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---
license: other
base_model: nvidia/mit-b0
tags:
- image-segmentation
- vision
- generated_from_trainer
model-index:
- name: segformer-finetuned-sidewalk-10k-steps
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-finetuned-sidewalk-10k-steps
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6095
- Mean Iou: 0.2881
- Mean Accuracy: 0.3546
- Overall Accuracy: 0.8313
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.7705
- Accuracy Flat-sidewalk: 0.9498
- Accuracy Flat-crosswalk: 0.1340
- Accuracy Flat-cyclinglane: 0.8681
- Accuracy Flat-parkingdriveway: 0.2555
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.5391
- Accuracy Human-person: 0.7858
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9234
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.8710
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8511
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5804
- Accuracy Construction-fenceguardrail: 0.4355
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3931
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9126
- Accuracy Nature-terrain: 0.8313
- Accuracy Sky: 0.9633
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0209
- Accuracy Void-static: 0.2608
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.6844
- Iou Flat-sidewalk: 0.8516
- Iou Flat-crosswalk: 0.0905
- Iou Flat-cyclinglane: 0.6851
- Iou Flat-parkingdriveway: 0.2043
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.3766
- Iou Human-person: 0.5327
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.7630
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.6814
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6784
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3576
- Iou Construction-fenceguardrail: 0.3553
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2718
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8160
- Iou Nature-terrain: 0.7180
- Iou Sky: 0.9227
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0191
- Iou Void-static: 0.2111
- 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: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: polynomial
- training_steps: 10000
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
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| 2.6286 | 1.0 | 107 | 1.8181 | 0.1171 | 0.1634 | 0.6717 | nan | 0.6306 | 0.9255 | 0.0 | 0.0094 | 0.0001 | nan | 0.0012 | 0.0 | 0.0 | 0.8679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7730 | 0.0 | 0.0057 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9381 | 0.3122 | 0.7647 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.4481 | 0.6987 | 0.0 | 0.0094 | 0.0001 | nan | 0.0012 | 0.0 | 0.0 | 0.4529 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4526 | 0.0 | 0.0056 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6348 | 0.2923 | 0.7502 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 1.8336 | 2.0 | 214 | 1.4625 | 0.1293 | 0.1823 | 0.6870 | nan | 0.7452 | 0.9141 | 0.0008 | 0.1033 | 0.0 | nan | 0.0020 | 0.0 | 0.0 | 0.8612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8218 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7270 | 0.8431 | 0.8122 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4802 | 0.7308 | 0.0008 | 0.1016 | 0.0 | nan | 0.0020 | 0.0 | 0.0 | 0.5072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4932 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6013 | 0.4276 | 0.7903 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.526 | 3.0 | 321 | 1.2558 | 0.1429 | 0.1939 | 0.7077 | nan | 0.6255 | 0.9446 | 0.0136 | 0.4912 | 0.0013 | nan | 0.0009 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8599 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7262 | 0.7610 | 0.8796 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5088 | 0.7241 | 0.0136 | 0.4121 | 0.0013 | nan | 0.0009 | 0.0 | 0.0 | 0.5108 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5052 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6114 | 0.4509 | 0.8337 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3177 | 4.0 | 428 | 1.1051 | 0.1528 | 0.1993 | 0.7276 | nan | 0.6192 | 0.9398 | 0.0 | 0.6093 | 0.0072 | nan | 0.0149 | 0.0 | 0.0 | 0.8931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8390 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8639 | 0.6996 | 0.8917 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5043 | 0.7197 | 0.0 | 0.5088 | 0.0070 | nan | 0.0143 | 0.0 | 0.0 | 0.5535 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5263 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6828 | 0.5304 | 0.8431 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.192 | 5.0 | 535 | 1.0533 | 0.1591 | 0.2060 | 0.7356 | nan | 0.6333 | 0.9471 | 0.0071 | 0.6331 | 0.0518 | nan | 0.0512 | 0.0 | 0.0 | 0.8437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8791 | 0.0 | 0.0021 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8150 | 0.7926 | 0.9342 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5301 | 0.7436 | 0.0070 | 0.5448 | 0.0450 | nan | 0.0453 | 0.0 | 0.0 | 0.6187 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5282 | 0.0 | 0.0021 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6618 | 0.5167 | 0.8494 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 1.1066 | 6.0 | 642 | 0.9737 | 0.1645 | 0.2153 | 0.7459 | nan | 0.7737 | 0.8898 | 0.0194 | 0.7187 | 0.0968 | nan | 0.0597 | 0.0 | 0.0 | 0.9025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8828 | 0.0 | 0.0082 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8544 | 0.7723 | 0.9125 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.5693 | 0.7770 | 0.0192 | 0.5704 | 0.0733 | nan | 0.0518 | 0.0 | 0.0 | 0.5623 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5249 | 0.0 | 0.0082 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6853 | 0.5789 | 0.8442 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 1.0345 | 7.0 | 749 | 0.9358 | 0.1641 | 0.2080 | 0.7484 | nan | 0.6676 | 0.9600 | 0.0015 | 0.5846 | 0.0333 | nan | 0.1226 | 0.0 | 0.0 | 0.8343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8947 | 0.0 | 0.0195 | 0.0 | 0.0 | nan | 0.0 | 0.0074 | 0.0 | 0.0 | 0.8678 | 0.7738 | 0.8896 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5882 | 0.7553 | 0.0014 | 0.5142 | 0.0322 | nan | 0.1033 | 0.0 | 0.0 | 0.6033 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5328 | 0.0 | 0.0189 | 0.0 | 0.0 | nan | 0.0 | 0.0074 | 0.0 | 0.0 | 0.6840 | 0.5633 | 0.8454 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9398 | 8.0 | 856 | 0.9636 | 0.1635 | 0.2096 | 0.7294 | nan | 0.5132 | 0.9711 | 0.0792 | 0.5573 | 0.0947 | nan | 0.1237 | 0.0 | 0.0 | 0.8577 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9130 | 0.0 | 0.0729 | 0.0 | 0.0 | nan | 0.0 | 0.0297 | 0.0 | 0.0 | 0.7992 | 0.7867 | 0.9099 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.4766 | 0.7221 | 0.0628 | 0.4650 | 0.0834 | nan | 0.0990 | 0.0 | 0.0 | 0.6044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5367 | 0.0 | 0.0649 | 0.0 | 0.0 | nan | 0.0 | 0.0291 | 0.0 | 0.0 | 0.6904 | 0.5492 | 0.8475 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.877 | 9.0 | 963 | 0.9514 | 0.1651 | 0.2131 | 0.7267 | nan | 0.4504 | 0.9665 | 0.0883 | 0.6428 | 0.0535 | nan | 0.1474 | 0.0 | 0.0 | 0.9087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.1287 | 0.0 | 0.0 | nan | 0.0 | 0.0728 | 0.0 | 0.0 | 0.8297 | 0.7927 | 0.8753 | 0.0 | 0.0 | 0.0025 | 0.0 | nan | 0.4186 | 0.7179 | 0.0694 | 0.5261 | 0.0506 | nan | 0.1086 | 0.0 | 0.0 | 0.5726 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5563 | 0.0 | 0.1121 | 0.0 | 0.0 | nan | 0.0 | 0.0677 | 0.0 | 0.0 | 0.6842 | 0.5551 | 0.8429 | 0.0 | 0.0 | 0.0024 | 0.0 |
| 0.8582 | 10.0 | 1070 | 0.8750 | 0.1839 | 0.2417 | 0.7451 | nan | 0.6248 | 0.9409 | 0.2622 | 0.6829 | 0.1184 | nan | 0.3192 | 0.0660 | 0.0 | 0.9059 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8449 | 0.0 | 0.3226 | 0.0 | 0.0 | nan | 0.0 | 0.1033 | 0.0 | 0.0 | 0.7591 | 0.8623 | 0.9142 | 0.0 | 0.0 | 0.0066 | 0.0 | nan | 0.5565 | 0.7807 | 0.1615 | 0.5223 | 0.0978 | nan | 0.1989 | 0.0649 | 0.0 | 0.6020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5934 | 0.0 | 0.2091 | 0.0 | 0.0 | nan | 0.0 | 0.0914 | 0.0 | 0.0 | 0.6305 | 0.5065 | 0.8613 | 0.0 | 0.0 | 0.0065 | 0.0 |
| 0.8174 | 11.0 | 1177 | 0.8511 | 0.1925 | 0.2406 | 0.7630 | nan | 0.6198 | 0.9537 | 0.1152 | 0.7450 | 0.0962 | nan | 0.2211 | 0.1179 | 0.0 | 0.8453 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8332 | 0.0 | 0.3622 | 0.0 | 0.0 | nan | 0.0 | 0.1466 | 0.0 | 0.0 | 0.8842 | 0.8011 | 0.9317 | 0.0 | 0.0 | 0.0253 | 0.0 | nan | 0.5534 | 0.7652 | 0.0810 | 0.5479 | 0.0897 | nan | 0.1529 | 0.1052 | 0.0 | 0.6908 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5975 | 0.0 | 0.2391 | 0.0 | 0.0 | nan | 0.0 | 0.1060 | 0.0 | 0.0 | 0.7168 | 0.6235 | 0.8676 | 0.0 | 0.0 | 0.0241 | 0.0 |
| 0.8053 | 12.0 | 1284 | 0.8258 | 0.1958 | 0.2465 | 0.7656 | nan | 0.5861 | 0.9566 | 0.1011 | 0.7279 | 0.1687 | nan | 0.2568 | 0.1789 | 0.0 | 0.8924 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.3750 | 0.0001 | 0.0 | nan | 0.0 | 0.2163 | 0.0 | 0.0 | 0.8893 | 0.7173 | 0.9173 | 0.0 | 0.0 | 0.0083 | 0.0 | nan | 0.5385 | 0.7828 | 0.0763 | 0.5563 | 0.1347 | nan | 0.1770 | 0.1510 | 0.0 | 0.6499 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5855 | 0.0 | 0.2200 | 0.0001 | 0.0 | nan | 0.0 | 0.1464 | 0.0 | 0.0 | 0.7486 | 0.6286 | 0.8615 | 0.0 | 0.0 | 0.0081 | 0.0 |
| 0.7937 | 13.0 | 1391 | 0.8232 | 0.2005 | 0.2562 | 0.7638 | nan | 0.5553 | 0.9526 | 0.1341 | 0.7287 | 0.1679 | nan | 0.3497 | 0.4409 | 0.0 | 0.8663 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8407 | 0.0 | 0.2968 | 0.0011 | 0.0 | nan | 0.0 | 0.1930 | 0.0 | 0.0 | 0.9081 | 0.7888 | 0.9409 | 0.0 | 0.0 | 0.0349 | 0.0 | nan | 0.5081 | 0.7915 | 0.0925 | 0.5494 | 0.1468 | nan | 0.1990 | 0.2966 | 0.0 | 0.6470 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5892 | 0.0 | 0.2040 | 0.0010 | 0.0 | nan | 0.0 | 0.1191 | 0.0 | 0.0 | 0.7203 | 0.6447 | 0.8744 | 0.0 | 0.0 | 0.0336 | 0.0 |
| 0.7716 | 14.0 | 1498 | 0.7484 | 0.2081 | 0.2618 | 0.7843 | nan | 0.7722 | 0.9215 | 0.1264 | 0.7666 | 0.1844 | nan | 0.3523 | 0.3594 | 0.0 | 0.9196 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8831 | 0.0 | 0.2244 | 0.0188 | 0.0 | nan | 0.0 | 0.2140 | 0.0 | 0.0 | 0.9013 | 0.7828 | 0.9271 | 0.0 | 0.0 | 0.0247 | 0.0 | nan | 0.6323 | 0.8154 | 0.0948 | 0.6211 | 0.1478 | nan | 0.2139 | 0.2617 | 0.0 | 0.6203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6000 | 0.0 | 0.1854 | 0.0184 | 0.0 | nan | 0.0 | 0.1356 | 0.0 | 0.0 | 0.7443 | 0.6675 | 0.8759 | 0.0 | 0.0 | 0.0237 | 0.0 |
| 0.697 | 15.0 | 1605 | 0.7640 | 0.2154 | 0.2750 | 0.7820 | nan | 0.6800 | 0.9378 | 0.1242 | 0.7702 | 0.2647 | nan | 0.3212 | 0.5078 | 0.0 | 0.9206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8370 | 0.0 | 0.4683 | 0.0281 | 0.0 | nan | 0.0 | 0.2391 | 0.0 | 0.0 | 0.8975 | 0.7546 | 0.9374 | 0.0 | 0.0 | 0.1111 | 0.0 | nan | 0.5954 | 0.8154 | 0.0834 | 0.5941 | 0.1778 | nan | 0.2096 | 0.3168 | 0.0 | 0.6310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6256 | 0.0 | 0.2543 | 0.0276 | 0.0 | nan | 0.0 | 0.1788 | 0.0 | 0.0 | 0.7602 | 0.6507 | 0.8786 | 0.0 | 0.0 | 0.0922 | 0.0 |
| 0.7087 | 16.0 | 1712 | 0.7756 | 0.2143 | 0.2689 | 0.7783 | nan | 0.6356 | 0.9559 | 0.1393 | 0.7969 | 0.1327 | nan | 0.2887 | 0.4540 | 0.0 | 0.9110 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8060 | 0.0 | 0.3380 | 0.1029 | 0.0 | nan | 0.0 | 0.2048 | 0.0 | 0.0 | 0.8951 | 0.7845 | 0.9515 | 0.0 | 0.0 | 0.2063 | 0.0 | nan | 0.5469 | 0.7997 | 0.0929 | 0.6084 | 0.1135 | nan | 0.1712 | 0.3306 | 0.0 | 0.6166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6291 | 0.0 | 0.2484 | 0.0982 | 0.0 | nan | 0.0 | 0.1616 | 0.0 | 0.0 | 0.7539 | 0.6542 | 0.8732 | 0.0 | 0.0 | 0.1599 | 0.0 |
| 0.7095 | 17.0 | 1819 | 0.7780 | 0.2134 | 0.2775 | 0.7724 | nan | 0.6105 | 0.9634 | 0.2158 | 0.6514 | 0.1226 | nan | 0.3240 | 0.6724 | 0.0 | 0.9104 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8485 | 0.0 | 0.5700 | 0.0206 | 0.0 | nan | 0.0 | 0.2101 | 0.0 | 0.0 | 0.8578 | 0.7978 | 0.9248 | 0.0 | 0.0 | 0.1781 | 0.0 | nan | 0.5672 | 0.7839 | 0.1105 | 0.5158 | 0.1103 | nan | 0.2067 | 0.3594 | 0.0 | 0.6401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6241 | 0.0 | 0.2685 | 0.0198 | 0.0 | nan | 0.0 | 0.1755 | 0.0 | 0.0 | 0.7708 | 0.6613 | 0.8734 | 0.0 | 0.0 | 0.1423 | 0.0 |
| 0.6581 | 18.0 | 1926 | 0.7508 | 0.2171 | 0.2795 | 0.7801 | nan | 0.7706 | 0.9064 | 0.2124 | 0.6835 | 0.1403 | nan | 0.4551 | 0.6189 | 0.0 | 0.8718 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.8914 | 0.0 | 0.4337 | 0.0635 | 0.0 | nan | 0.0 | 0.2098 | 0.0 | 0.0 | 0.8830 | 0.8179 | 0.9307 | 0.0 | 0.0 | 0.0544 | 0.0 | nan | 0.6302 | 0.8074 | 0.1203 | 0.5742 | 0.1166 | nan | 0.2470 | 0.3759 | 0.0 | 0.6507 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.6008 | 0.0 | 0.2527 | 0.0586 | 0.0 | nan | 0.0 | 0.1727 | 0.0 | 0.0 | 0.7493 | 0.6594 | 0.8812 | 0.0 | 0.0 | 0.0496 | 0.0 |
| 0.6426 | 19.0 | 2033 | 0.7245 | 0.2188 | 0.2826 | 0.7828 | nan | 0.6460 | 0.9538 | 0.2403 | 0.7412 | 0.1362 | nan | 0.4466 | 0.6738 | 0.0 | 0.8529 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8634 | 0.0 | 0.5070 | 0.0553 | 0.0 | nan | 0.0 | 0.2194 | 0.0 | 0.0 | 0.9065 | 0.7283 | 0.9258 | 0.0 | 0.0 | 0.1474 | 0.0 | nan | 0.5872 | 0.8063 | 0.1530 | 0.5897 | 0.1153 | nan | 0.2640 | 0.2673 | 0.0 | 0.7023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6152 | 0.0 | 0.2695 | 0.0521 | 0.0 | nan | 0.0 | 0.1736 | 0.0 | 0.0 | 0.7631 | 0.6394 | 0.8815 | 0.0 | 0.0 | 0.1230 | 0.0 |
| 0.6702 | 20.0 | 2140 | 0.7611 | 0.2146 | 0.2804 | 0.7730 | nan | 0.6534 | 0.9088 | 0.1364 | 0.8361 | 0.0680 | nan | 0.3070 | 0.6003 | 0.0 | 0.8907 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0 | 0.0 | 0.8747 | 0.0 | 0.4397 | 0.1578 | 0.0 | nan | 0.0 | 0.3142 | 0.0 | 0.0 | 0.8835 | 0.8413 | 0.9161 | 0.0 | 0.0 | 0.1389 | 0.0 | nan | 0.5790 | 0.7775 | 0.0943 | 0.5104 | 0.0628 | nan | 0.2177 | 0.2765 | 0.0 | 0.6749 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0 | 0.0 | 0.6273 | 0.0 | 0.2596 | 0.1387 | 0.0 | nan | 0.0 | 0.1920 | 0.0 | 0.0 | 0.7738 | 0.6739 | 0.8831 | 0.0 | 0.0 | 0.1208 | 0.0 |
| 0.6459 | 21.0 | 2247 | 0.6979 | 0.2327 | 0.2995 | 0.7935 | nan | 0.7089 | 0.9446 | 0.1698 | 0.7339 | 0.2010 | nan | 0.4253 | 0.7356 | 0.0 | 0.8986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0489 | 0.0 | 0.0 | 0.8166 | 0.0 | 0.5715 | 0.1877 | 0.0 | nan | 0.0 | 0.2962 | 0.0 | 0.0 | 0.8889 | 0.8529 | 0.9257 | 0.0 | 0.0 | 0.1778 | 0.0 | nan | 0.6276 | 0.8195 | 0.1146 | 0.6042 | 0.1517 | nan | 0.2476 | 0.3503 | 0.0 | 0.6861 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0482 | 0.0 | 0.0 | 0.6283 | 0.0 | 0.2914 | 0.1585 | 0.0 | nan | 0.0 | 0.2180 | 0.0 | 0.0 | 0.7814 | 0.6855 | 0.8852 | 0.0 | 0.0 | 0.1496 | 0.0 |
| 0.6129 | 22.0 | 2354 | 0.6890 | 0.2361 | 0.3018 | 0.8011 | nan | 0.7559 | 0.9447 | 0.2162 | 0.7605 | 0.2859 | nan | 0.3558 | 0.7490 | 0.0 | 0.9139 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0361 | 0.0 | 0.0 | 0.8660 | 0.0 | 0.4152 | 0.2028 | 0.0 | nan | 0.0 | 0.2883 | 0.0 | 0.0 | 0.8650 | 0.8445 | 0.9420 | 0.0 | 0.0 | 0.2157 | 0.0 | nan | 0.6661 | 0.8340 | 0.1244 | 0.6458 | 0.2020 | nan | 0.2536 | 0.3440 | 0.0 | 0.6636 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0360 | 0.0 | 0.0 | 0.6166 | 0.0 | 0.2880 | 0.1800 | 0.0 | nan | 0.0 | 0.2161 | 0.0 | 0.0 | 0.7648 | 0.6666 | 0.8811 | 0.0 | 0.0 | 0.1736 | 0.0 |
| 0.587 | 23.0 | 2461 | 0.6791 | 0.2490 | 0.3175 | 0.8026 | nan | 0.7249 | 0.9426 | 0.1412 | 0.8048 | 0.2683 | nan | 0.4024 | 0.7341 | 0.0 | 0.8995 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3563 | 0.0 | 0.0 | 0.7969 | 0.0 | 0.5959 | 0.2566 | 0.0 | nan | 0.0 | 0.3140 | 0.0 | 0.0 | 0.8977 | 0.8109 | 0.9393 | 0.0 | 0.0 | 0.2740 | 0.0 | nan | 0.6384 | 0.8359 | 0.0943 | 0.6255 | 0.1975 | nan | 0.2657 | 0.3433 | 0.0 | 0.7017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3341 | 0.0 | 0.0 | 0.6332 | 0.0 | 0.2868 | 0.2052 | 0.0 | nan | 0.0 | 0.2232 | 0.0 | 0.0 | 0.7927 | 0.6943 | 0.8923 | 0.0 | 0.0 | 0.2045 | 0.0 |
| 0.591 | 24.0 | 2568 | 0.6873 | 0.2347 | 0.3030 | 0.7947 | nan | 0.7352 | 0.9359 | 0.1105 | 0.8369 | 0.1648 | nan | 0.3745 | 0.7308 | 0.0 | 0.9372 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1727 | 0.0 | 0.0 | 0.7772 | 0.0 | 0.4216 | 0.3084 | 0.0 | nan | 0.0 | 0.3076 | 0.0 | 0.0 | 0.8907 | 0.8103 | 0.9508 | 0.0 | 0.0 | 0.2295 | 0.0 | nan | 0.6287 | 0.8325 | 0.0757 | 0.5974 | 0.1304 | nan | 0.2501 | 0.3415 | 0.0 | 0.6188 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1668 | 0.0 | 0.0 | 0.6259 | 0.0 | 0.2810 | 0.2333 | 0.0 | nan | 0.0 | 0.2182 | 0.0 | 0.0 | 0.7795 | 0.6710 | 0.8913 | 0.0 | 0.0 | 0.1671 | 0.0 |
| 0.5565 | 25.0 | 2675 | 0.6970 | 0.2425 | 0.3119 | 0.7951 | nan | 0.7627 | 0.9196 | 0.3318 | 0.8099 | 0.1691 | nan | 0.4192 | 0.7074 | 0.0 | 0.9130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1820 | 0.0 | 0.0 | 0.8595 | 0.0 | 0.4412 | 0.2585 | 0.0 | nan | 0.0 | 0.3007 | 0.0 | 0.0 | 0.8415 | 0.8706 | 0.9511 | 0.0 | 0.0 | 0.2416 | 0.0 | nan | 0.6508 | 0.8209 | 0.2078 | 0.6405 | 0.1411 | nan | 0.2586 | 0.3796 | 0.0 | 0.6485 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1730 | 0.0 | 0.0 | 0.6181 | 0.0 | 0.2824 | 0.2301 | 0.0 | nan | 0.0 | 0.2300 | 0.0 | 0.0 | 0.7563 | 0.6375 | 0.8938 | 0.0 | 0.0 | 0.1909 | 0.0 |
| 0.5673 | 26.0 | 2782 | 0.6936 | 0.2464 | 0.3101 | 0.7956 | nan | 0.6847 | 0.9560 | 0.0266 | 0.6493 | 0.1651 | nan | 0.4754 | 0.7206 | 0.0 | 0.9053 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4206 | 0.0 | 0.0 | 0.8428 | 0.0 | 0.5624 | 0.3126 | 0.0 | nan | 0.0 | 0.3289 | 0.0 | 0.0 | 0.8940 | 0.8233 | 0.9411 | 0.0 | 0.0 | 0.2145 | 0.0 | nan | 0.6067 | 0.8103 | 0.0212 | 0.5254 | 0.1418 | nan | 0.2812 | 0.4028 | 0.0 | 0.7105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3881 | 0.0 | 0.0 | 0.6410 | 0.0 | 0.3044 | 0.2496 | 0.0 | nan | 0.0 | 0.2443 | 0.0 | 0.0 | 0.7941 | 0.6923 | 0.8954 | 0.0 | 0.0 | 0.1761 | 0.0 |
| 0.5759 | 27.0 | 2889 | 0.6665 | 0.2521 | 0.3173 | 0.8104 | nan | 0.7732 | 0.9421 | 0.0875 | 0.7788 | 0.1832 | nan | 0.4080 | 0.7830 | 0.0 | 0.8985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3717 | 0.0 | 0.0 | 0.8734 | 0.0 | 0.4788 | 0.3323 | 0.0 | nan | 0.0 | 0.3734 | 0.0 | 0.0 | 0.8978 | 0.8224 | 0.9587 | 0.0 | 0.0 | 0.1901 | 0.0 | nan | 0.6721 | 0.8285 | 0.0644 | 0.6635 | 0.1458 | nan | 0.2751 | 0.3303 | 0.0 | 0.7125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3469 | 0.0 | 0.0 | 0.6399 | 0.0 | 0.3088 | 0.2740 | 0.0 | nan | 0.0 | 0.2524 | 0.0 | 0.0 | 0.7920 | 0.7042 | 0.8952 | 0.0 | 0.0 | 0.1605 | 0.0 |
| 0.5519 | 28.0 | 2996 | 0.6882 | 0.2494 | 0.3181 | 0.8030 | nan | 0.6854 | 0.9535 | 0.1770 | 0.8538 | 0.1942 | nan | 0.3966 | 0.7358 | 0.0 | 0.9037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3296 | 0.0 | 0.0 | 0.8041 | 0.0 | 0.6758 | 0.2825 | 0.0 | nan | 0.0 | 0.2941 | 0.0 | 0.0 | 0.8816 | 0.8495 | 0.9256 | 0.0 | 0.0 | 0.2358 | 0.0 | nan | 0.6237 | 0.8353 | 0.1117 | 0.6402 | 0.1595 | nan | 0.2749 | 0.3770 | 0.0 | 0.6903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3072 | 0.0 | 0.0 | 0.6350 | 0.0 | 0.2882 | 0.2358 | 0.0 | nan | 0.0 | 0.2300 | 0.0 | 0.0 | 0.7959 | 0.7063 | 0.8876 | 0.0 | 0.0 | 0.1837 | 0.0 |
| 0.5543 | 29.0 | 3103 | 0.6939 | 0.2562 | 0.3221 | 0.8003 | nan | 0.5953 | 0.9575 | 0.1294 | 0.8713 | 0.2264 | nan | 0.4049 | 0.7236 | 0.0 | 0.8913 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5928 | 0.0 | 0.0 | 0.8923 | 0.0 | 0.4924 | 0.3422 | 0.0 | nan | 0.0 | 0.3405 | 0.0 | 0.0 | 0.8887 | 0.8011 | 0.9496 | 0.0 | 0.0 | 0.2076 | 0.0 | nan | 0.5561 | 0.8312 | 0.0831 | 0.6258 | 0.1713 | nan | 0.2404 | 0.3998 | 0.0 | 0.7266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5231 | 0.0 | 0.0 | 0.6360 | 0.0 | 0.3023 | 0.2928 | 0.0 | nan | 0.0 | 0.2467 | 0.0 | 0.0 | 0.8007 | 0.6943 | 0.9016 | 0.0 | 0.0 | 0.1682 | 0.0 |
| 0.539 | 30.0 | 3210 | 0.6745 | 0.2556 | 0.3208 | 0.8078 | nan | 0.6808 | 0.9574 | 0.1187 | 0.8040 | 0.2318 | nan | 0.4663 | 0.7716 | 0.0 | 0.9109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5974 | 0.0 | 0.0 | 0.8887 | 0.0 | 0.3730 | 0.2630 | 0.0 | nan | 0.0 | 0.3166 | 0.0 | 0.0 | 0.8920 | 0.8438 | 0.9532 | 0.0 | 0.0 | 0.1962 | 0.0 | nan | 0.6214 | 0.8387 | 0.0838 | 0.6456 | 0.1843 | nan | 0.2902 | 0.3659 | 0.0 | 0.7135 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5120 | 0.0 | 0.0 | 0.6310 | 0.0 | 0.2731 | 0.2455 | 0.0 | nan | 0.0 | 0.2429 | 0.0 | 0.0 | 0.7802 | 0.6832 | 0.9058 | 0.0 | 0.0 | 0.1619 | 0.0 |
| 0.5517 | 31.0 | 3317 | 0.6675 | 0.2597 | 0.3320 | 0.8034 | nan | 0.7208 | 0.9193 | 0.2627 | 0.8866 | 0.1661 | nan | 0.3632 | 0.7967 | 0.0 | 0.9130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6360 | 0.0 | 0.0 | 0.8301 | 0.0 | 0.5332 | 0.2807 | 0.0 | nan | 0.0 | 0.3774 | 0.0 | 0.0 | 0.9068 | 0.8339 | 0.9590 | 0.0 | 0.0 | 0.2374 | 0.0 | nan | 0.6386 | 0.8266 | 0.1726 | 0.5421 | 0.1405 | nan | 0.2481 | 0.4136 | 0.0 | 0.6972 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5330 | 0.0 | 0.0 | 0.6504 | 0.0 | 0.3249 | 0.2532 | 0.0 | nan | 0.0 | 0.2697 | 0.0 | 0.0 | 0.7994 | 0.7023 | 0.9021 | 0.0 | 0.0 | 0.1950 | 0.0 |
| 0.5111 | 32.0 | 3424 | 0.6563 | 0.2651 | 0.3346 | 0.8095 | nan | 0.7287 | 0.9359 | 0.1284 | 0.8389 | 0.2655 | nan | 0.4372 | 0.7783 | 0.0 | 0.9067 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6431 | 0.0 | 0.0 | 0.8414 | 0.0 | 0.3977 | 0.3680 | 0.0 | nan | 0.0 | 0.4788 | 0.0 | 0.0 | 0.8987 | 0.8325 | 0.9500 | 0.0 | 0.0 | 0.2780 | 0.0 | nan | 0.6414 | 0.8299 | 0.0884 | 0.6024 | 0.2065 | nan | 0.2703 | 0.4066 | 0.0 | 0.7223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5560 | 0.0 | 0.0 | 0.6554 | 0.0 | 0.3017 | 0.3239 | 0.0 | nan | 0.0 | 0.2607 | 0.0 | 0.0 | 0.7939 | 0.6986 | 0.9078 | 0.0 | 0.0 | 0.2189 | 0.0 |
| 0.4945 | 33.0 | 3531 | 0.6428 | 0.2652 | 0.3290 | 0.8103 | nan | 0.7400 | 0.9456 | 0.1315 | 0.7854 | 0.2355 | nan | 0.4819 | 0.6784 | 0.0 | 0.9072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6235 | 0.0 | 0.0 | 0.8110 | 0.0 | 0.5156 | 0.4098 | 0.0 | nan | 0.0 | 0.3817 | 0.0 | 0.0 | 0.9075 | 0.8345 | 0.9478 | 0.0 | 0.0 | 0.1922 | 0.0 | nan | 0.6629 | 0.8240 | 0.0888 | 0.6027 | 0.1846 | nan | 0.3229 | 0.4525 | 0.0 | 0.6842 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5536 | 0.0 | 0.0 | 0.6578 | 0.0 | 0.3255 | 0.3138 | 0.0 | nan | 0.0 | 0.2600 | 0.0 | 0.0 | 0.7950 | 0.7071 | 0.8974 | 0.0 | 0.0 | 0.1529 | 0.0 |
| 0.5566 | 34.0 | 3638 | 0.6430 | 0.2652 | 0.3343 | 0.8119 | nan | 0.7506 | 0.9485 | 0.1373 | 0.7617 | 0.2401 | nan | 0.5094 | 0.7984 | 0.0 | 0.8919 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7165 | 0.0 | 0.0 | 0.8105 | 0.0 | 0.5638 | 0.3511 | 0.0 | nan | 0.0 | 0.3629 | 0.0 | 0.0 | 0.9171 | 0.7909 | 0.9522 | 0.0 | 0.0 | 0.1937 | 0.0 | nan | 0.6646 | 0.8310 | 0.0938 | 0.6654 | 0.1870 | nan | 0.3027 | 0.3954 | 0.0 | 0.7227 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5810 | 0.0 | 0.0 | 0.6415 | 0.0 | 0.3167 | 0.2941 | 0.0 | nan | 0.0 | 0.2454 | 0.0 | 0.0 | 0.7938 | 0.6864 | 0.9048 | 0.0 | 0.0 | 0.1617 | 0.0 |
| 0.4937 | 35.0 | 3745 | 0.6567 | 0.2675 | 0.3356 | 0.8082 | nan | 0.7545 | 0.9241 | 0.1340 | 0.8054 | 0.2432 | nan | 0.5336 | 0.7489 | 0.0 | 0.9184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7152 | 0.0 | 0.0 | 0.8418 | 0.0 | 0.6014 | 0.3744 | 0.0 | nan | 0.0 | 0.3334 | 0.0 | 0.0 | 0.9021 | 0.7771 | 0.9489 | 0.0 | 0.0 | 0.1837 | 0.0 | nan | 0.6532 | 0.8199 | 0.0922 | 0.6511 | 0.1876 | nan | 0.2792 | 0.4810 | 0.0 | 0.7016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5924 | 0.0 | 0.0 | 0.6616 | 0.0 | 0.3433 | 0.3078 | 0.0 | nan | 0.0 | 0.2422 | 0.0 | 0.0 | 0.7996 | 0.6874 | 0.9074 | 0.0 | 0.0 | 0.1509 | 0.0 |
| 0.5153 | 36.0 | 3852 | 0.6487 | 0.2669 | 0.3347 | 0.8111 | nan | 0.6899 | 0.9487 | 0.1302 | 0.8613 | 0.1863 | nan | 0.4750 | 0.7652 | 0.0 | 0.9031 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6507 | 0.0 | 0.0 | 0.8072 | 0.0 | 0.5373 | 0.4560 | 0.0 | nan | 0.0 | 0.3429 | 0.0 | 0.0 | 0.9169 | 0.8264 | 0.9579 | 0.0 | 0.0 | 0.2557 | 0.0 | nan | 0.6214 | 0.8292 | 0.0922 | 0.6469 | 0.1563 | nan | 0.2912 | 0.4294 | 0.0 | 0.7475 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5577 | 0.0 | 0.0 | 0.6468 | 0.0 | 0.3131 | 0.3209 | 0.0 | nan | 0.0 | 0.2511 | 0.0 | 0.0 | 0.8035 | 0.7209 | 0.9071 | 0.0 | 0.0 | 0.2040 | 0.0 |
| 0.4799 | 37.0 | 3959 | 0.6417 | 0.2709 | 0.3385 | 0.8128 | nan | 0.7164 | 0.9375 | 0.1316 | 0.8677 | 0.2338 | nan | 0.4291 | 0.7674 | 0.0 | 0.8821 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7224 | 0.0 | 0.0 | 0.8288 | 0.0 | 0.5695 | 0.3840 | 0.0 | nan | 0.0 | 0.3546 | 0.0 | 0.0 | 0.9239 | 0.7850 | 0.9592 | 0.0 | 0.0 | 0.3387 | 0.0 | nan | 0.6482 | 0.8243 | 0.0909 | 0.6552 | 0.1885 | nan | 0.2861 | 0.4622 | 0.0 | 0.7307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5758 | 0.0 | 0.0 | 0.6606 | 0.0 | 0.3390 | 0.3260 | 0.0 | nan | 0.0 | 0.2559 | 0.0 | 0.0 | 0.7939 | 0.6962 | 0.9086 | 0.0 | 0.0 | 0.2275 | 0.0 |
| 0.4863 | 38.0 | 4066 | 0.6544 | 0.2653 | 0.3296 | 0.8080 | nan | 0.7432 | 0.9174 | 0.1061 | 0.8839 | 0.1812 | nan | 0.3608 | 0.6850 | 0.0 | 0.8926 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7417 | 0.0 | 0.0 | 0.8696 | 0.0 | 0.4454 | 0.3772 | 0.0 | nan | 0.0 | 0.3579 | 0.0 | 0.0 | 0.9243 | 0.7896 | 0.9503 | 0.0 | 0.0 | 0.3213 | 0.0 | nan | 0.6546 | 0.8262 | 0.0853 | 0.5395 | 0.1506 | nan | 0.2774 | 0.4358 | 0.0 | 0.7446 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5958 | 0.0 | 0.0 | 0.6499 | 0.0 | 0.3286 | 0.3315 | 0.0 | nan | 0.0 | 0.2465 | 0.0 | 0.0 | 0.7906 | 0.6857 | 0.9119 | 0.0 | 0.0 | 0.2354 | 0.0 |
| 0.4924 | 39.0 | 4173 | 0.6366 | 0.2676 | 0.3353 | 0.8139 | nan | 0.8348 | 0.8993 | 0.1203 | 0.8621 | 0.2236 | nan | 0.4680 | 0.7511 | 0.0 | 0.9173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7338 | 0.0 | 0.0 | 0.8951 | 0.0 | 0.4269 | 0.3728 | 0.0 | nan | 0.0 | 0.3840 | 0.0 | 0.0 | 0.8954 | 0.8431 | 0.9483 | 0.0 | 0.0 | 0.1521 | 0.0 | nan | 0.7017 | 0.8287 | 0.0947 | 0.6259 | 0.1764 | nan | 0.2719 | 0.4769 | 0.0 | 0.7039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5897 | 0.0 | 0.0 | 0.6428 | 0.0 | 0.3148 | 0.3347 | 0.0 | nan | 0.0 | 0.2526 | 0.0 | 0.0 | 0.8029 | 0.7084 | 0.9057 | 0.0 | 0.0 | 0.1322 | 0.0 |
| 0.4888 | 40.0 | 4280 | 0.6359 | 0.2700 | 0.3366 | 0.8159 | nan | 0.7028 | 0.9550 | 0.1329 | 0.8665 | 0.2352 | nan | 0.4666 | 0.7618 | 0.0 | 0.9236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7581 | 0.0 | 0.0 | 0.8869 | 0.0 | 0.4960 | 0.4000 | 0.0 | nan | 0.0 | 0.3841 | 0.0 | 0.0 | 0.8872 | 0.7911 | 0.9617 | 0.0 | 0.0 | 0.1630 | 0.0 | nan | 0.6340 | 0.8422 | 0.0921 | 0.6435 | 0.1872 | nan | 0.3106 | 0.4853 | 0.0 | 0.7116 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6024 | 0.0 | 0.0 | 0.6476 | 0.0 | 0.3429 | 0.3344 | 0.0 | nan | 0.0 | 0.2610 | 0.0 | 0.0 | 0.8079 | 0.6908 | 0.9049 | 0.0 | 0.0 | 0.1404 | 0.0 |
| 0.483 | 41.0 | 4387 | 0.6366 | 0.2693 | 0.3406 | 0.8126 | nan | 0.7171 | 0.9324 | 0.1344 | 0.8655 | 0.2242 | nan | 0.4717 | 0.7440 | 0.0 | 0.9005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7429 | 0.0 | 0.0 | 0.8466 | 0.0 | 0.6028 | 0.3963 | 0.0 | nan | 0.0 | 0.3660 | 0.0 | 0.0 | 0.8904 | 0.8841 | 0.9521 | 0.0 | 0.0 | 0.2270 | 0.0 | nan | 0.6429 | 0.8377 | 0.0920 | 0.6265 | 0.1774 | nan | 0.3087 | 0.4640 | 0.0 | 0.7265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5897 | 0.0 | 0.0 | 0.6584 | 0.0 | 0.3360 | 0.3145 | 0.0 | nan | 0.0 | 0.2553 | 0.0 | 0.0 | 0.7999 | 0.6916 | 0.9112 | 0.0 | 0.0 | 0.1841 | 0.0 |
| 0.5009 | 42.0 | 4494 | 0.6258 | 0.2710 | 0.3339 | 0.8183 | nan | 0.7555 | 0.9483 | 0.1454 | 0.8212 | 0.1967 | nan | 0.4535 | 0.6912 | 0.0 | 0.8826 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7402 | 0.0 | 0.0 | 0.8792 | 0.0 | 0.5108 | 0.4389 | 0.0 | nan | 0.0 | 0.3686 | 0.0 | 0.0 | 0.9180 | 0.7769 | 0.9484 | 0.0 | 0.0 | 0.2080 | 0.0 | nan | 0.6616 | 0.8477 | 0.1026 | 0.6467 | 0.1621 | nan | 0.3080 | 0.4639 | 0.0 | 0.7380 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6009 | 0.0 | 0.0 | 0.6392 | 0.0 | 0.3440 | 0.3440 | 0.0 | nan | 0.0 | 0.2535 | 0.0 | 0.0 | 0.7983 | 0.6804 | 0.9080 | 0.0 | 0.0 | 0.1744 | 0.0 |
| 0.4219 | 43.0 | 4601 | 0.6288 | 0.2719 | 0.3438 | 0.8167 | nan | 0.7323 | 0.9418 | 0.1150 | 0.7904 | 0.3300 | nan | 0.5284 | 0.8029 | 0.0 | 0.9075 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7436 | 0.0 | 0.0 | 0.8522 | 0.0 | 0.5399 | 0.4230 | 0.0 | nan | 0.0 | 0.3909 | 0.0 | 0.0 | 0.8917 | 0.8602 | 0.9687 | 0.0 | 0.0000 | 0.1831 | 0.0 | nan | 0.6487 | 0.8395 | 0.0855 | 0.6434 | 0.2450 | nan | 0.3106 | 0.4472 | 0.0 | 0.7469 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5633 | 0.0 | 0.0 | 0.6472 | 0.0 | 0.3279 | 0.3462 | 0.0 | nan | 0.0 | 0.2604 | 0.0 | 0.0 | 0.8074 | 0.7212 | 0.9040 | 0.0 | 0.0000 | 0.1569 | 0.0 |
| 0.4786 | 44.0 | 4708 | 0.6198 | 0.2760 | 0.3402 | 0.8214 | nan | 0.7436 | 0.9499 | 0.1392 | 0.7792 | 0.3171 | nan | 0.5137 | 0.7376 | 0.0 | 0.9098 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7106 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.4527 | 0.4079 | 0.0 | nan | 0.0 | 0.3822 | 0.0 | 0.0 | 0.8944 | 0.8624 | 0.9497 | 0.0 | 0.0 | 0.2424 | 0.0 | nan | 0.6681 | 0.8415 | 0.0922 | 0.6642 | 0.2266 | nan | 0.3429 | 0.4575 | 0.0 | 0.7339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5831 | 0.0 | 0.0 | 0.6422 | 0.0 | 0.3334 | 0.3469 | 0.0 | nan | 0.0 | 0.2604 | 0.0 | 0.0 | 0.8106 | 0.7247 | 0.9118 | 0.0 | 0.0 | 0.1917 | 0.0 |
| 0.4707 | 45.0 | 4815 | 0.6180 | 0.2747 | 0.3451 | 0.8199 | nan | 0.7173 | 0.9483 | 0.1182 | 0.8281 | 0.3361 | nan | 0.5437 | 0.7921 | 0.0 | 0.8841 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7553 | 0.0 | 0.0 | 0.8626 | 0.0 | 0.4548 | 0.4455 | 0.0 | nan | 0.0 | 0.3826 | 0.0 | 0.0 | 0.9011 | 0.8459 | 0.9673 | 0.0 | 0.0001 | 0.2609 | 0.0 | nan | 0.6556 | 0.8428 | 0.0841 | 0.6664 | 0.2449 | nan | 0.3186 | 0.4486 | 0.0 | 0.7511 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5700 | 0.0 | 0.0 | 0.6577 | 0.0 | 0.3207 | 0.3424 | 0.0 | nan | 0.0 | 0.2569 | 0.0 | 0.0 | 0.8038 | 0.7080 | 0.9087 | 0.0 | 0.0001 | 0.2085 | 0.0 |
| 0.4779 | 46.0 | 4922 | 0.6370 | 0.2721 | 0.3407 | 0.8173 | nan | 0.7184 | 0.9500 | 0.1183 | 0.8408 | 0.2093 | nan | 0.4735 | 0.7918 | 0.0 | 0.9066 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7902 | 0.0 | 0.0 | 0.8807 | 0.0 | 0.5252 | 0.3672 | 0.0 | nan | 0.0 | 0.3848 | 0.0 | 0.0 | 0.8909 | 0.8341 | 0.9619 | 0.0 | 0.0 | 0.2590 | 0.0 | nan | 0.6536 | 0.8352 | 0.0857 | 0.6622 | 0.1713 | nan | 0.2987 | 0.4503 | 0.0 | 0.7568 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5968 | 0.0 | 0.0 | 0.6392 | 0.0 | 0.3366 | 0.3266 | 0.0 | nan | 0.0 | 0.2634 | 0.0 | 0.0 | 0.8086 | 0.7051 | 0.9098 | 0.0 | 0.0 | 0.2081 | 0.0 |
| 0.4473 | 47.0 | 5029 | 0.6425 | 0.2713 | 0.3387 | 0.8133 | nan | 0.6994 | 0.9423 | 0.0690 | 0.8474 | 0.2233 | nan | 0.4301 | 0.7275 | 0.0 | 0.9012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8387 | 0.0 | 0.0 | 0.8716 | 0.0 | 0.4686 | 0.4532 | 0.0 | nan | 0.0 | 0.4030 | 0.0 | 0.0 | 0.9117 | 0.8222 | 0.9505 | 0.0 | 0.0064 | 0.2731 | 0.0 | nan | 0.6344 | 0.8294 | 0.0586 | 0.5998 | 0.1831 | nan | 0.3108 | 0.4896 | 0.0 | 0.7499 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6183 | 0.0 | 0.0 | 0.6457 | 0.0 | 0.3075 | 0.3404 | 0.0 | nan | 0.0 | 0.2601 | 0.0 | 0.0 | 0.8108 | 0.7115 | 0.9146 | 0.0 | 0.0064 | 0.2109 | 0.0 |
| 0.473 | 48.0 | 5136 | 0.6422 | 0.2697 | 0.3360 | 0.8112 | nan | 0.6854 | 0.9420 | 0.1309 | 0.8273 | 0.2546 | nan | 0.5640 | 0.7386 | 0.0 | 0.9125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7923 | 0.0 | 0.0 | 0.8816 | 0.0 | 0.4047 | 0.3684 | 0.0 | nan | 0.0 | 0.3528 | 0.0 | 0.0 | 0.9236 | 0.7482 | 0.9633 | 0.0 | 0.0029 | 0.2587 | 0.0 | nan | 0.6186 | 0.8410 | 0.0933 | 0.6505 | 0.2030 | nan | 0.3017 | 0.4866 | 0.0 | 0.7350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6182 | 0.0 | 0.0 | 0.6326 | 0.0 | 0.2819 | 0.3208 | 0.0 | nan | 0.0 | 0.2567 | 0.0 | 0.0 | 0.7975 | 0.6717 | 0.9122 | 0.0 | 0.0029 | 0.2051 | 0.0 |
| 0.4241 | 49.0 | 5243 | 0.6255 | 0.2737 | 0.3387 | 0.8166 | nan | 0.7375 | 0.9367 | 0.1313 | 0.8636 | 0.2763 | nan | 0.5443 | 0.7194 | 0.0 | 0.8946 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7436 | 0.0 | 0.0 | 0.8931 | 0.0 | 0.4677 | 0.3851 | 0.0 | nan | 0.0 | 0.3614 | 0.0 | 0.0 | 0.8977 | 0.7758 | 0.9657 | 0.0 | 0.0063 | 0.2369 | 0.0 | nan | 0.6546 | 0.8372 | 0.0888 | 0.6319 | 0.2170 | nan | 0.3243 | 0.4674 | 0.0 | 0.7569 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6013 | 0.0 | 0.0 | 0.6424 | 0.0 | 0.3288 | 0.3391 | 0.0 | nan | 0.0 | 0.2665 | 0.0 | 0.0 | 0.8066 | 0.6834 | 0.9051 | 0.0 | 0.0062 | 0.2002 | 0.0 |
| 0.4681 | 50.0 | 5350 | 0.6196 | 0.2712 | 0.3393 | 0.8204 | nan | 0.8128 | 0.9339 | 0.1273 | 0.8327 | 0.2242 | nan | 0.4888 | 0.7883 | 0.0 | 0.9409 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6982 | 0.0 | 0.0 | 0.8247 | 0.0 | 0.5636 | 0.3920 | 0.0 | nan | 0.0 | 0.3897 | 0.0 | 0.0 | 0.9191 | 0.7609 | 0.9612 | 0.0 | 0.0101 | 0.1876 | 0.0 | nan | 0.6913 | 0.8442 | 0.0932 | 0.6740 | 0.1778 | nan | 0.3092 | 0.4430 | 0.0 | 0.6827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5736 | 0.0 | 0.0 | 0.6605 | 0.0 | 0.3690 | 0.3381 | 0.0 | nan | 0.0 | 0.2675 | 0.0 | 0.0 | 0.7983 | 0.6753 | 0.9113 | 0.0 | 0.0100 | 0.1585 | 0.0 |
| 0.4074 | 51.0 | 5457 | 0.6271 | 0.2775 | 0.3439 | 0.8195 | nan | 0.7294 | 0.9401 | 0.1326 | 0.8529 | 0.2439 | nan | 0.5318 | 0.7294 | 0.0 | 0.9195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8128 | 0.0 | 0.0 | 0.8700 | 0.0 | 0.4981 | 0.3919 | 0.0 | nan | 0.0 | 0.3983 | 0.0 | 0.0 | 0.9130 | 0.8188 | 0.9577 | 0.0 | 0.0223 | 0.2417 | 0.0 | nan | 0.6655 | 0.8368 | 0.0844 | 0.6580 | 0.1969 | nan | 0.3341 | 0.4974 | 0.0 | 0.7287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6328 | 0.0 | 0.0 | 0.6460 | 0.0 | 0.3449 | 0.3422 | 0.0 | nan | 0.0 | 0.2711 | 0.0 | 0.0 | 0.8063 | 0.7061 | 0.9139 | 0.0 | 0.0216 | 0.1940 | 0.0 |
| 0.4509 | 52.0 | 5564 | 0.6222 | 0.2796 | 0.3433 | 0.8223 | nan | 0.7406 | 0.9468 | 0.1266 | 0.8702 | 0.2352 | nan | 0.4488 | 0.6973 | 0.0 | 0.9181 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8190 | 0.0 | 0.0 | 0.8629 | 0.0 | 0.5565 | 0.4160 | 0.0 | nan | 0.0 | 0.3726 | 0.0 | 0.0 | 0.9052 | 0.8316 | 0.9539 | 0.0 | 0.0203 | 0.2652 | 0.0 | nan | 0.6646 | 0.8367 | 0.0931 | 0.6549 | 0.1878 | nan | 0.3129 | 0.4997 | 0.0 | 0.7531 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6511 | 0.0 | 0.0 | 0.6638 | 0.0 | 0.3531 | 0.3372 | 0.0 | nan | 0.0 | 0.2675 | 0.0 | 0.0 | 0.8122 | 0.7163 | 0.9154 | 0.0 | 0.0194 | 0.2096 | 0.0 |
| 0.4498 | 53.0 | 5671 | 0.6236 | 0.2758 | 0.3394 | 0.8230 | nan | 0.7541 | 0.9499 | 0.1196 | 0.7979 | 0.2387 | nan | 0.5362 | 0.7165 | 0.0 | 0.9071 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7450 | 0.0 | 0.0 | 0.8996 | 0.0 | 0.5641 | 0.3635 | 0.0 | nan | 0.0 | 0.3507 | 0.0 | 0.0 | 0.8941 | 0.8490 | 0.9589 | 0.0 | 0.0099 | 0.2058 | 0.0 | nan | 0.6657 | 0.8440 | 0.0951 | 0.6654 | 0.1853 | nan | 0.3408 | 0.4485 | 0.0 | 0.7598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6050 | 0.0 | 0.0 | 0.6495 | 0.0 | 0.3570 | 0.3232 | 0.0 | nan | 0.0 | 0.2632 | 0.0 | 0.0 | 0.8128 | 0.7191 | 0.9078 | 0.0 | 0.0096 | 0.1741 | 0.0 |
| 0.4507 | 54.0 | 5778 | 0.6176 | 0.2770 | 0.3433 | 0.8211 | nan | 0.7416 | 0.9454 | 0.1223 | 0.8588 | 0.2360 | nan | 0.4892 | 0.7601 | 0.0 | 0.9185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7776 | 0.0 | 0.0 | 0.8650 | 0.0 | 0.5613 | 0.4273 | 0.0 | nan | 0.0 | 0.4079 | 0.0 | 0.0 | 0.9153 | 0.7758 | 0.9553 | 0.0 | 0.0130 | 0.2160 | 0.0 | nan | 0.6602 | 0.8370 | 0.0957 | 0.6295 | 0.1915 | nan | 0.3314 | 0.4815 | 0.0 | 0.7392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6269 | 0.0 | 0.0 | 0.6720 | 0.0 | 0.3648 | 0.3500 | 0.0 | nan | 0.0 | 0.2645 | 0.0 | 0.0 | 0.8121 | 0.7003 | 0.9127 | 0.0 | 0.0125 | 0.1808 | 0.0 |
| 0.4261 | 55.0 | 5885 | 0.6341 | 0.2781 | 0.3445 | 0.8214 | nan | 0.7109 | 0.9575 | 0.1100 | 0.8762 | 0.2139 | nan | 0.4148 | 0.7341 | 0.0 | 0.9027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8385 | 0.0 | 0.0 | 0.8455 | 0.0 | 0.6064 | 0.3939 | 0.0 | nan | 0.0 | 0.4239 | 0.0 | 0.0 | 0.9049 | 0.8480 | 0.9505 | 0.0 | 0.0098 | 0.2812 | 0.0 | nan | 0.6436 | 0.8358 | 0.0899 | 0.6665 | 0.1782 | nan | 0.3080 | 0.4988 | 0.0 | 0.7586 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6378 | 0.0 | 0.0 | 0.6712 | 0.0 | 0.3576 | 0.3103 | 0.0 | nan | 0.0 | 0.2761 | 0.0 | 0.0 | 0.8068 | 0.7148 | 0.9155 | 0.0 | 0.0097 | 0.2208 | 0.0 |
| 0.4269 | 56.0 | 5992 | 0.6354 | 0.2800 | 0.3425 | 0.8229 | nan | 0.7174 | 0.9635 | 0.1316 | 0.8449 | 0.1980 | nan | 0.4801 | 0.7019 | 0.0 | 0.9220 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7983 | 0.0 | 0.0 | 0.8332 | 0.0 | 0.5805 | 0.3871 | 0.0 | nan | 0.0 | 0.3880 | 0.0 | 0.0 | 0.9070 | 0.8425 | 0.9638 | 0.0 | 0.0057 | 0.2954 | 0.0 | nan | 0.6489 | 0.8346 | 0.0938 | 0.6909 | 0.1622 | nan | 0.3414 | 0.5041 | 0.0 | 0.7278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6631 | 0.0 | 0.0 | 0.6693 | 0.0 | 0.3671 | 0.3103 | 0.0 | nan | 0.0 | 0.2686 | 0.0 | 0.0 | 0.8133 | 0.7224 | 0.9163 | 0.0 | 0.0055 | 0.2195 | 0.0 |
| 0.4169 | 57.0 | 6099 | 0.6053 | 0.2789 | 0.3414 | 0.8280 | nan | 0.7766 | 0.9558 | 0.1311 | 0.8292 | 0.2873 | nan | 0.4710 | 0.7584 | 0.0 | 0.9194 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7046 | 0.0 | 0.0 | 0.8549 | 0.0 | 0.5641 | 0.3717 | 0.0 | nan | 0.0 | 0.3584 | 0.0 | 0.0 | 0.9088 | 0.8278 | 0.9606 | 0.0 | 0.0052 | 0.2411 | 0.0 | nan | 0.6842 | 0.8509 | 0.0887 | 0.6997 | 0.2152 | nan | 0.3381 | 0.4711 | 0.0 | 0.7428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5962 | 0.0 | 0.0 | 0.6637 | 0.0 | 0.3486 | 0.3136 | 0.0 | nan | 0.0 | 0.2619 | 0.0 | 0.0 | 0.8097 | 0.7202 | 0.9169 | 0.0 | 0.0051 | 0.1982 | 0.0 |
| 0.4203 | 58.0 | 6206 | 0.6204 | 0.2768 | 0.3469 | 0.8219 | nan | 0.7345 | 0.9382 | 0.1267 | 0.8723 | 0.2670 | nan | 0.5010 | 0.8043 | 0.0 | 0.9108 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7795 | 0.0 | 0.0 | 0.8756 | 0.0 | 0.5060 | 0.3917 | 0.0 | nan | 0.0 | 0.3940 | 0.0 | 0.0 | 0.9022 | 0.8630 | 0.9626 | 0.0 | 0.0147 | 0.2578 | 0.0 | nan | 0.6559 | 0.8447 | 0.0970 | 0.6231 | 0.2100 | nan | 0.3341 | 0.4423 | 0.0 | 0.7649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6047 | 0.0 | 0.0 | 0.6631 | 0.0 | 0.3387 | 0.3427 | 0.0 | nan | 0.0 | 0.2643 | 0.0 | 0.0 | 0.8105 | 0.7240 | 0.9139 | 0.0 | 0.0143 | 0.2106 | 0.0 |
| 0.4258 | 59.0 | 6313 | 0.6419 | 0.2779 | 0.3458 | 0.8155 | nan | 0.6942 | 0.9363 | 0.1292 | 0.8829 | 0.2064 | nan | 0.5479 | 0.7177 | 0.0 | 0.9146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8297 | 0.0 | 0.0 | 0.8539 | 0.0 | 0.5605 | 0.4169 | 0.0 | nan | 0.0 | 0.3946 | 0.0 | 0.0 | 0.9033 | 0.8518 | 0.9652 | 0.0 | 0.0151 | 0.2459 | 0.0 | nan | 0.6383 | 0.8254 | 0.0972 | 0.6315 | 0.1650 | nan | 0.3471 | 0.5105 | 0.0 | 0.7528 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6633 | 0.0 | 0.0 | 0.6610 | 0.0 | 0.3331 | 0.3427 | 0.0 | nan | 0.0 | 0.2635 | 0.0 | 0.0 | 0.8102 | 0.7257 | 0.9120 | 0.0 | 0.0143 | 0.1989 | 0.0 |
| 0.3939 | 60.0 | 6420 | 0.6190 | 0.2810 | 0.3480 | 0.8236 | nan | 0.7109 | 0.9550 | 0.1268 | 0.8720 | 0.2427 | nan | 0.5037 | 0.7789 | 0.0 | 0.9088 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7861 | 0.0 | 0.0 | 0.8841 | 0.0 | 0.5206 | 0.4294 | 0.0 | nan | 0.0 | 0.3945 | 0.0 | 0.0 | 0.8896 | 0.8466 | 0.9647 | 0.0 | 0.0142 | 0.3064 | 0.0 | nan | 0.6377 | 0.8446 | 0.0928 | 0.6636 | 0.1958 | nan | 0.3534 | 0.4888 | 0.0 | 0.7695 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6303 | 0.0 | 0.0 | 0.6599 | 0.0 | 0.3350 | 0.3416 | 0.0 | nan | 0.0 | 0.2695 | 0.0 | 0.0 | 0.8187 | 0.7265 | 0.9120 | 0.0 | 0.0139 | 0.2380 | 0.0 |
| 0.3992 | 61.0 | 6527 | 0.6259 | 0.2772 | 0.3441 | 0.8178 | nan | 0.7583 | 0.9240 | 0.1284 | 0.8714 | 0.2340 | nan | 0.5038 | 0.7764 | 0.0 | 0.9091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7920 | 0.0 | 0.0 | 0.8740 | 0.0 | 0.5316 | 0.3637 | 0.0 | nan | 0.0 | 0.3819 | 0.0 | 0.0 | 0.9060 | 0.8316 | 0.9569 | 0.0 | 0.0077 | 0.2618 | 0.0 | nan | 0.6735 | 0.8256 | 0.0924 | 0.5960 | 0.1875 | nan | 0.3319 | 0.4965 | 0.0 | 0.7582 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.0 | 0.0 | 0.6716 | 0.0 | 0.3335 | 0.3229 | 0.0 | nan | 0.0 | 0.2728 | 0.0 | 0.0 | 0.8130 | 0.7181 | 0.9167 | 0.0 | 0.0076 | 0.2104 | 0.0 |
| 0.4129 | 62.0 | 6634 | 0.6260 | 0.2820 | 0.3511 | 0.8223 | nan | 0.7066 | 0.9535 | 0.1271 | 0.8465 | 0.2200 | nan | 0.5430 | 0.7777 | 0.0 | 0.9011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8684 | 0.0 | 0.0 | 0.8707 | 0.0 | 0.5766 | 0.3864 | 0.0 | nan | 0.0 | 0.3736 | 0.0 | 0.0 | 0.8824 | 0.8947 | 0.9619 | 0.0 | 0.0059 | 0.3374 | 0.0 | nan | 0.6317 | 0.8436 | 0.0913 | 0.6718 | 0.1800 | nan | 0.3561 | 0.5209 | 0.0 | 0.7695 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6569 | 0.0 | 0.0 | 0.6685 | 0.0 | 0.3421 | 0.3253 | 0.0 | nan | 0.0 | 0.2687 | 0.0 | 0.0 | 0.8108 | 0.7197 | 0.9138 | 0.0 | 0.0058 | 0.2489 | 0.0 |
| 0.4115 | 63.0 | 6741 | 0.6140 | 0.2792 | 0.3499 | 0.8224 | nan | 0.7478 | 0.9367 | 0.1313 | 0.8520 | 0.2720 | nan | 0.5338 | 0.8185 | 0.0 | 0.9055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7987 | 0.0 | 0.0 | 0.8555 | 0.0 | 0.5679 | 0.3952 | 0.0 | nan | 0.0 | 0.4042 | 0.0 | 0.0 | 0.9170 | 0.8134 | 0.9675 | 0.0 | 0.0131 | 0.2668 | 0.0 | nan | 0.6611 | 0.8430 | 0.0900 | 0.6619 | 0.2118 | nan | 0.3411 | 0.4575 | 0.0 | 0.7664 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6257 | 0.0 | 0.0 | 0.6674 | 0.0 | 0.3466 | 0.3267 | 0.0 | nan | 0.0 | 0.2734 | 0.0 | 0.0 | 0.8067 | 0.7131 | 0.9151 | 0.0 | 0.0127 | 0.2142 | 0.0 |
| 0.4007 | 64.0 | 6848 | 0.6226 | 0.2799 | 0.3478 | 0.8241 | nan | 0.7270 | 0.9499 | 0.1301 | 0.8634 | 0.2476 | nan | 0.5034 | 0.8017 | 0.0 | 0.9072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8034 | 0.0 | 0.0 | 0.8629 | 0.0 | 0.5290 | 0.3805 | 0.0 | nan | 0.0 | 0.4671 | 0.0 | 0.0 | 0.9222 | 0.8110 | 0.9629 | 0.0 | 0.0131 | 0.2483 | 0.0 | nan | 0.6596 | 0.8455 | 0.0886 | 0.6685 | 0.1992 | nan | 0.3472 | 0.4826 | 0.0 | 0.7668 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6407 | 0.0 | 0.0 | 0.6656 | 0.0 | 0.3446 | 0.3243 | 0.0 | nan | 0.0 | 0.2835 | 0.0 | 0.0 | 0.8060 | 0.7012 | 0.9171 | 0.0 | 0.0128 | 0.2020 | 0.0 |
| 0.3729 | 65.0 | 6955 | 0.6277 | 0.2805 | 0.3501 | 0.8175 | nan | 0.7535 | 0.9178 | 0.1297 | 0.8744 | 0.2713 | nan | 0.5176 | 0.7654 | 0.0 | 0.9066 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8650 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.5904 | 0.3873 | 0.0 | nan | 0.0 | 0.4093 | 0.0 | 0.0 | 0.9034 | 0.8424 | 0.9667 | 0.0 | 0.0238 | 0.2161 | 0.0 | nan | 0.6692 | 0.8260 | 0.0898 | 0.5885 | 0.2116 | nan | 0.3469 | 0.5326 | 0.0 | 0.7594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6756 | 0.0 | 0.0 | 0.6697 | 0.0 | 0.3490 | 0.3297 | 0.0 | nan | 0.0 | 0.2702 | 0.0 | 0.0 | 0.8161 | 0.7236 | 0.9122 | 0.0 | 0.0231 | 0.1842 | 0.0 |
| 0.4057 | 66.0 | 7062 | 0.6330 | 0.2800 | 0.3502 | 0.8214 | nan | 0.7551 | 0.9304 | 0.1350 | 0.8568 | 0.2164 | nan | 0.5517 | 0.7512 | 0.0 | 0.9266 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8694 | 0.0 | 0.0 | 0.8600 | 0.0 | 0.5469 | 0.4128 | 0.0 | nan | 0.0 | 0.4283 | 0.0 | 0.0 | 0.9052 | 0.8578 | 0.9652 | 0.0 | 0.0115 | 0.2263 | 0.0 | nan | 0.6654 | 0.8419 | 0.0868 | 0.6542 | 0.1744 | nan | 0.3281 | 0.5290 | 0.0 | 0.7317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6670 | 0.0 | 0.0 | 0.6642 | 0.0 | 0.3528 | 0.3423 | 0.0 | nan | 0.0 | 0.2696 | 0.0 | 0.0 | 0.8157 | 0.7269 | 0.9145 | 0.0 | 0.0111 | 0.1858 | 0.0 |
| 0.4369 | 67.0 | 7169 | 0.6357 | 0.2824 | 0.3525 | 0.8224 | nan | 0.7476 | 0.9330 | 0.1332 | 0.8828 | 0.2109 | nan | 0.4922 | 0.7664 | 0.0 | 0.8911 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8781 | 0.0 | 0.0 | 0.8555 | 0.0 | 0.5624 | 0.4589 | 0.0 | nan | 0.0 | 0.4195 | 0.0 | 0.0 | 0.9089 | 0.8686 | 0.9586 | 0.0 | 0.0182 | 0.2932 | 0.0 | nan | 0.6625 | 0.8404 | 0.0855 | 0.6255 | 0.1733 | nan | 0.3351 | 0.5265 | 0.0 | 0.7617 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6604 | 0.0 | 0.0 | 0.6802 | 0.0 | 0.3689 | 0.3586 | 0.0 | nan | 0.0 | 0.2648 | 0.0 | 0.0 | 0.8099 | 0.7189 | 0.9187 | 0.0 | 0.0171 | 0.2292 | 0.0 |
| 0.3892 | 68.0 | 7276 | 0.6167 | 0.2833 | 0.3528 | 0.8258 | nan | 0.7860 | 0.9329 | 0.1332 | 0.8555 | 0.2064 | nan | 0.5435 | 0.7913 | 0.0 | 0.9146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8599 | 0.0 | 0.0 | 0.8568 | 0.0 | 0.5659 | 0.3951 | 0.0 | nan | 0.0 | 0.4415 | 0.0 | 0.0 | 0.9093 | 0.8528 | 0.9608 | 0.0 | 0.0204 | 0.2654 | 0.0 | nan | 0.6838 | 0.8452 | 0.0888 | 0.6523 | 0.1692 | nan | 0.3467 | 0.5246 | 0.0 | 0.7558 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6640 | 0.0 | 0.0 | 0.6786 | 0.0 | 0.3606 | 0.3320 | 0.0 | nan | 0.0 | 0.2839 | 0.0 | 0.0 | 0.8121 | 0.7187 | 0.9186 | 0.0 | 0.0194 | 0.2098 | 0.0 |
| 0.3962 | 69.0 | 7383 | 0.6167 | 0.2808 | 0.3513 | 0.8262 | nan | 0.7777 | 0.9410 | 0.1316 | 0.8411 | 0.2312 | nan | 0.5449 | 0.8178 | 0.0 | 0.9141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8272 | 0.0 | 0.0 | 0.8759 | 0.0 | 0.5513 | 0.3886 | 0.0 | nan | 0.0 | 0.4216 | 0.0 | 0.0 | 0.8981 | 0.8375 | 0.9663 | 0.0000 | 0.0144 | 0.2604 | 0.0 | nan | 0.6825 | 0.8491 | 0.0916 | 0.6636 | 0.1848 | nan | 0.3580 | 0.4910 | 0.0 | 0.7574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6304 | 0.0 | 0.0 | 0.6691 | 0.0 | 0.3443 | 0.3262 | 0.0 | nan | 0.0 | 0.2676 | 0.0 | 0.0 | 0.8152 | 0.7171 | 0.9170 | 0.0000 | 0.0138 | 0.2060 | 0.0 |
| 0.3941 | 70.0 | 7490 | 0.6295 | 0.2814 | 0.3482 | 0.8248 | nan | 0.7540 | 0.9446 | 0.1261 | 0.8654 | 0.1788 | nan | 0.5286 | 0.7921 | 0.0 | 0.9087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8541 | 0.0 | 0.0 | 0.8799 | 0.0 | 0.5621 | 0.3841 | 0.0 | nan | 0.0 | 0.3876 | 0.0 | 0.0 | 0.9026 | 0.8420 | 0.9602 | 0.0000 | 0.0127 | 0.2591 | 0.0 | nan | 0.6649 | 0.8426 | 0.0909 | 0.6614 | 0.1472 | nan | 0.3625 | 0.5344 | 0.0 | 0.7587 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6551 | 0.0 | 0.0 | 0.6738 | 0.0 | 0.3419 | 0.3251 | 0.0 | nan | 0.0 | 0.2699 | 0.0 | 0.0 | 0.8157 | 0.7237 | 0.9189 | 0.0000 | 0.0123 | 0.2063 | 0.0 |
| 0.3723 | 71.0 | 7597 | 0.6136 | 0.2851 | 0.3555 | 0.8245 | nan | 0.7657 | 0.9351 | 0.1292 | 0.8615 | 0.2372 | nan | 0.5278 | 0.7931 | 0.0 | 0.9092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8857 | 0.0 | 0.0 | 0.8408 | 0.0 | 0.5757 | 0.4549 | 0.0 | nan | 0.0 | 0.4165 | 0.0 | 0.0 | 0.9103 | 0.8393 | 0.9636 | 0.0004 | 0.0229 | 0.3081 | 0.0 | nan | 0.6760 | 0.8398 | 0.0924 | 0.6518 | 0.1897 | nan | 0.3505 | 0.5348 | 0.0 | 0.7571 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6611 | 0.0 | 0.0 | 0.6755 | 0.0 | 0.3646 | 0.3619 | 0.0 | nan | 0.0 | 0.2733 | 0.0 | 0.0 | 0.8090 | 0.7150 | 0.9190 | 0.0004 | 0.0211 | 0.2305 | 0.0 |
| 0.3479 | 72.0 | 7704 | 0.6061 | 0.2884 | 0.3557 | 0.8325 | nan | 0.7936 | 0.9508 | 0.1315 | 0.8549 | 0.2708 | nan | 0.5505 | 0.8127 | 0.0 | 0.9252 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8511 | 0.0 | 0.0 | 0.8386 | 0.0 | 0.4955 | 0.4688 | 0.0 | nan | 0.0 | 0.4257 | 0.0 | 0.0 | 0.9102 | 0.8361 | 0.9647 | 0.0 | 0.0295 | 0.2733 | 0.0 | nan | 0.6928 | 0.8570 | 0.0867 | 0.6919 | 0.2109 | nan | 0.3833 | 0.5276 | 0.0 | 0.7488 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6738 | 0.0 | 0.0 | 0.6799 | 0.0 | 0.3550 | 0.3680 | 0.0 | nan | 0.0 | 0.2631 | 0.0 | 0.0 | 0.8084 | 0.7220 | 0.9201 | 0.0 | 0.0269 | 0.2136 | 0.0 |
| 0.3855 | 73.0 | 7811 | 0.6140 | 0.2844 | 0.3517 | 0.8280 | nan | 0.7850 | 0.9335 | 0.1308 | 0.8746 | 0.2526 | nan | 0.5565 | 0.8057 | 0.0 | 0.9215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8211 | 0.0 | 0.0 | 0.8850 | 0.0 | 0.4633 | 0.4599 | 0.0 | nan | 0.0 | 0.3996 | 0.0 | 0.0 | 0.9129 | 0.8173 | 0.9627 | 0.0 | 0.0262 | 0.2472 | 0.0 | nan | 0.6876 | 0.8485 | 0.0883 | 0.6613 | 0.2008 | nan | 0.3733 | 0.5156 | 0.0 | 0.7579 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6635 | 0.0 | 0.0 | 0.6722 | 0.0 | 0.3407 | 0.3598 | 0.0 | nan | 0.0 | 0.2652 | 0.0 | 0.0 | 0.8112 | 0.7110 | 0.9183 | 0.0 | 0.0236 | 0.2031 | 0.0 |
| 0.3729 | 74.0 | 7918 | 0.6198 | 0.2842 | 0.3507 | 0.8236 | nan | 0.7829 | 0.9307 | 0.1299 | 0.8662 | 0.2433 | nan | 0.5390 | 0.7845 | 0.0 | 0.9173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8498 | 0.0 | 0.0 | 0.8569 | 0.0 | 0.5180 | 0.4716 | 0.0 | nan | 0.0 | 0.3838 | 0.0 | 0.0 | 0.9181 | 0.7794 | 0.9605 | 0.0 | 0.0255 | 0.2639 | 0.0 | nan | 0.6945 | 0.8309 | 0.0913 | 0.6524 | 0.1930 | nan | 0.3617 | 0.5286 | 0.0 | 0.7612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6807 | 0.0 | 0.0 | 0.6696 | 0.0 | 0.3450 | 0.3662 | 0.0 | nan | 0.0 | 0.2663 | 0.0 | 0.0 | 0.8067 | 0.6917 | 0.9190 | 0.0 | 0.0232 | 0.2136 | 0.0 |
| 0.3847 | 75.0 | 8025 | 0.6102 | 0.2872 | 0.3542 | 0.8295 | nan | 0.7547 | 0.9536 | 0.1305 | 0.8593 | 0.2643 | nan | 0.5444 | 0.7866 | 0.0 | 0.9128 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8692 | 0.0 | 0.0 | 0.8641 | 0.0 | 0.5149 | 0.4767 | 0.0 | nan | 0.0 | 0.3996 | 0.0 | 0.0 | 0.9072 | 0.8167 | 0.9652 | 0.0 | 0.0273 | 0.2872 | 0.0 | nan | 0.6746 | 0.8521 | 0.0899 | 0.6848 | 0.2061 | nan | 0.3671 | 0.5234 | 0.0 | 0.7691 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6744 | 0.0 | 0.0 | 0.6762 | 0.0 | 0.3446 | 0.3628 | 0.0 | nan | 0.0 | 0.2719 | 0.0 | 0.0 | 0.8109 | 0.7111 | 0.9194 | 0.0 | 0.0241 | 0.2272 | 0.0 |
| 0.3747 | 76.0 | 8132 | 0.6221 | 0.2855 | 0.3530 | 0.8264 | nan | 0.7744 | 0.9357 | 0.1332 | 0.8646 | 0.2509 | nan | 0.5133 | 0.7699 | 0.0 | 0.9257 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8628 | 0.0 | 0.0 | 0.8489 | 0.0 | 0.5518 | 0.4277 | 0.0 | nan | 0.0 | 0.4239 | 0.0 | 0.0 | 0.9115 | 0.8425 | 0.9679 | 0.0 | 0.0170 | 0.2731 | 0.0 | nan | 0.6871 | 0.8423 | 0.0887 | 0.6448 | 0.1990 | nan | 0.3666 | 0.5301 | 0.0 | 0.7518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6831 | 0.0 | 0.0 | 0.6731 | 0.0 | 0.3554 | 0.3631 | 0.0 | nan | 0.0 | 0.2731 | 0.0 | 0.0 | 0.8106 | 0.7180 | 0.9189 | 0.0 | 0.0155 | 0.2154 | 0.0 |
| 0.393 | 77.0 | 8239 | 0.6188 | 0.2845 | 0.3524 | 0.8246 | nan | 0.7827 | 0.9299 | 0.1315 | 0.8704 | 0.2537 | nan | 0.5172 | 0.7217 | 0.0 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8737 | 0.0 | 0.0 | 0.8465 | 0.0 | 0.5902 | 0.4841 | 0.0 | nan | 0.0 | 0.3912 | 0.0 | 0.0 | 0.9111 | 0.8047 | 0.9652 | 0.0 | 0.0183 | 0.2607 | 0.0 | nan | 0.6816 | 0.8433 | 0.0911 | 0.6407 | 0.1997 | nan | 0.3598 | 0.5258 | 0.0 | 0.7555 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6891 | 0.0 | 0.0 | 0.6751 | 0.0 | 0.3515 | 0.3614 | 0.0 | nan | 0.0 | 0.2679 | 0.0 | 0.0 | 0.8116 | 0.7075 | 0.9187 | 0.0 | 0.0161 | 0.2081 | 0.0 |
| 0.3503 | 78.0 | 8346 | 0.6216 | 0.2862 | 0.3506 | 0.8283 | nan | 0.7554 | 0.9490 | 0.1308 | 0.8747 | 0.2635 | nan | 0.5136 | 0.7380 | 0.0 | 0.9021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8697 | 0.0 | 0.0 | 0.8639 | 0.0 | 0.5498 | 0.4507 | 0.0 | nan | 0.0 | 0.3723 | 0.0 | 0.0 | 0.9130 | 0.8144 | 0.9669 | 0.0000 | 0.0202 | 0.2718 | 0.0 | nan | 0.6704 | 0.8499 | 0.0876 | 0.6808 | 0.2080 | nan | 0.3576 | 0.5340 | 0.0 | 0.7722 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6799 | 0.0 | 0.0 | 0.6734 | 0.0 | 0.3529 | 0.3562 | 0.0 | nan | 0.0 | 0.2639 | 0.0 | 0.0 | 0.8091 | 0.7083 | 0.9194 | 0.0000 | 0.0185 | 0.2176 | 0.0 |
| 0.3389 | 79.0 | 8453 | 0.6086 | 0.2873 | 0.3536 | 0.8317 | nan | 0.7849 | 0.9467 | 0.1317 | 0.8604 | 0.2798 | nan | 0.5327 | 0.7801 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8640 | 0.0 | 0.0 | 0.8674 | 0.0 | 0.5225 | 0.4534 | 0.0 | nan | 0.0 | 0.4022 | 0.0 | 0.0 | 0.9105 | 0.8236 | 0.9628 | 0.0 | 0.0203 | 0.2504 | 0.0 | nan | 0.6862 | 0.8560 | 0.0930 | 0.6832 | 0.2170 | nan | 0.3653 | 0.5196 | 0.0 | 0.7605 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6713 | 0.0 | 0.0 | 0.6743 | 0.0 | 0.3523 | 0.3645 | 0.0 | nan | 0.0 | 0.2715 | 0.0 | 0.0 | 0.8142 | 0.7199 | 0.9201 | 0.0 | 0.0189 | 0.2045 | 0.0 |
| 0.3585 | 80.0 | 8560 | 0.6063 | 0.2864 | 0.3520 | 0.8318 | nan | 0.7764 | 0.9462 | 0.1291 | 0.8645 | 0.2672 | nan | 0.5498 | 0.7815 | 0.0 | 0.9163 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8444 | 0.0 | 0.0 | 0.8734 | 0.0 | 0.5129 | 0.4308 | 0.0 | nan | 0.0 | 0.3917 | 0.0 | 0.0 | 0.9168 | 0.8376 | 0.9623 | 0.0 | 0.0157 | 0.2467 | 0.0 | nan | 0.6799 | 0.8577 | 0.0902 | 0.6946 | 0.2078 | nan | 0.3653 | 0.5092 | 0.0 | 0.7677 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6630 | 0.0 | 0.0 | 0.6704 | 0.0 | 0.3574 | 0.3582 | 0.0 | nan | 0.0 | 0.2689 | 0.0 | 0.0 | 0.8115 | 0.7248 | 0.9214 | 0.0 | 0.0149 | 0.2031 | 0.0 |
| 0.3316 | 81.0 | 8667 | 0.6237 | 0.2846 | 0.3499 | 0.8292 | nan | 0.7771 | 0.9554 | 0.1310 | 0.8561 | 0.2328 | nan | 0.5116 | 0.8077 | 0.0 | 0.9220 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8567 | 0.0 | 0.0 | 0.8447 | 0.0 | 0.5184 | 0.4265 | 0.0 | nan | 0.0 | 0.3936 | 0.0 | 0.0 | 0.9163 | 0.7947 | 0.9616 | 0.0 | 0.0194 | 0.2725 | 0.0 | nan | 0.6830 | 0.8478 | 0.0919 | 0.6921 | 0.1856 | nan | 0.3587 | 0.5077 | 0.0 | 0.7572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6634 | 0.0 | 0.0 | 0.6682 | 0.0 | 0.3565 | 0.3552 | 0.0 | nan | 0.0 | 0.2675 | 0.0 | 0.0 | 0.8096 | 0.7085 | 0.9218 | 0.0 | 0.0182 | 0.2152 | 0.0 |
| 0.37 | 82.0 | 8774 | 0.6196 | 0.2852 | 0.3505 | 0.8287 | nan | 0.7762 | 0.9494 | 0.1284 | 0.8690 | 0.2293 | nan | 0.4902 | 0.7878 | 0.0 | 0.9015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8731 | 0.0 | 0.0 | 0.8775 | 0.0 | 0.5446 | 0.4245 | 0.0 | nan | 0.0 | 0.3999 | 0.0 | 0.0 | 0.9022 | 0.8158 | 0.9637 | 0.0000 | 0.0177 | 0.2668 | 0.0 | nan | 0.6814 | 0.8447 | 0.0936 | 0.6709 | 0.1840 | nan | 0.3540 | 0.5202 | 0.0 | 0.7798 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6653 | 0.0 | 0.0 | 0.6719 | 0.0 | 0.3483 | 0.3534 | 0.0 | nan | 0.0 | 0.2708 | 0.0 | 0.0 | 0.8169 | 0.7155 | 0.9201 | 0.0000 | 0.0167 | 0.2179 | 0.0 |
| 0.3627 | 83.0 | 8881 | 0.6121 | 0.2864 | 0.3502 | 0.8309 | nan | 0.7826 | 0.9457 | 0.1303 | 0.8636 | 0.2628 | nan | 0.5182 | 0.7617 | 0.0 | 0.9169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8484 | 0.0 | 0.0 | 0.8981 | 0.0 | 0.5051 | 0.4155 | 0.0 | nan | 0.0 | 0.3909 | 0.0 | 0.0 | 0.9009 | 0.8326 | 0.9629 | 0.0 | 0.0204 | 0.2512 | 0.0 | nan | 0.6893 | 0.8503 | 0.0938 | 0.6786 | 0.2084 | nan | 0.3700 | 0.5230 | 0.0 | 0.7683 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6699 | 0.0 | 0.0 | 0.6627 | 0.0 | 0.3504 | 0.3488 | 0.0 | nan | 0.0 | 0.2671 | 0.0 | 0.0 | 0.8173 | 0.7240 | 0.9195 | 0.0 | 0.0191 | 0.2055 | 0.0 |
| 0.3548 | 84.0 | 8988 | 0.6255 | 0.2871 | 0.3508 | 0.8293 | nan | 0.7457 | 0.9559 | 0.1291 | 0.8691 | 0.2532 | nan | 0.5187 | 0.7411 | 0.0 | 0.9188 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8670 | 0.0 | 0.0 | 0.8565 | 0.0 | 0.5686 | 0.4341 | 0.0 | nan | 0.0 | 0.3870 | 0.0 | 0.0 | 0.9185 | 0.8038 | 0.9562 | 0.0 | 0.0193 | 0.2832 | 0.0 | nan | 0.6752 | 0.8472 | 0.0924 | 0.6852 | 0.2021 | nan | 0.3671 | 0.5311 | 0.0 | 0.7628 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6838 | 0.0 | 0.0 | 0.6761 | 0.0 | 0.3590 | 0.3523 | 0.0 | nan | 0.0 | 0.2738 | 0.0 | 0.0 | 0.8100 | 0.7060 | 0.9238 | 0.0 | 0.0179 | 0.2213 | 0.0 |
| 0.3724 | 85.0 | 9095 | 0.6204 | 0.2872 | 0.3517 | 0.8294 | nan | 0.7477 | 0.9552 | 0.1310 | 0.8738 | 0.2764 | nan | 0.5233 | 0.7399 | 0.0 | 0.9121 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8842 | 0.0 | 0.0 | 0.8752 | 0.0 | 0.5314 | 0.4354 | 0.0 | nan | 0.0 | 0.3917 | 0.0 | 0.0 | 0.9046 | 0.8095 | 0.9608 | 0.0 | 0.0245 | 0.2773 | 0.0 | nan | 0.6719 | 0.8498 | 0.0929 | 0.6746 | 0.2173 | nan | 0.3705 | 0.5351 | 0.0 | 0.7717 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6752 | 0.0 | 0.0 | 0.6721 | 0.0 | 0.3498 | 0.3548 | 0.0 | nan | 0.0 | 0.2703 | 0.0 | 0.0 | 0.8144 | 0.7084 | 0.9218 | 0.0 | 0.0218 | 0.2181 | 0.0 |
| 0.3412 | 86.0 | 9202 | 0.6206 | 0.2865 | 0.3530 | 0.8286 | nan | 0.7376 | 0.9578 | 0.1302 | 0.8737 | 0.2390 | nan | 0.5286 | 0.7728 | 0.0 | 0.9213 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8872 | 0.0 | 0.0 | 0.8562 | 0.0 | 0.5362 | 0.4489 | 0.0 | nan | 0.0 | 0.4215 | 0.0 | 0.0 | 0.9120 | 0.8058 | 0.9629 | 0.0003 | 0.0238 | 0.2789 | 0.0 | nan | 0.6623 | 0.8475 | 0.0928 | 0.6955 | 0.1920 | nan | 0.3685 | 0.5297 | 0.0 | 0.7654 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6686 | 0.0 | 0.0 | 0.6750 | 0.0 | 0.3522 | 0.3603 | 0.0 | nan | 0.0 | 0.2744 | 0.0 | 0.0 | 0.8128 | 0.7070 | 0.9232 | 0.0003 | 0.0215 | 0.2182 | 0.0 |
| 0.3816 | 87.0 | 9309 | 0.6182 | 0.2885 | 0.3576 | 0.8305 | nan | 0.7658 | 0.9495 | 0.1319 | 0.8699 | 0.2584 | nan | 0.5379 | 0.7819 | 0.0 | 0.9261 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8793 | 0.0 | 0.0 | 0.8375 | 0.0 | 0.5918 | 0.4508 | 0.0 | nan | 0.0 | 0.4501 | 0.0 | 0.0 | 0.9060 | 0.8429 | 0.9638 | 0.0 | 0.0206 | 0.2781 | 0.0 | nan | 0.6797 | 0.8510 | 0.0925 | 0.6860 | 0.2044 | nan | 0.3727 | 0.5308 | 0.0 | 0.7534 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.0 | 0.6817 | 0.0 | 0.3627 | 0.3565 | 0.0 | nan | 0.0 | 0.2872 | 0.0 | 0.0 | 0.8167 | 0.7217 | 0.9234 | 0.0 | 0.0186 | 0.2152 | 0.0 |
| 0.3451 | 88.0 | 9416 | 0.6192 | 0.2869 | 0.3519 | 0.8302 | nan | 0.7577 | 0.9534 | 0.1308 | 0.8708 | 0.2657 | nan | 0.5258 | 0.7680 | 0.0 | 0.9224 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.0 | 0.8602 | 0.0 | 0.5584 | 0.4366 | 0.0 | nan | 0.0 | 0.3964 | 0.0 | 0.0 | 0.9124 | 0.8146 | 0.9591 | 0.0 | 0.0151 | 0.2492 | 0.0 | nan | 0.6754 | 0.8507 | 0.0921 | 0.6914 | 0.2094 | nan | 0.3695 | 0.5297 | 0.0 | 0.7594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6818 | 0.0 | 0.0 | 0.6744 | 0.0 | 0.3527 | 0.3531 | 0.0 | nan | 0.0 | 0.2722 | 0.0 | 0.0 | 0.8145 | 0.7132 | 0.9232 | 0.0 | 0.0141 | 0.2027 | 0.0 |
| 0.3549 | 89.0 | 9523 | 0.6111 | 0.2875 | 0.3527 | 0.8318 | nan | 0.7690 | 0.9509 | 0.1307 | 0.8692 | 0.2542 | nan | 0.5263 | 0.7781 | 0.0 | 0.9164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8690 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.5455 | 0.4461 | 0.0 | nan | 0.0 | 0.3868 | 0.0 | 0.0 | 0.9071 | 0.8496 | 0.9605 | 0.0 | 0.0186 | 0.2354 | 0.0 | nan | 0.6819 | 0.8525 | 0.0922 | 0.6967 | 0.2025 | nan | 0.3693 | 0.5314 | 0.0 | 0.7691 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6787 | 0.0 | 0.0 | 0.6703 | 0.0 | 0.3520 | 0.3585 | 0.0 | nan | 0.0 | 0.2679 | 0.0 | 0.0 | 0.8177 | 0.7221 | 0.9224 | 0.0 | 0.0174 | 0.1972 | 0.0 |
| 0.3675 | 90.0 | 9630 | 0.6085 | 0.2871 | 0.3525 | 0.8312 | nan | 0.7783 | 0.9479 | 0.1331 | 0.8670 | 0.2621 | nan | 0.5314 | 0.7927 | 0.0 | 0.9177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8640 | 0.0 | 0.0 | 0.8641 | 0.0 | 0.5337 | 0.4436 | 0.0 | nan | 0.0 | 0.3959 | 0.0 | 0.0 | 0.9199 | 0.8105 | 0.9577 | 0.0 | 0.0193 | 0.2418 | 0.0 | nan | 0.6875 | 0.8524 | 0.0913 | 0.6871 | 0.2078 | nan | 0.3731 | 0.5255 | 0.0 | 0.7704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6773 | 0.0 | 0.0 | 0.6731 | 0.0 | 0.3493 | 0.3616 | 0.0 | nan | 0.0 | 0.2691 | 0.0 | 0.0 | 0.8117 | 0.7092 | 0.9232 | 0.0 | 0.0179 | 0.2013 | 0.0 |
| 0.3346 | 91.0 | 9737 | 0.6175 | 0.2861 | 0.3523 | 0.8294 | nan | 0.7571 | 0.9528 | 0.1329 | 0.8727 | 0.2238 | nan | 0.5224 | 0.7853 | 0.0 | 0.9101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8653 | 0.0 | 0.0 | 0.8636 | 0.0 | 0.5742 | 0.4281 | 0.0 | nan | 0.0 | 0.4133 | 0.0 | 0.0 | 0.9096 | 0.8216 | 0.9655 | 0.0001 | 0.0190 | 0.2571 | 0.0 | nan | 0.6775 | 0.8469 | 0.0898 | 0.6763 | 0.1828 | nan | 0.3720 | 0.5250 | 0.0 | 0.7756 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6748 | 0.0 | 0.0 | 0.6781 | 0.0 | 0.3545 | 0.3506 | 0.0 | nan | 0.0 | 0.2722 | 0.0 | 0.0 | 0.8162 | 0.7140 | 0.9213 | 0.0001 | 0.0176 | 0.2114 | 0.0 |
| 0.3679 | 92.0 | 9844 | 0.6140 | 0.2870 | 0.3545 | 0.8308 | nan | 0.7757 | 0.9425 | 0.1333 | 0.8753 | 0.2634 | nan | 0.5339 | 0.7934 | 0.0 | 0.9171 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8685 | 0.0 | 0.0 | 0.8648 | 0.0 | 0.5513 | 0.4414 | 0.0 | nan | 0.0 | 0.4012 | 0.0 | 0.0 | 0.9139 | 0.8384 | 0.9640 | 0.0001 | 0.0205 | 0.2449 | 0.0 | nan | 0.6849 | 0.8538 | 0.0900 | 0.6714 | 0.2093 | nan | 0.3755 | 0.5232 | 0.0 | 0.7691 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6736 | 0.0 | 0.0 | 0.6739 | 0.0 | 0.3498 | 0.3594 | 0.0 | nan | 0.0 | 0.2714 | 0.0 | 0.0 | 0.8155 | 0.7201 | 0.9216 | 0.0001 | 0.0190 | 0.2031 | 0.0 |
| 0.3564 | 93.0 | 9951 | 0.6306 | 0.2873 | 0.3540 | 0.8295 | nan | 0.7487 | 0.9498 | 0.1348 | 0.8731 | 0.2800 | nan | 0.5271 | 0.7866 | 0.0 | 0.9001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8696 | 0.0 | 0.0 | 0.8795 | 0.0 | 0.5637 | 0.4355 | 0.0 | nan | 0.0 | 0.3995 | 0.0 | 0.0 | 0.9070 | 0.8256 | 0.9621 | 0.0004 | 0.0191 | 0.2643 | 0.0 | nan | 0.6768 | 0.8482 | 0.0894 | 0.6763 | 0.2202 | nan | 0.3755 | 0.5260 | 0.0 | 0.7800 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6703 | 0.0 | 0.0 | 0.6708 | 0.0 | 0.3502 | 0.3531 | 0.0 | nan | 0.0 | 0.2703 | 0.0 | 0.0 | 0.8171 | 0.7166 | 0.9212 | 0.0004 | 0.0177 | 0.2146 | 0.0 |
| 0.3657 | 93.4579 | 10000 | 0.6095 | 0.2881 | 0.3546 | 0.8313 | nan | 0.7705 | 0.9498 | 0.1340 | 0.8681 | 0.2555 | nan | 0.5391 | 0.7858 | 0.0 | 0.9234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8710 | 0.0 | 0.0 | 0.8511 | 0.0 | 0.5804 | 0.4355 | 0.0 | nan | 0.0 | 0.3931 | 0.0 | 0.0 | 0.9126 | 0.8313 | 0.9633 | 0.0 | 0.0209 | 0.2608 | 0.0 | nan | 0.6844 | 0.8516 | 0.0905 | 0.6851 | 0.2043 | nan | 0.3766 | 0.5327 | 0.0 | 0.7630 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6814 | 0.0 | 0.0 | 0.6784 | 0.0 | 0.3576 | 0.3553 | 0.0 | nan | 0.0 | 0.2718 | 0.0 | 0.0 | 0.8160 | 0.7180 | 0.9227 | 0.0 | 0.0191 | 0.2111 | 0.0 |
### Framework versions
- Transformers 4.42.0.dev0
- Pytorch 2.3.1+cu121
- Datasets 2.19.2
- Tokenizers 0.19.1
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