0.1942 | 40.4 | 4040 | 0.6329 | 0.3202 | 0.3860 | 0.8491 | nan | 0.8339 | 0.9507 | 0.7632 | 0.7844 | 0.5517 | nan | 0.5881 | 0.7426 | 0.0 | 0.9309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7578 | 0.0 | 0.0 | 0.9133 | 0.0014 | 0.5097 | 0.4145 | 0.0 | nan | 0.0004 | 0.3384 | 0.0002 | 0.0 | 0.9321 | 0.8414 | 0.9600 | 0.0217 | 0.2267 | 0.2879 | 0.0 | nan | 0.7293 | 0.8652 | 0.5443 | 0.7127 | 0.4080 | nan | 0.4456 | 0.5348 | 0.0 | 0.8191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5802 | 0.0 | 0.0 | 0.7133 | 0.0013 | 0.4272 | 0.3334 | 0.0 | nan | 0.0004 | 0.2693 | 0.0002 | 0.0 | 0.8515 | 0.7344 | 0.9155 | 0.0211 | 0.1245 | 0.2160 | 0.0 |
0.2178 | 40.6 | 4060 | 0.6324 | 0.3192 | 0.3852 | 0.8483 | nan | 0.8513 | 0.9478 | 0.7104 | 0.7833 | 0.5441 | nan | 0.5529 | 0.7487 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7577 | 0.0 | 0.0 | 0.9108 | 0.0023 | 0.5184 | 0.4084 | 0.0 | nan | 0.0017 | 0.3607 | 0.0003 | 0.0 | 0.9232 | 0.8565 | 0.9604 | 0.0140 | 0.2391 | 0.2992 | 0.0 | nan | 0.7259 | 0.8644 | 0.5206 | 0.7051 | 0.4066 | nan | 0.4400 | 0.5292 | 0.0 | 0.8173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5823 | 0.0 | 0.0 | 0.7150 | 0.0021 | 0.4290 | 0.3326 | 0.0 | nan | 0.0017 | 0.2792 | 0.0003 | 0.0 | 0.8520 | 0.7338 | 0.9153 | 0.0138 | 0.1282 | 0.2205 | 0.0 |
0.2116 | 40.8 | 4080 | 0.6311 | 0.3198 | 0.3863 | 0.8490 | nan | 0.8486 | 0.9474 | 0.7098 | 0.7779 | 0.5772 | nan | 0.5751 | 0.7542 | 0.0 | 0.9368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7535 | 0.0 | 0.0 | 0.9082 | 0.0051 | 0.5209 | 0.3955 | 0.0 | nan | 0.0011 | 0.3560 | 0.0002 | 0.0 | 0.9249 | 0.8441 | 0.9646 | 0.0022 | 0.2357 | 0.3214 | 0.0 | nan | 0.7253 | 0.8670 | 0.5288 | 0.7141 | 0.4081 | nan | 0.4515 | 0.5268 | 0.0 | 0.8142 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5776 | 0.0 | 0.0 | 0.7145 | 0.0047 | 0.4273 | 0.3279 | 0.0 | nan | 0.0011 | 0.2769 | 0.0002 | 0.0 | 0.8539 | 0.7370 | 0.9134 | 0.0022 | 0.1255 | 0.2342 | 0.0 |
0.2709 | 41.0 | 4100 | 0.6323 | 0.3206 | 0.3868 | 0.8490 | nan | 0.8457 | 0.9517 | 0.7141 | 0.7932 | 0.5252 | nan | 0.5582 | 0.7443 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7547 | 0.0 | 0.0 | 0.8907 | 0.0207 | 0.5161 | 0.4327 | 0.0 | nan | 0.0014 | 0.3559 | 0.0003 | 0.0 | 0.9292 | 0.8524 | 0.9673 | 0.0090 | 0.2106 | 0.3703 | 0.0 | nan | 0.7299 | 0.8644 | 0.5414 | 0.7225 | 0.3957 | nan | 0.4480 | 0.5313 | 0.0 | 0.8157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5791 | 0.0 | 0.0 | 0.7161 | 0.0192 | 0.4229 | 0.3295 | 0.0 | nan | 0.0014 | 0.2757 | 0.0003 | 0.0 | 0.8507 | 0.7324 | 0.9120 | 0.0088 | 0.1104 | 0.2533 | 0.0 |
0.2523 | 41.2 | 4120 | 0.6297 | 0.3201 | 0.3853 | 0.8491 | nan | 0.8475 | 0.9486 | 0.7304 | 0.7880 | 0.5451 | nan | 0.5832 | 0.7329 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7378 | 0.0 | 0.0 | 0.9026 | 0.0164 | 0.4996 | 0.4046 | 0.0 | nan | 0.0006 | 0.3447 | 0.0000 | 0.0 | 0.9260 | 0.8564 | 0.9668 | 0.0072 | 0.2001 | 0.3521 | 0.0 | nan | 0.7262 | 0.8665 | 0.5460 | 0.7282 | 0.4000 | nan | 0.4554 | 0.5317 | 0.0 | 0.8125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5737 | 0.0 | 0.0 | 0.7150 | 0.0153 | 0.4213 | 0.3260 | 0.0 | nan | 0.0006 | 0.2713 | 0.0000 | 0.0 | 0.8501 | 0.7299 | 0.9124 | 0.0071 | 0.1102 | 0.2454 | 0.0 |
0.2181 | 41.4 | 4140 | 0.6345 | 0.3199 | 0.3844 | 0.8491 | nan | 0.8431 | 0.9526 | 0.7024 | 0.7915 | 0.5291 | nan | 0.5626 | 0.7572 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7407 | 0.0 | 0.0 | 0.9016 | 0.0060 | 0.5176 | 0.4071 | 0.0 | nan | 0.0018 | 0.3424 | 0.0004 | 0.0 | 0.9316 | 0.8413 | 0.9628 | 0.0129 | 0.2172 | 0.3464 | 0.0 | nan | 0.7261 | 0.8643 | 0.5323 | 0.7279 | 0.3999 | nan | 0.4449 | 0.5253 | 0.0 | 0.8202 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5795 | 0.0 | 0.0 | 0.7153 | 0.0056 | 0.4255 | 0.3288 | 0.0 | nan | 0.0018 | 0.2698 | 0.0004 | 0.0 | 0.8501 | 0.7318 | 0.9144 | 0.0126 | 0.1148 | 0.2452 | 0.0 |
0.2697 | 41.6 | 4160 | 0.6332 | 0.3192 | 0.3841 | 0.8495 | nan | 0.8468 | 0.9488 | 0.7347 | 0.8025 | 0.5234 | nan | 0.5684 | 0.7582 | 0.0 | 0.9296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7531 | 0.0 | 0.0 | 0.9164 | 0.0008 | 0.4913 | 0.3986 | 0.0 | nan | 0.0003 | 0.3397 | 0.0023 | 0.0 | 0.9327 | 0.8470 | 0.9625 | 0.0092 | 0.2208 | 0.3056 | 0.0 | nan | 0.7262 | 0.8653 | 0.5394 | 0.7330 | 0.3973 | nan | 0.4461 | 0.5248 | 0.0 | 0.8183 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5759 | 0.0 | 0.0 | 0.7134 | 0.0008 | 0.4211 | 0.3266 | 0.0 | nan | 0.0003 | 0.2675 | 0.0023 | 0.0 | 0.8502 | 0.7323 | 0.9138 | 0.0091 | 0.1205 | 0.2302 | 0.0 |
0.265 | 41.8 | 4180 | 0.6364 | 0.3208 | 0.3872 | 0.8493 | nan | 0.8485 | 0.9492 | 0.7336 | 0.8040 | 0.5078 | nan | 0.5816 | 0.7392 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7684 | 0.0 | 0.0 | 0.8999 | 0.0053 | 0.5269 | 0.4019 | 0.0 | nan | 0.0012 | 0.3508 | 0.0009 | 0.0 | 0.9248 | 0.8647 | 0.9623 | 0.0157 | 0.2222 | 0.3483 | 0.0 | nan | 0.7256 | 0.8640 | 0.5489 | 0.7326 | 0.3933 | nan | 0.4481 | 0.5319 | 0.0 | 0.8171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5732 | 0.0 | 0.0 | 0.7167 | 0.0048 | 0.4251 | 0.3289 | 0.0 | nan | 0.0012 | 0.2736 | 0.0009 | 0.0 | 0.8519 | 0.7321 | 0.9144 | 0.0154 | 0.1174 | 0.2476 | 0.0 |
0.208 | 42.0 | 4200 | 0.6323 | 0.3201 | 0.3863 | 0.8493 | nan | 0.8405 | 0.9495 | 0.7075 | 0.8011 | 0.5457 | nan | 0.5879 | 0.7372 | 0.0 | 0.9383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7664 | 0.0 | 0.0 | 0.9013 | 0.0105 | 0.5283 | 0.3997 | 0.0 | nan | 0.0012 | 0.3426 | 0.0008 | 0.0 | 0.9276 | 0.8536 | 0.9638 | 0.0051 | 0.2239 | 0.3280 | 0.0 | nan | 0.7263 | 0.8645 | 0.5334 | 0.7354 | 0.4038 | nan | 0.4511 | 0.5290 | 0.0 | 0.8156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5700 | 0.0 | 0.0 | 0.7165 | 0.0093 | 0.4233 | 0.3300 | 0.0 | nan | 0.0012 | 0.2687 | 0.0008 | 0.0 | 0.8514 | 0.7322 | 0.9143 | 0.0051 | 0.1197 | 0.2406 | 0.0 |
0.2253 | 42.2 | 4220 | 0.6382 | 0.3185 | 0.3834 | 0.8489 | nan | 0.8485 | 0.9483 | 0.6240 | 0.7916 | 0.5574 | nan | 0.5613 | 0.7418 | 0.0 | 0.9320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7664 | 0.0 | 0.0 | 0.9104 | 0.0041 | 0.5087 | 0.4024 | 0.0 | nan | 0.0007 | 0.3553 | 0.0004 | 0.0 | 0.9263 | 0.8618 | 0.9608 | 0.0088 | 0.2259 | 0.3310 | 0.0 | nan | 0.7206 | 0.8660 | 0.4774 | 0.7349 | 0.4093 | nan | 0.4470 | 0.5292 | 0.0 | 0.8180 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5763 | 0.0 | 0.0 | 0.7162 | 0.0038 | 0.4245 | 0.3300 | 0.0 | nan | 0.0007 | 0.2750 | 0.0004 | 0.0 | 0.8500 | 0.7281 | 0.9151 | 0.0086 | 0.1209 | 0.2413 | 0.0 |
0.1785 | 42.4 | 4240 | 0.6351 | 0.3178 | 0.3827 | 0.8487 | nan | 0.8542 | 0.9480 | 0.6164 | 0.7786 | 0.5554 | nan | 0.5884 | 0.7442 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7567 | 0.0 | 0.0 | 0.9053 | 0.0047 | 0.4902 | 0.4051 | 0.0 | nan | 0.0018 | 0.3499 | 0.0008 | 0.0 | 0.9337 | 0.8435 | 0.9612 | 0.0103 | 0.2371 | 0.3244 | 0.0 | nan | 0.7177 | 0.8668 | 0.4604 | 0.7290 | 0.4126 | nan | 0.4540 | 0.5255 | 0.0 | 0.8178 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5720 | 0.0 | 0.0 | 0.7166 | 0.0042 | 0.4154 | 0.3294 | 0.0 | nan | 0.0018 | 0.2725 | 0.0008 | 0.0 | 0.8492 | 0.7347 | 0.9152 | 0.0101 | 0.1263 | 0.2389 | 0.0 |
0.1979 | 42.6 | 4260 | 0.6329 | 0.3198 | 0.3863 | 0.8497 | nan | 0.8409 | 0.9492 | 0.7065 | 0.8018 | 0.5553 | nan | 0.5833 | 0.7439 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7818 | 0.0 | 0.0 | 0.9106 | 0.0022 | 0.4870 | 0.4035 | 0.0 | nan | 0.0004 | 0.3606 | 0.0013 | 0.0 | 0.9289 | 0.8546 | 0.9615 | 0.0130 | 0.2219 | 0.3190 | 0.0 | nan | 0.7290 | 0.8658 | 0.5238 | 0.7344 | 0.4082 | nan | 0.4506 | 0.5255 | 0.0 | 0.8185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5694 | 0.0 | 0.0 | 0.7140 | 0.0020 | 0.4107 | 0.3275 | 0.0 | nan | 0.0004 | 0.2782 | 0.0013 | 0.0 | 0.8508 | 0.7349 | 0.9147 | 0.0127 | 0.1222 | 0.2385 | 0.0 |
0.336 | 42.8 | 4280 | 0.6320 | 0.3201 | 0.3876 | 0.8495 | nan | 0.8367 | 0.9489 | 0.7216 | 0.8228 | 0.5267 | nan | 0.5822 | 0.7494 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7838 | 0.0 | 0.0 | 0.8973 | 0.0042 | 0.5131 | 0.3994 | 0.0 | nan | 0.0028 | 0.3646 | 0.0021 | 0.0 | 0.9311 | 0.8540 | 0.9636 | 0.0171 | 0.1847 | 0.3597 | 0.0 | nan | 0.7317 | 0.8647 | 0.5452 | 0.7289 | 0.3953 | nan | 0.4484 | 0.5215 | 0.0 | 0.8195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5700 | 0.0 | 0.0 | 0.7176 | 0.0039 | 0.4142 | 0.3288 | 0.0 | nan | 0.0028 | 0.2815 | 0.0021 | 0.0 | 0.8502 | 0.7314 | 0.9141 | 0.0167 | 0.1011 | 0.2538 | 0.0 |
0.2518 | 43.0 | 4300 | 0.6349 | 0.3200 | 0.3863 | 0.8492 | nan | 0.8412 | 0.9500 | 0.7213 | 0.8082 | 0.5289 | nan | 0.5771 | 0.7479 | 0.0 | 0.9323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7809 | 0.0 | 0.0 | 0.9070 | 0.0032 | 0.5134 | 0.3910 | 0.0 | nan | 0.0019 | 0.3518 | 0.0015 | 0.0 | 0.9280 | 0.8492 | 0.9607 | 0.0108 | 0.2268 | 0.3303 | 0.0 | nan | 0.7292 | 0.8636 | 0.5361 | 0.7291 | 0.3979 | nan | 0.4444 | 0.5262 | 0.0 | 0.8193 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5736 | 0.0 | 0.0 | 0.7149 | 0.0029 | 0.4206 | 0.3269 | 0.0 | nan | 0.0019 | 0.2756 | 0.0015 | 0.0 | 0.8514 | 0.7350 | 0.9150 | 0.0106 | 0.1213 | 0.2418 | 0.0 |
0.2272 | 43.2 | 4320 | 0.6367 | 0.3188 | 0.3831 | 0.8489 | nan | 0.8502 | 0.9487 | 0.6423 | 0.7829 | 0.5386 | nan | 0.5826 | 0.7373 | 0.0 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7651 | 0.0 | 0.0 | 0.9078 | 0.0035 | 0.5144 | 0.4006 | 0.0 | nan | 0.0028 | 0.3508 | 0.0021 | 0.0 | 0.9301 | 0.8504 | 0.9619 | 0.0107 | 0.2042 | 0.3366 | 0.0 | nan | 0.7203 | 0.8653 | 0.4825 | 0.7281 | 0.4053 | nan | 0.4492 | 0.5326 | 0.0 | 0.8179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5742 | 0.0 | 0.0 | 0.7163 | 0.0033 | 0.4272 | 0.3294 | 0.0 | nan | 0.0028 | 0.2761 | 0.0021 | 0.0 | 0.8503 | 0.7342 | 0.9148 | 0.0105 | 0.1123 | 0.2454 | 0.0 |
0.1883 | 43.4 | 4340 | 0.6378 | 0.3208 | 0.3875 | 0.8497 | nan | 0.8459 | 0.9479 | 0.7141 | 0.7933 | 0.5487 | nan | 0.5827 | 0.7497 | 0.0 | 0.9362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7725 | 0.0 | 0.0 | 0.9125 | 0.0021 | 0.5032 | 0.4048 | 0.0 | nan | 0.0018 | 0.3578 | 0.0011 | 0.0 | 0.9269 | 0.8451 | 0.9613 | 0.0166 | 0.2359 | 0.3413 | 0.0 | nan | 0.7278 | 0.8649 | 0.5236 | 0.7271 | 0.4058 | nan | 0.4518 | 0.5280 | 0.0 | 0.8177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5734 | 0.0 | 0.0 | 0.7166 | 0.0019 | 0.4255 | 0.3303 | 0.0 | nan | 0.0018 | 0.2785 | 0.0011 | 0.0 | 0.8520 | 0.7350 | 0.9150 | 0.0163 | 0.1263 | 0.2461 | 0.0 |
0.1756 | 43.6 | 4360 | 0.6306 | 0.3206 | 0.3880 | 0.8495 | nan | 0.8444 | 0.9476 | 0.7409 | 0.8049 | 0.5406 | nan | 0.5803 | 0.7575 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7704 | 0.0 | 0.0 | 0.9013 | 0.0047 | 0.5093 | 0.4051 | 0.0 | nan | 0.0033 | 0.3646 | 0.0014 | 0.0 | 0.9295 | 0.8568 | 0.9619 | 0.0065 | 0.2077 | 0.3424 | 0.0 | nan | 0.7304 | 0.8644 | 0.5390 | 0.7328 | 0.3986 | nan | 0.4503 | 0.5223 | 0.0 | 0.8213 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5789 | 0.0 | 0.0 | 0.7172 | 0.0043 | 0.4239 | 0.3284 | 0.0 | nan | 0.0033 | 0.2790 | 0.0014 | 0.0 | 0.8490 | 0.7327 | 0.9148 | 0.0064 | 0.1134 | 0.2470 | 0.0 |
0.2121 | 43.8 | 4380 | 0.6359 | 0.3198 | 0.3857 | 0.8495 | nan | 0.8497 | 0.9482 | 0.7030 | 0.8017 | 0.5078 | nan | 0.5894 | 0.7565 | 0.0 | 0.9384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7584 | 0.0 | 0.0 | 0.9008 | 0.0104 | 0.5106 | 0.3796 | 0.0 | nan | 0.0028 | 0.3580 | 0.0008 | 0.0 | 0.9340 | 0.8485 | 0.9599 | 0.0144 | 0.2006 | 0.3677 | 0.0 | nan | 0.7283 | 0.8650 | 0.5229 | 0.7386 | 0.3898 | nan | 0.4527 | 0.5228 | 0.0 | 0.8150 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5738 | 0.0 | 0.0 | 0.7191 | 0.0095 | 0.4217 | 0.3220 | 0.0 | nan | 0.0028 | 0.2778 | 0.0008 | 0.0 | 0.8490 | 0.7315 | 0.9155 | 0.0141 | 0.1066 | 0.2531 | 0.0 |
0.1781 | 44.0 | 4400 | 0.6458 | 0.3188 | 0.3842 | 0.8484 | nan | 0.8514 | 0.9513 | 0.6391 | 0.7857 | 0.5146 | nan | 0.5678 | 0.7472 | 0.0 | 0.9386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7657 | 0.0 | 0.0 | 0.9017 | 0.0151 | 0.5274 | 0.4051 | 0.0 | nan | 0.0064 | 0.3706 | 0.0012 | 0.0 | 0.9222 | 0.8536 | 0.9646 | 0.0127 | 0.2093 | 0.3427 | 0.0 | nan | 0.7230 | 0.8635 | 0.4856 | 0.7334 | 0.3918 | nan | 0.4462 | 0.5257 | 0.0 | 0.8162 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5747 | 0.0 | 0.0 | 0.7183 | 0.0131 | 0.4236 | 0.3298 | 0.0 | nan | 0.0063 | 0.2833 | 0.0012 | 0.0 | 0.8528 | 0.7308 | 0.9140 | 0.0125 | 0.1129 | 0.2430 | 0.0 |
0.1845 | 44.2 | 4420 | 0.6448 | 0.3185 | 0.3837 | 0.8486 | nan | 0.8477 | 0.9504 | 0.6449 | 0.7924 | 0.5154 | nan | 0.5953 | 0.7567 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7697 | 0.0 | 0.0 | 0.9122 | 0.0063 | 0.5157 | 0.4063 | 0.0 | nan | 0.0073 | 0.3477 | 0.0016 | 0.0 | 0.9258 | 0.8427 | 0.9629 | 0.0084 | 0.2287 | 0.3062 | 0.0 | nan | 0.7223 | 0.8643 | 0.4923 | 0.7363 | 0.3936 | nan | 0.4502 | 0.5238 | 0.0 | 0.8176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5722 | 0.0 | 0.0 | 0.7143 | 0.0053 | 0.4250 | 0.3285 | 0.0 | nan | 0.0073 | 0.2738 | 0.0016 | 0.0 | 0.8520 | 0.7326 | 0.9138 | 0.0083 | 0.1269 | 0.2292 | 0.0 |
0.239 | 44.4 | 4440 | 0.6427 | 0.3180 | 0.3839 | 0.8479 | nan | 0.8478 | 0.9503 | 0.6684 | 0.7860 | 0.5241 | nan | 0.5710 | 0.7567 | 0.0 | 0.9366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7638 | 0.0 | 0.0 | 0.8968 | 0.0206 | 0.5272 | 0.4068 | 0.0 | nan | 0.0074 | 0.3596 | 0.0011 | 0.0 | 0.9266 | 0.8561 | 0.9627 | 0.0047 | 0.1764 | 0.3328 | 0.0 | nan | 0.7210 | 0.8636 | 0.4996 | 0.7374 | 0.3930 | nan | 0.4461 | 0.5181 | 0.0 | 0.8176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5689 | 0.0 | 0.0 | 0.7170 | 0.0180 | 0.4238 | 0.3302 | 0.0 | nan | 0.0074 | 0.2792 | 0.0011 | 0.0 | 0.8477 | 0.7264 | 0.9141 | 0.0046 | 0.1012 | 0.2403 | 0.0 |
0.2062 | 44.6 | 4460 | 0.6362 | 0.3196 | 0.3866 | 0.8488 | nan | 0.8451 | 0.9475 | 0.7031 | 0.8038 | 0.5415 | nan | 0.5860 | 0.7562 | 0.0 | 0.9399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7537 | 0.0 | 0.0 | 0.8905 | 0.0206 | 0.5345 | 0.4092 | 0.0 | nan | 0.0076 | 0.3592 | 0.0012 | 0.0 | 0.9314 | 0.8468 | 0.9642 | 0.0057 | 0.1847 | 0.3401 | 0.0 | nan | 0.7264 | 0.8644 | 0.5108 | 0.7380 | 0.3988 | nan | 0.4515 | 0.5209 | 0.0 | 0.8161 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5764 | 0.0 | 0.0 | 0.7174 | 0.0181 | 0.4231 | 0.3296 | 0.0 | nan | 0.0075 | 0.2775 | 0.0012 | 0.0 | 0.8500 | 0.7305 | 0.9136 | 0.0056 | 0.1062 | 0.2441 | 0.0 |
0.2305 | 44.8 | 4480 | 0.6352 | 0.3192 | 0.3857 | 0.8482 | nan | 0.8492 | 0.9457 | 0.6806 | 0.7994 | 0.5358 | nan | 0.5897 | 0.7552 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7587 | 0.0 | 0.0 | 0.8993 | 0.0117 | 0.5201 | 0.4033 | 0.0 | nan | 0.0048 | 0.3595 | 0.0014 | 0.0 | 0.9282 | 0.8479 | 0.9655 | 0.0091 | 0.1983 | 0.3419 | 0.0 | nan | 0.7248 | 0.8632 | 0.4987 | 0.7270 | 0.3969 | nan | 0.4515 | 0.5249 | 0.0 | 0.8182 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5797 | 0.0 | 0.0 | 0.7169 | 0.0104 | 0.4248 | 0.3310 | 0.0 | nan | 0.0048 | 0.2770 | 0.0014 | 0.0 | 0.8497 | 0.7308 | 0.9132 | 0.0089 | 0.1143 | 0.2459 | 0.0 |
0.2238 | 45.0 | 4500 | 0.6380 | 0.3193 | 0.3849 | 0.8486 | nan | 0.8397 | 0.9488 | 0.6663 | 0.8055 | 0.5387 | nan | 0.5839 | 0.7500 | 0.0 | 0.9371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7596 | 0.0 | 0.0 | 0.9022 | 0.0085 | 0.5182 | 0.3934 | 0.0 | nan | 0.0050 | 0.3509 | 0.0012 | 0.0 | 0.9285 | 0.8534 | 0.9627 | 0.0108 | 0.2154 | 0.3384 | 0.0 | nan | 0.7259 | 0.8636 | 0.4998 | 0.7353 | 0.3957 | nan | 0.4452 | 0.5272 | 0.0 | 0.8183 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5790 | 0.0 | 0.0 | 0.7171 | 0.0075 | 0.4243 | 0.3284 | 0.0 | nan | 0.0050 | 0.2743 | 0.0012 | 0.0 | 0.8499 | 0.7297 | 0.9145 | 0.0106 | 0.1202 | 0.2444 | 0.0 |
0.305 | 45.2 | 4520 | 0.6375 | 0.3185 | 0.3832 | 0.8491 | nan | 0.8426 | 0.9470 | 0.6728 | 0.8126 | 0.5474 | nan | 0.5688 | 0.7549 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7536 | 0.0 | 0.0 | 0.9089 | 0.0038 | 0.5036 | 0.3807 | 0.0 | nan | 0.0027 | 0.3485 | 0.0018 | 0.0 | 0.9361 | 0.8362 | 0.9633 | 0.0064 | 0.2110 | 0.3230 | 0.0 | nan | 0.7269 | 0.8656 | 0.4992 | 0.7370 | 0.3986 | nan | 0.4453 | 0.5261 | 0.0 | 0.8165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5792 | 0.0 | 0.0 | 0.7148 | 0.0034 | 0.4217 | 0.3236 | 0.0 | nan | 0.0027 | 0.2722 | 0.0018 | 0.0 | 0.8491 | 0.7286 | 0.9139 | 0.0063 | 0.1202 | 0.2387 | 0.0 |
0.1982 | 45.4 | 4540 | 0.6392 | 0.3192 | 0.3847 | 0.8485 | nan | 0.8430 | 0.9511 | 0.6618 | 0.8010 | 0.5160 | nan | 0.5662 | 0.7429 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7732 | 0.0 | 0.0 | 0.8971 | 0.0112 | 0.5184 | 0.4157 | 0.0 | nan | 0.0049 | 0.3574 | 0.0011 | 0.0 | 0.9322 | 0.8505 | 0.9617 | 0.0108 | 0.2194 | 0.3397 | 0.0 | nan | 0.7242 | 0.8634 | 0.4989 | 0.7377 | 0.3893 | nan | 0.4419 | 0.5294 | 0.0 | 0.8204 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5754 | 0.0 | 0.0 | 0.7169 | 0.0098 | 0.4247 | 0.3302 | 0.0 | nan | 0.0049 | 0.2763 | 0.0011 | 0.0 | 0.8488 | 0.7299 | 0.9147 | 0.0106 | 0.1209 | 0.2445 | 0.0 |
0.1926 | 45.6 | 4560 | 0.6403 | 0.3204 | 0.3879 | 0.8484 | nan | 0.8383 | 0.9488 | 0.7210 | 0.8040 | 0.5245 | nan | 0.6101 | 0.7465 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7626 | 0.0 | 0.0 | 0.9021 | 0.0130 | 0.5236 | 0.4112 | 0.0 | nan | 0.0077 | 0.3676 | 0.0012 | 0.0 | 0.9196 | 0.8601 | 0.9634 | 0.0093 | 0.2025 | 0.3400 | 0.0 | nan | 0.7271 | 0.8643 | 0.5295 | 0.7393 | 0.3901 | nan | 0.4546 | 0.5274 | 0.0 | 0.8168 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5755 | 0.0 | 0.0 | 0.7160 | 0.0114 | 0.4261 | 0.3327 | 0.0 | nan | 0.0077 | 0.2831 | 0.0012 | 0.0 | 0.8468 | 0.7226 | 0.9146 | 0.0091 | 0.1137 | 0.2438 | 0.0 |
0.1397 | 45.8 | 4580 | 0.6377 | 0.3191 | 0.3848 | 0.8484 | nan | 0.8532 | 0.9473 | 0.6563 | 0.7845 | 0.5335 | nan | 0.5928 | 0.7560 | 0.0 | 0.9375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7502 | 0.0 | 0.0 | 0.9025 | 0.0109 | 0.5190 | 0.3983 | 0.0 | nan | 0.0069 | 0.3671 | 0.0020 | 0.0 | 0.9245 | 0.8549 | 0.9651 | 0.0077 | 0.2003 | 0.3423 | 0.0 | nan | 0.7197 | 0.8653 | 0.4856 | 0.7364 | 0.3963 | nan | 0.4549 | 0.5247 | 0.0 | 0.8166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5788 | 0.0 | 0.0 | 0.7166 | 0.0096 | 0.4260 | 0.3318 | 0.0 | nan | 0.0068 | 0.2832 | 0.0020 | 0.0 | 0.8495 | 0.7293 | 0.9137 | 0.0076 | 0.1118 | 0.2453 | 0.0 |
0.2721 | 46.0 | 4600 | 0.6428 | 0.3188 | 0.3850 | 0.8482 | nan | 0.8511 | 0.9453 | 0.6398 | 0.7791 | 0.5637 | nan | 0.5881 | 0.7554 | 0.0 | 0.9386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7705 | 0.0 | 0.0 | 0.9035 | 0.0078 | 0.5173 | 0.4023 | 0.0 | nan | 0.0062 | 0.3550 | 0.0015 | 0.0 | 0.9300 | 0.8426 | 0.9617 | 0.0061 | 0.2155 | 0.3402 | 0.0 | nan | 0.7186 | 0.8664 | 0.4767 | 0.7316 | 0.4029 | nan | 0.4544 | 0.5232 | 0.0 | 0.8170 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5797 | 0.0 | 0.0 | 0.7164 | 0.0068 | 0.4246 | 0.3325 | 0.0 | nan | 0.0062 | 0.2780 | 0.0015 | 0.0 | 0.8492 | 0.7298 | 0.9149 | 0.0060 | 0.1176 | 0.2461 | 0.0 |
0.2191 | 46.2 | 4620 | 0.6430 | 0.3191 | 0.3834 | 0.8480 | nan | 0.8447 | 0.9522 | 0.6280 | 0.7893 | 0.5173 | nan | 0.5687 | 0.7479 | 0.0 | 0.9312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7755 | 0.0 | 0.0 | 0.9024 | 0.0103 | 0.5104 | 0.3965 | 0.0 | nan | 0.0062 | 0.3691 | 0.0012 | 0.0 | 0.9265 | 0.8503 | 0.9630 | 0.0126 | 0.2135 | 0.3536 | 0.0 | nan | 0.7210 | 0.8619 | 0.4815 | 0.7368 | 0.3898 | nan | 0.4463 | 0.5306 | 0.0 | 0.8217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5813 | 0.0 | 0.0 | 0.7171 | 0.0090 | 0.4246 | 0.3314 | 0.0 | nan | 0.0062 | 0.2842 | 0.0012 | 0.0 | 0.8491 | 0.7266 | 0.9148 | 0.0124 | 0.1149 | 0.2486 | 0.0 |
0.2445 | 46.4 | 4640 | 0.6358 | 0.3197 | 0.3833 | 0.8486 | nan | 0.8422 | 0.9497 | 0.6327 | 0.8056 | 0.5283 | nan | 0.5737 | 0.7371 | 0.0 | 0.9362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7590 | 0.0 | 0.0 | 0.9073 | 0.0065 | 0.5078 | 0.4047 | 0.0 | nan | 0.0041 | 0.3650 | 0.0014 | 0.0 | 0.9295 | 0.8454 | 0.9604 | 0.0093 | 0.2196 | 0.3391 | 0.0 | nan | 0.7229 | 0.8631 | 0.4900 | 0.7405 | 0.3927 | nan | 0.4486 | 0.5369 | 0.0 | 0.8190 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5817 | 0.0 | 0.0 | 0.7160 | 0.0057 | 0.4252 | 0.3319 | 0.0 | nan | 0.0041 | 0.2821 | 0.0014 | 0.0 | 0.8491 | 0.7284 | 0.9156 | 0.0092 | 0.1204 | 0.2451 | 0.0 |
0.1568 | 46.6 | 4660 | 0.6423 | 0.3206 | 0.3856 | 0.8489 | nan | 0.8389 | 0.9501 | 0.6546 | 0.8120 | 0.5318 | nan | 0.5800 | 0.7368 | 0.0 | 0.9417 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7627 | 0.0 | 0.0 | 0.9079 | 0.0071 | 0.5082 | 0.4120 | 0.0 | nan | 0.0032 | 0.3653 | 0.0016 | 0.0 | 0.9256 | 0.8421 | 0.9611 | 0.0108 | 0.2513 | 0.3342 | 0.0 | nan | 0.7248 | 0.8627 | 0.5062 | 0.7418 | 0.3943 | nan | 0.4505 | 0.5358 | 0.0 | 0.8138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5761 | 0.0 | 0.0 | 0.7165 | 0.0062 | 0.4264 | 0.3333 | 0.0 | nan | 0.0032 | 0.2828 | 0.0016 | 0.0 | 0.8511 | 0.7302 | 0.9153 | 0.0106 | 0.1328 | 0.2432 | 0.0 |
0.2287 | 46.8 | 4680 | 0.6416 | 0.3212 | 0.3876 | 0.8492 | nan | 0.8421 | 0.9482 | 0.6830 | 0.8110 | 0.5365 | nan | 0.5960 | 0.7410 | 0.0 | 0.9405 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7710 | 0.0 | 0.0 | 0.9060 | 0.0080 | 0.5194 | 0.4021 | 0.0 | nan | 0.0052 | 0.3638 | 0.0028 | 0.0 | 0.9237 | 0.8501 | 0.9622 | 0.0092 | 0.2450 | 0.3349 | 0.0 | nan | 0.7253 | 0.8639 | 0.5211 | 0.7433 | 0.3970 | nan | 0.4559 | 0.5313 | 0.0 | 0.8150 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5730 | 0.0 | 0.0 | 0.7164 | 0.0070 | 0.4269 | 0.3319 | 0.0 | nan | 0.0052 | 0.2831 | 0.0028 | 0.0 | 0.8518 | 0.7295 | 0.9148 | 0.0090 | 0.1299 | 0.2430 | 0.0 |
0.2227 | 47.0 | 4700 | 0.6424 | 0.3220 | 0.3892 | 0.8495 | nan | 0.8402 | 0.9487 | 0.6999 | 0.8152 | 0.5446 | nan | 0.5886 | 0.7438 | 0.0 | 0.9418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7658 | 0.0 | 0.0 | 0.9052 | 0.0121 | 0.5182 | 0.4095 | 0.0 | nan | 0.0054 | 0.3647 | 0.0032 | 0.0 | 0.9215 | 0.8456 | 0.9627 | 0.0092 | 0.2577 | 0.3503 | 0.0 | nan | 0.7286 | 0.8644 | 0.5291 | 0.7402 | 0.3993 | nan | 0.4533 | 0.5304 | 0.0 | 0.8140 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5741 | 0.0 | 0.0 | 0.7172 | 0.0105 | 0.4277 | 0.3342 | 0.0 | nan | 0.0053 | 0.2851 | 0.0032 | 0.0 | 0.8520 | 0.7308 | 0.9145 | 0.0091 | 0.1324 | 0.2491 | 0.0 |
0.1834 | 47.2 | 4720 | 0.6363 | 0.3219 | 0.3898 | 0.8496 | nan | 0.8473 | 0.9457 | 0.7192 | 0.8109 | 0.5480 | nan | 0.5907 | 0.7462 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7702 | 0.0 | 0.0 | 0.8988 | 0.0146 | 0.5193 | 0.4076 | 0.0 | nan | 0.0061 | 0.3653 | 0.0030 | 0.0 | 0.9286 | 0.8408 | 0.9645 | 0.0106 | 0.2417 | 0.3545 | 0.0 | nan | 0.7281 | 0.8660 | 0.5287 | 0.7369 | 0.4012 | nan | 0.4550 | 0.5296 | 0.0 | 0.8148 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5757 | 0.0 | 0.0 | 0.7179 | 0.0128 | 0.4265 | 0.3324 | 0.0 | nan | 0.0061 | 0.2837 | 0.0030 | 0.0 | 0.8512 | 0.7306 | 0.9140 | 0.0103 | 0.1260 | 0.2508 | 0.0 |
0.1747 | 47.4 | 4740 | 0.6369 | 0.3207 | 0.3874 | 0.8495 | nan | 0.8423 | 0.9477 | 0.7320 | 0.8100 | 0.5351 | nan | 0.5841 | 0.7413 | 0.0 | 0.9380 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7699 | 0.0 | 0.0 | 0.9047 | 0.0057 | 0.5092 | 0.4088 | 0.0 | nan | 0.0043 | 0.3465 | 0.0036 | 0.0 | 0.9320 | 0.8458 | 0.9618 | 0.0088 | 0.2331 | 0.3313 | 0.0 | nan | 0.7291 | 0.8650 | 0.5327 | 0.7333 | 0.3984 | nan | 0.4504 | 0.5318 | 0.0 | 0.8166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5738 | 0.0 | 0.0 | 0.7162 | 0.0050 | 0.4252 | 0.3300 | 0.0 | nan | 0.0043 | 0.2738 | 0.0036 | 0.0 | 0.8493 | 0.7300 | 0.9147 | 0.0087 | 0.1280 | 0.2431 | 0.0 |
0.4307 | 47.6 | 4760 | 0.6403 | 0.3201 | 0.3846 | 0.8492 | nan | 0.8444 | 0.9493 | 0.7174 | 0.7880 | 0.5422 | nan | 0.5842 | 0.7338 | 0.0 | 0.9372 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7556 | 0.0 | 0.0 | 0.9042 | 0.0057 | 0.5024 | 0.3995 | 0.0 | nan | 0.0036 | 0.3368 | 0.0026 | 0.0 | 0.9342 | 0.8496 | 0.9610 | 0.0084 | 0.2189 | 0.3298 | 0.0 | nan | 0.7251 | 0.8649 | 0.5254 | 0.7358 | 0.3993 | nan | 0.4496 | 0.5352 | 0.0 | 0.8183 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5760 | 0.0 | 0.0 | 0.7163 | 0.0050 | 0.4227 | 0.3288 | 0.0 | nan | 0.0036 | 0.2692 | 0.0026 | 0.0 | 0.8481 | 0.7284 | 0.9150 | 0.0083 | 0.1216 | 0.2428 | 0.0 |
0.2277 | 47.8 | 4780 | 0.6397 | 0.3208 | 0.3874 | 0.8492 | nan | 0.8468 | 0.9473 | 0.7015 | 0.8020 | 0.5426 | nan | 0.5769 | 0.7409 | 0.0 | 0.9374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7692 | 0.0 | 0.0 | 0.9051 | 0.0097 | 0.5048 | 0.4112 | 0.0 | nan | 0.0060 | 0.3559 | 0.0038 | 0.0 | 0.9284 | 0.8503 | 0.9625 | 0.0108 | 0.2434 | 0.3395 | 0.0 | nan | 0.7255 | 0.8658 | 0.5153 | 0.7352 | 0.4006 | nan | 0.4492 | 0.5329 | 0.0 | 0.8177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5751 | 0.0 | 0.0 | 0.7164 | 0.0083 | 0.4247 | 0.3315 | 0.0 | nan | 0.0060 | 0.2785 | 0.0038 | 0.0 | 0.8497 | 0.7293 | 0.9149 | 0.0106 | 0.1300 | 0.2453 | 0.0 |
0.2911 | 48.0 | 4800 | 0.6405 | 0.3206 | 0.3866 | 0.8494 | nan | 0.8421 | 0.9487 | 0.7073 | 0.8035 | 0.5448 | nan | 0.5707 | 0.7366 | 0.0 | 0.9393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7645 | 0.0 | 0.0 | 0.9043 | 0.0087 | 0.5054 | 0.4079 | 0.0 | nan | 0.0044 | 0.3474 | 0.0026 | 0.0 | 0.9287 | 0.8564 | 0.9614 | 0.0092 | 0.2341 | 0.3443 | 0.0 | nan | 0.7275 | 0.8659 | 0.5218 | 0.7347 | 0.4005 | nan | 0.4468 | 0.5359 | 0.0 | 0.8150 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5746 | 0.0 | 0.0 | 0.7167 | 0.0075 | 0.4244 | 0.3314 | 0.0 | nan | 0.0044 | 0.2752 | 0.0026 | 0.0 | 0.8487 | 0.7275 | 0.9154 | 0.0091 | 0.1266 | 0.2471 | 0.0 |
0.2162 | 48.2 | 4820 | 0.6382 | 0.3211 | 0.3876 | 0.8494 | nan | 0.8415 | 0.9500 | 0.7138 | 0.8030 | 0.5409 | nan | 0.5622 | 0.7417 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7681 | 0.0 | 0.0 | 0.9016 | 0.0100 | 0.5098 | 0.4056 | 0.0 | nan | 0.0041 | 0.3559 | 0.0019 | 0.0 | 0.9270 | 0.8606 | 0.9617 | 0.0104 | 0.2384 | 0.3576 | 0.0 | nan | 0.7280 | 0.8656 | 0.5275 | 0.7351 | 0.4000 | nan | 0.4446 | 0.5346 | 0.0 | 0.8180 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5767 | 0.0 | 0.0 | 0.7174 | 0.0088 | 0.4253 | 0.3309 | 0.0 | nan | 0.0041 | 0.2790 | 0.0019 | 0.0 | 0.8483 | 0.7257 | 0.9152 | 0.0103 | 0.1264 | 0.2519 | 0.0 |
0.6038 | 48.4 | 4840 | 0.6408 | 0.3208 | 0.3873 | 0.8494 | nan | 0.8388 | 0.9504 | 0.7154 | 0.8062 | 0.5360 | nan | 0.5744 | 0.7418 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7649 | 0.0 | 0.0 | 0.9034 | 0.0072 | 0.5032 | 0.4072 | 0.0 | nan | 0.0040 | 0.3557 | 0.0038 | 0.0 | 0.9286 | 0.8596 | 0.9627 | 0.0114 | 0.2549 | 0.3279 | 0.0 | nan | 0.7278 | 0.8653 | 0.5274 | 0.7344 | 0.3989 | nan | 0.4461 | 0.5323 | 0.0 | 0.8166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5761 | 0.0 | 0.0 | 0.7169 | 0.0063 | 0.4234 | 0.3307 | 0.0 | nan | 0.0039 | 0.2774 | 0.0038 | 0.0 | 0.8483 | 0.7263 | 0.9149 | 0.0112 | 0.1370 | 0.2413 | 0.0 |
0.229 | 48.6 | 4860 | 0.6397 | 0.3212 | 0.3883 | 0.8493 | nan | 0.8503 | 0.9479 | 0.6943 | 0.7957 | 0.5442 | nan | 0.5817 | 0.7488 | 0.0 | 0.9355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7610 | 0.0 | 0.0 | 0.9041 | 0.0097 | 0.5181 | 0.4128 | 0.0 | nan | 0.0062 | 0.3599 | 0.0041 | 0.0 | 0.9223 | 0.8578 | 0.9648 | 0.0102 | 0.2584 | 0.3384 | 0.0 | nan | 0.7240 | 0.8663 | 0.5114 | 0.7338 | 0.4011 | nan | 0.4517 | 0.5294 | 0.0 | 0.8195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5797 | 0.0 | 0.0 | 0.7169 | 0.0083 | 0.4258 | 0.3330 | 0.0 | nan | 0.0062 | 0.2806 | 0.0041 | 0.0 | 0.8522 | 0.7304 | 0.9142 | 0.0100 | 0.1365 | 0.2444 | 0.0 |
0.2448 | 48.8 | 4880 | 0.6375 | 0.3211 | 0.3874 | 0.8497 | nan | 0.8493 | 0.9482 | 0.6989 | 0.8005 | 0.5324 | nan | 0.5757 | 0.7436 | 0.0 | 0.9371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7709 | 0.0 | 0.0 | 0.9076 | 0.0076 | 0.4998 | 0.4044 | 0.0 | nan | 0.0049 | 0.3627 | 0.0036 | 0.0 | 0.9284 | 0.8523 | 0.9634 | 0.0129 | 0.2585 | 0.3355 | 0.0 | nan | 0.7259 | 0.8662 | 0.5155 | 0.7340 | 0.3992 | nan | 0.4501 | 0.5332 | 0.0 | 0.8177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5763 | 0.0 | 0.0 | 0.7165 | 0.0066 | 0.4233 | 0.3312 | 0.0 | nan | 0.0049 | 0.2808 | 0.0036 | 0.0 | 0.8506 | 0.7310 | 0.9146 | 0.0126 | 0.1361 | 0.2440 | 0.0 |
0.1762 | 49.0 | 4900 | 0.6454 | 0.3216 | 0.3887 | 0.8495 | nan | 0.8442 | 0.9486 | 0.7100 | 0.7957 | 0.5425 | nan | 0.5870 | 0.7420 | 0.0 | 0.9386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7725 | 0.0 | 0.0 | 0.9069 | 0.0103 | 0.5156 | 0.4068 | 0.0 | nan | 0.0061 | 0.3601 | 0.0017 | 0.0 | 0.9250 | 0.8534 | 0.9577 | 0.0130 | 0.2559 | 0.3444 | 0.0 | nan | 0.7263 | 0.8660 | 0.5189 | 0.7351 | 0.4009 | nan | 0.4529 | 0.5343 | 0.0 | 0.8165 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5764 | 0.0 | 0.0 | 0.7165 | 0.0088 | 0.4257 | 0.3325 | 0.0 | nan | 0.0061 | 0.2813 | 0.0017 | 0.0 | 0.8517 | 0.7306 | 0.9158 | 0.0127 | 0.1343 | 0.2475 | 0.0 |
0.2543 | 49.2 | 4920 | 0.6408 | 0.3211 | 0.3871 | 0.8495 | nan | 0.8461 | 0.9490 | 0.6968 | 0.7981 | 0.5318 | nan | 0.5777 | 0.7375 | 0.0 | 0.9364 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7726 | 0.0 | 0.0 | 0.9100 | 0.0070 | 0.5098 | 0.4071 | 0.0 | nan | 0.0042 | 0.3608 | 0.0026 | 0.0 | 0.9260 | 0.8529 | 0.9614 | 0.0148 | 0.2475 | 0.3356 | 0.0 | nan | 0.7259 | 0.8659 | 0.5142 | 0.7349 | 0.3985 | nan | 0.4505 | 0.5366 | 0.0 | 0.8172 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5769 | 0.0 | 0.0 | 0.7157 | 0.0061 | 0.4255 | 0.3318 | 0.0 | nan | 0.0042 | 0.2808 | 0.0026 | 0.0 | 0.8512 | 0.7300 | 0.9153 | 0.0144 | 0.1317 | 0.2442 | 0.0 |
0.2144 | 49.4 | 4940 | 0.6356 | 0.3207 | 0.3863 | 0.8494 | nan | 0.8491 | 0.9476 | 0.6781 | 0.7977 | 0.5408 | nan | 0.5848 | 0.7381 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7629 | 0.0 | 0.0 | 0.9049 | 0.0087 | 0.5093 | 0.4128 | 0.0 | nan | 0.0048 | 0.3566 | 0.0027 | 0.0 | 0.9285 | 0.8539 | 0.9630 | 0.0113 | 0.2288 | 0.3416 | 0.0 | nan | 0.7246 | 0.8663 | 0.5053 | 0.7344 | 0.4002 | nan | 0.4526 | 0.5360 | 0.0 | 0.8189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5786 | 0.0 | 0.0 | 0.7168 | 0.0075 | 0.4253 | 0.3333 | 0.0 | nan | 0.0048 | 0.2787 | 0.0027 | 0.0 | 0.8505 | 0.7298 | 0.9150 | 0.0111 | 0.1243 | 0.2463 | 0.0 |
0.2022 | 49.6 | 4960 | 0.6429 | 0.3213 | 0.3880 | 0.8495 | nan | 0.8463 | 0.9499 | 0.7025 | 0.7986 | 0.5306 | nan | 0.5813 | 0.7453 | 0.0 | 0.9338 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7672 | 0.0 | 0.0 | 0.9043 | 0.0106 | 0.5087 | 0.4128 | 0.0 | nan | 0.0059 | 0.3646 | 0.0029 | 0.0 | 0.9240 | 0.8588 | 0.9638 | 0.0127 | 0.2470 | 0.3442 | 0.0 | nan | 0.7260 | 0.8652 | 0.5166 | 0.7350 | 0.3979 | nan | 0.4504 | 0.5313 | 0.0 | 0.8203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5774 | 0.0 | 0.0 | 0.7172 | 0.0092 | 0.4259 | 0.3340 | 0.0 | nan | 0.0058 | 0.2823 | 0.0029 | 0.0 | 0.8512 | 0.7283 | 0.9145 | 0.0125 | 0.1303 | 0.2467 | 0.0 |
0.2088 | 49.8 | 4980 | 0.6415 | 0.3210 | 0.3874 | 0.8492 | nan | 0.8498 | 0.9502 | 0.6913 | 0.7890 | 0.5218 | nan | 0.5817 | 0.7492 | 0.0 | 0.9336 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.9026 | 0.0117 | 0.5024 | 0.4176 | 0.0 | nan | 0.0059 | 0.3590 | 0.0050 | 0.0 | 0.9287 | 0.8520 | 0.9651 | 0.0147 | 0.2597 | 0.3370 | 0.0 | nan | 0.7238 | 0.8649 | 0.5113 | 0.7339 | 0.3960 | nan | 0.4499 | 0.5293 | 0.0 | 0.8206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5777 | 0.0 | 0.0 | 0.7174 | 0.0100 | 0.4247 | 0.3336 | 0.0 | nan | 0.0059 | 0.2792 | 0.0050 | 0.0 | 0.8501 | 0.7302 | 0.9141 | 0.0143 | 0.1363 | 0.2443 | 0.0 |
0.2577 | 50.0 | 5000 | 0.6403 | 0.3210 | 0.3874 | 0.8493 | nan | 0.8443 | 0.9507 | 0.6730 | 0.7954 | 0.5373 | nan | 0.5756 | 0.7428 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7730 | 0.0 | 0.0 | 0.8978 | 0.0147 | 0.5139 | 0.4087 | 0.0 | nan | 0.0052 | 0.3614 | 0.0023 | 0.0 | 0.9300 | 0.8478 | 0.9626 | 0.0113 | 0.2611 | 0.3470 | 0.0 | nan | 0.7257 | 0.8649 | 0.5071 | 0.7349 | 0.3991 | nan | 0.4485 | 0.5331 | 0.0 | 0.8156 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5762 | 0.0 | 0.0 | 0.7181 | 0.0126 | 0.4252 | 0.3330 | 0.0 | nan | 0.0052 | 0.2809 | 0.0023 | 0.0 | 0.8503 | 0.7313 | 0.9150 | 0.0111 | 0.1348 | 0.2484 | 0.0 |
Framework versions
- Transformers 4.38.1
- Pytorch 2.2.1+cu118
- Datasets 2.17.1
- Tokenizers 0.15.2
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Model tree for ichigoDifuku/segformer-b0-finetuned-segments-sidewalk-oct-22
Base model
nvidia/mit-b0