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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: 0.5453
- Mean Iou: 0.3123
- Mean Accuracy: 0.3821
- Overall Accuracy: 0.8406
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8220
- Accuracy Flat-sidewalk: 0.9387
- Accuracy Flat-crosswalk: 0.6663
- Accuracy Flat-cyclinglane: 0.7911
- Accuracy Flat-parkingdriveway: 0.3209
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.5714
- Accuracy Human-person: 0.5996
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9404
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: nan
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6232
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8732
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.7142
- Accuracy Construction-fenceguardrail: 0.5908
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: 0.0
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3235
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9238
- Accuracy Nature-terrain: 0.8502
- Accuracy Sky: 0.9659
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.3317
- Accuracy Void-static: 0.3816
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7048
- Iou Flat-sidewalk: 0.8303
- Iou Flat-crosswalk: 0.6312
- Iou Flat-cyclinglane: 0.6782
- Iou Flat-parkingdriveway: 0.2827
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.4000
- Iou Human-person: 0.4140
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8091
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: nan
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.3207
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.6911
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.5184
- Iou Construction-fenceguardrail: 0.4636
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: 0.0
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2087
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8468
- Iou Nature-terrain: 0.7295
- Iou Sky: 0.9215
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.2688
- Iou Void-static: 0.2733
- 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 | Accuracy Construction-bridge | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-fenceguardrail | Accuracy Construction-stairs | Accuracy Construction-tunnel | Accuracy Construction-wall | Accuracy Flat-crosswalk | Accuracy Flat-curb | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Human-person | Accuracy Human-rider | Accuracy Nature-terrain | Accuracy Nature-vegetation | Accuracy Object-pole | Accuracy Object-trafficlight | Accuracy Object-trafficsign | Accuracy Sky | Accuracy Unlabeled | Accuracy Vehicle-bicycle | Accuracy Vehicle-bus | Accuracy Vehicle-car | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Vehicle-motorcycle | Accuracy Vehicle-tramtrain | Accuracy Vehicle-truck | Accuracy Void-dynamic | Accuracy Void-ground | Accuracy Void-static | Accuracy Void-unclear | Iou Construction-bridge | Iou Construction-building | Iou Construction-door | Iou Construction-fenceguardrail | Iou Construction-stairs | Iou Construction-tunnel | Iou Construction-wall | Iou Flat-crosswalk | Iou Flat-curb | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-road | Iou Flat-sidewalk | Iou Human-person | Iou Human-rider | Iou Nature-terrain | Iou Nature-vegetation | Iou Object-pole | Iou Object-trafficlight | Iou Object-trafficsign | Iou Sky | Iou Unlabeled | Iou Vehicle-bicycle | Iou Vehicle-bus | Iou Vehicle-car | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Vehicle-motorcycle | Iou Vehicle-tramtrain | Iou Vehicle-truck | Iou Void-dynamic | Iou Void-ground | Iou Void-static | Iou Void-unclear | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy |
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| 2.6565 | 1.0 | 107 | 0.0 | 0.7975 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0001 | 0.1613 | 0.0264 | nan | 0.6720 | 0.8392 | 0.0 | 0.0 | 0.8404 | 0.8947 | 0.0 | 0.0 | 0.0 | 0.0920 | nan | 0.0 | 0.0 | 0.8406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4385 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0001 | 0.1605 | 0.0242 | 0.0 | 0.4588 | 0.6841 | 0.0 | 0.0 | 0.4904 | 0.5740 | 0.0 | 0.0 | 0.0 | 0.0918 | nan | 0.0 | 0.0 | 0.5002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.9726 | 0.1614 | 0.1037 | 0.6529 |
| 1.8153 | 2.0 | 214 | 0.0 | 0.8270 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.3100 | 0.0063 | nan | 0.7586 | 0.8437 | 0.0 | 0.0 | 0.8548 | 0.8408 | 0.0 | 0.0 | 0.0 | 0.7401 | nan | 0.0 | 0.0 | 0.8490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4838 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.3052 | 0.0063 | nan | 0.4512 | 0.7037 | 0.0 | 0.0 | 0.4988 | 0.6604 | 0.0 | 0.0 | 0.0 | 0.7126 | nan | 0.0 | 0.0 | 0.5324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.4898 | 0.1884 | 0.1361 | 0.6931 |
| 1.5059 | 3.0 | 321 | 0.0 | 0.8119 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.4839 | 0.0097 | nan | 0.7839 | 0.8792 | 0.0 | 0.0 | 0.8748 | 0.8309 | 0.0 | 0.0 | 0.0 | 0.7939 | nan | 0.0 | 0.0 | 0.8255 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5222 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.4461 | 0.0097 | nan | 0.5118 | 0.7385 | 0.0 | 0.0 | 0.4480 | 0.6201 | 0.0 | 0.0 | 0.0 | 0.7671 | nan | 0.0 | 0.0 | 0.5996 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.2858 | 0.1967 | 0.1457 | 0.7171 |
| 1.2974 | 4.0 | 428 | 0.0 | 0.9107 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.5193 | 0.0394 | nan | 0.6819 | 0.8213 | 0.0 | 0.0 | 0.8799 | 0.8477 | 0.0 | 0.0 | 0.0 | 0.7999 | nan | 0.0 | 0.0 | 0.7091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4222 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.4755 | 0.0373 | nan | 0.4326 | 0.7226 | 0.0 | 0.0 | 0.5089 | 0.6693 | 0.0 | 0.0 | 0.0 | 0.7720 | nan | 0.0 | 0.0 | 0.5591 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.2931 | 0.1940 | 0.1437 | 0.6947 |
| 1.2082 | 5.0 | 535 | 0.0 | 0.9251 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.6249 | 0.0810 | nan | 0.8383 | 0.8276 | 0.0 | 0.0 | 0.9019 | 0.7639 | 0.0 | 0.0 | 0.0 | 0.8666 | nan | 0.0 | 0.0 | 0.8637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4893 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.5462 | 0.0750 | nan | 0.4988 | 0.7480 | 0.0 | 0.0 | 0.4877 | 0.6780 | 0.0 | 0.0 | 0.0 | 0.8051 | nan | 0.0 | 0.0 | 0.6017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.1346 | 0.2092 | 0.1541 | 0.7217 |
| 1.0533 | 6.0 | 642 | 0.0 | 0.8887 | 0.0 | 0.0 | 0.0 | nan | 0.0003 | 0.0034 | 0.0001 | 0.5758 | 0.1782 | nan | 0.7557 | 0.8698 | 0.0 | 0.0 | 0.8777 | 0.8619 | 0.0 | 0.0 | 0.0 | 0.8223 | nan | 0.0 | 0.0 | 0.9004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5200 | 0.0 | 0.0 | 0.0 | nan | 0.0003 | 0.0034 | 0.0001 | 0.4873 | 0.1339 | nan | 0.5271 | 0.7548 | 0.0 | 0.0 | 0.5542 | 0.7061 | 0.0 | 0.0 | 0.0 | 0.7894 | nan | 0.0 | 0.0 | 0.6049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0493 | 0.2104 | 0.1588 | 0.7364 |
| 0.9787 | 7.0 | 749 | 0.0 | 0.9096 | 0.0 | 0.0 | 0.0 | nan | 0.0068 | 0.0007 | 0.0027 | 0.5668 | 0.1591 | nan | 0.7674 | 0.8723 | 0.0 | 0.0 | 0.8149 | 0.8944 | 0.0005 | 0.0 | 0.0 | 0.8193 | nan | 0.0 | 0.0 | 0.9175 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5134 | 0.0 | 0.0 | 0.0 | nan | 0.0067 | 0.0007 | 0.0027 | 0.4962 | 0.1322 | nan | 0.5231 | 0.7581 | 0.0 | 0.0 | 0.6447 | 0.7477 | 0.0005 | 0.0 | 0.0 | 0.7864 | nan | 0.0 | 0.0 | 0.5879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9818 | 0.2104 | 0.1625 | 0.7431 |
| 0.9352 | 8.0 | 856 | 0.0 | 0.9181 | 0.0 | 0.0 | 0.0 | nan | 0.0220 | 0.3888 | 0.0174 | 0.6856 | 0.1735 | nan | 0.7767 | 0.8766 | 0.0 | 0.0 | 0.9052 | 0.7814 | 0.0237 | 0.0 | 0.0 | 0.8373 | nan | 0.0 | 0.0 | 0.9184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5390 | 0.0 | 0.0 | 0.0 | nan | 0.0205 | 0.3059 | 0.0172 | 0.5643 | 0.1403 | nan | 0.5563 | 0.7702 | 0.0 | 0.0 | 0.4875 | 0.6788 | 0.0235 | 0.0 | 0.0 | 0.8045 | nan | 0.0 | 0.0 | 0.6258 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9447 | 0.2289 | 0.1729 | 0.7449 |
| 0.8813 | 9.0 | 963 | 0.0 | 0.9027 | 0.0 | 0.0 | 0.0 | nan | 0.0444 | 0.5346 | 0.0815 | 0.6656 | 0.1494 | nan | 0.7836 | 0.8684 | 0.0098 | 0.0 | 0.8231 | 0.9172 | 0.0707 | 0.0 | 0.0 | 0.8615 | nan | 0.0 | 0.0 | 0.8208 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5668 | 0.0 | 0.0 | 0.0 | nan | 0.0415 | 0.3656 | 0.0737 | 0.5123 | 0.1303 | nan | 0.5382 | 0.7637 | 0.0096 | 0.0 | 0.6133 | 0.7318 | 0.0685 | 0.0 | 0.0 | 0.8106 | nan | 0.0 | 0.0 | 0.6651 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8816 | 0.2354 | 0.1841 | 0.7557 |
| 0.8472 | 10.0 | 1070 | 0.0 | 0.7958 | 0.0 | 0.0 | 0.0 | nan | 0.2135 | 0.5907 | 0.1311 | 0.6663 | 0.2215 | nan | 0.7736 | 0.8817 | 0.0857 | 0.0 | 0.8969 | 0.8565 | 0.1806 | 0.0 | 0.0 | 0.9238 | nan | 0.0 | 0.0 | 0.9459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.5868 | 0.0 | 0.0 | 0.0 | nan | 0.1541 | 0.3492 | 0.1112 | 0.5270 | 0.1677 | nan | 0.5794 | 0.7747 | 0.0819 | 0.0 | 0.5577 | 0.7238 | 0.1398 | 0.0 | 0.0 | 0.8435 | nan | 0.0 | 0.0 | 0.5893 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.8800 | 0.2552 | 0.1934 | 0.7592 |
| 0.8106 | 11.0 | 1177 | 0.0 | 0.8961 | 0.0 | 0.0 | 0.0 | nan | 0.1263 | 0.6559 | 0.1820 | 0.6675 | 0.1933 | nan | 0.7409 | 0.8650 | 0.0082 | 0.0 | 0.8293 | 0.9050 | 0.1567 | 0.0 | 0.0 | 0.8818 | nan | 0.0 | 0.0 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0031 | 0.0 | 0.0 | 0.5524 | 0.0 | 0.0 | 0.0 | nan | 0.0953 | 0.3313 | 0.1481 | 0.5231 | 0.1613 | nan | 0.5669 | 0.7643 | 0.0082 | 0.0 | 0.6577 | 0.7539 | 0.1392 | 0.0 | 0.0 | 0.8412 | nan | 0.0 | 0.0 | 0.6347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0031 | 0.0 | 0.8711 | 0.2510 | 0.1931 | 0.7597 |
| 0.7419 | 12.0 | 1284 | 0.0 | 0.9082 | 0.0 | 0.0 | 0.0 | nan | 0.2287 | 0.5583 | 0.2201 | 0.6230 | 0.2109 | nan | 0.6572 | 0.9225 | 0.1244 | 0.0 | 0.8802 | 0.8402 | 0.2081 | 0.0 | 0.0 | 0.9141 | nan | 0.0 | 0.0 | 0.8896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0204 | 0.0 | 0.0 | 0.5947 | 0.0 | 0.0 | 0.0 | nan | 0.1544 | 0.3939 | 0.1740 | 0.4993 | 0.1772 | nan | 0.5394 | 0.7789 | 0.1162 | 0.0 | 0.5749 | 0.7338 | 0.1704 | 0.0 | 0.0 | 0.8557 | nan | 0.0 | 0.0 | 0.6718 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0200 | 0.0 | 0.8464 | 0.2564 | 0.2017 | 0.7651 |
| 0.7609 | 13.0 | 1391 | 0.0 | 0.8639 | 0.0 | 0.0 | 0.0 | nan | 0.2723 | 0.5618 | 0.1835 | 0.7294 | 0.2595 | nan | 0.8081 | 0.8748 | 0.2091 | 0.0 | 0.7065 | 0.9278 | 0.1908 | 0.0 | 0.0 | 0.9148 | nan | 0.0 | 0.0 | 0.8740 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0120 | 0.0 | 0.0 | 0.5903 | 0.0 | 0.0 | 0.0 | nan | 0.1742 | 0.3625 | 0.1550 | 0.5396 | 0.2070 | nan | 0.5826 | 0.7957 | 0.1913 | 0.0 | 0.6142 | 0.7560 | 0.1445 | 0.0 | 0.0 | 0.8606 | nan | 0.0 | 0.0 | 0.6712 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0117 | 0.0 | 0.7896 | 0.2621 | 0.2080 | 0.7745 |
| 0.7455 | 14.0 | 1498 | 0.0 | 0.8564 | 0.0 | 0.0019 | 0.0 | nan | 0.2225 | 0.5236 | 0.1934 | 0.8098 | 0.2290 | nan | 0.7359 | 0.8144 | 0.3450 | 0.0 | 0.8487 | 0.9055 | 0.2513 | 0.0 | 0.0 | 0.9280 | nan | 0.0 | 0.0 | 0.9383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0673 | 0.0 | 0.0 | 0.6308 | 0.0 | 0.0019 | 0.0 | nan | 0.1726 | 0.3830 | 0.1549 | 0.3913 | 0.1841 | nan | 0.5589 | 0.7489 | 0.2969 | 0.0 | 0.6690 | 0.7714 | 0.1872 | 0.0 | 0.0 | 0.8581 | nan | 0.0 | 0.0 | 0.6264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0586 | 0.0 | 0.8565 | 0.2710 | 0.2092 | 0.7539 |
| 0.6881 | 15.0 | 1605 | 0.0 | 0.8287 | 0.0 | 0.0033 | 0.0 | nan | 0.3191 | 0.5507 | 0.2979 | 0.5358 | 0.2541 | nan | 0.6901 | 0.9374 | 0.4436 | 0.0 | 0.8288 | 0.9143 | 0.3035 | 0.0 | 0.0 | 0.8749 | nan | 0.0 | 0.0 | 0.9256 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1109 | 0.0 | 0.0 | 0.6175 | 0.0 | 0.0033 | 0.0 | nan | 0.1864 | 0.3985 | 0.2078 | 0.4672 | 0.2015 | nan | 0.5951 | 0.7873 | 0.2857 | 0.0 | 0.6630 | 0.7731 | 0.2011 | 0.0 | 0.0 | 0.8380 | nan | 0.0 | 0.0 | 0.6740 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0885 | 0.0 | 0.7964 | 0.2756 | 0.2184 | 0.7782 |
| 0.6765 | 16.0 | 1712 | 0.0 | 0.8966 | 0.0 | 0.0040 | 0.0 | nan | 0.2551 | 0.5566 | 0.2521 | 0.7439 | 0.2253 | nan | 0.7619 | 0.8998 | 0.3746 | 0.0 | 0.8767 | 0.8728 | 0.3282 | 0.0 | 0.0 | 0.9049 | nan | 0.0 | 0.0 | 0.9103 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0815 | 0.0 | 0.0 | 0.6382 | 0.0 | 0.0040 | 0.0 | nan | 0.1860 | 0.3390 | 0.1969 | 0.5335 | 0.1895 | nan | 0.5992 | 0.8004 | 0.2743 | 0.0 | 0.6415 | 0.7725 | 0.2014 | 0.0 | 0.0 | 0.8593 | nan | 0.0 | 0.0 | 0.6739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0690 | 0.0 | 0.7522 | 0.2795 | 0.2181 | 0.7840 |
| 0.6916 | 17.0 | 1819 | 0.0 | 0.9197 | 0.0 | 0.0012 | 0.0 | nan | 0.2264 | 0.5975 | 0.3264 | 0.6124 | 0.2644 | nan | 0.7144 | 0.9387 | 0.4727 | 0.0 | 0.7551 | 0.9054 | 0.2726 | 0.0 | 0.0 | 0.8723 | nan | 0.0 | 0.0 | 0.9130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1324 | 0.0 | 0.0 | 0.6320 | 0.0 | 0.0012 | 0.0 | nan | 0.1790 | 0.3650 | 0.2435 | 0.4937 | 0.2143 | nan | 0.6024 | 0.8068 | 0.3370 | 0.0 | 0.6333 | 0.7786 | 0.2202 | 0.0 | 0.0 | 0.8384 | nan | 0.0 | 0.0 | 0.6874 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1116 | 0.0 | 0.7345 | 0.2789 | 0.2233 | 0.7894 |
| 0.6542 | 18.0 | 1926 | 0.0 | 0.8497 | 0.0 | 0.0173 | 0.0 | nan | 0.3213 | 0.5996 | 0.3201 | 0.6111 | 0.3493 | nan | 0.6840 | 0.9287 | 0.4330 | 0.0 | 0.8411 | 0.8923 | 0.2688 | 0.0 | 0.0 | 0.8652 | nan | 0.0 | 0.0 | 0.9027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0931 | 0.0 | 0.0 | 0.5867 | 0.0 | 0.0170 | 0.0 | nan | 0.1595 | 0.3689 | 0.2485 | 0.5211 | 0.2366 | nan | 0.5922 | 0.7996 | 0.3077 | 0.0 | 0.6825 | 0.7806 | 0.2212 | 0.0 | 0.0 | 0.8294 | nan | 0.0 | 0.0 | 0.6811 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0783 | 0.0 | 0.7572 | 0.2805 | 0.2222 | 0.7793 |
| 0.6571 | 19.0 | 2033 | 0.0 | 0.9083 | 0.0 | 0.0447 | 0.0 | nan | 0.2459 | 0.5112 | 0.2124 | 0.7723 | 0.2259 | nan | 0.7202 | 0.9209 | 0.5086 | 0.0 | 0.7827 | 0.9200 | 0.3190 | 0.0 | 0.0 | 0.9195 | nan | 0.0 | 0.0 | 0.9093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1057 | 0.0 | 0.0 | 0.6473 | 0.0 | 0.0437 | 0.0 | nan | 0.1863 | 0.4262 | 0.1823 | 0.5132 | 0.1920 | nan | 0.6192 | 0.8032 | 0.3263 | 0.0 | 0.6546 | 0.7807 | 0.2313 | 0.0 | 0.0 | 0.8716 | nan | 0.0 | 0.0 | 0.7148 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0893 | 0.0 | 0.7364 | 0.2821 | 0.2276 | 0.7931 |
| 0.6384 | 20.0 | 2140 | 0.0 | 0.8849 | 0.0 | 0.0414 | 0.0 | nan | 0.1962 | 0.5820 | 0.3236 | 0.6575 | 0.2474 | nan | 0.8182 | 0.8822 | 0.6807 | 0.0 | 0.8467 | 0.9131 | 0.3208 | 0.0 | 0.0 | 0.9268 | nan | 0.0 | 0.0 | 0.8965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1188 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.0407 | 0.0 | nan | 0.1568 | 0.5335 | 0.2405 | 0.5179 | 0.2066 | nan | 0.5750 | 0.7900 | 0.2993 | 0.0 | 0.6815 | 0.7709 | 0.2355 | 0.0 | 0.0 | 0.8693 | nan | 0.0 | 0.0 | 0.7333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0981 | 0.0 | 0.7340 | 0.2918 | 0.2311 | 0.7859 |
| 0.6252 | 21.0 | 2247 | 0.0 | 0.8263 | 0.0 | 0.1258 | 0.0 | nan | 0.2778 | 0.6121 | 0.3499 | 0.6934 | 0.2266 | nan | 0.7969 | 0.8769 | 0.6939 | 0.0 | 0.9227 | 0.8686 | 0.4050 | 0.0 | 0.0 | 0.9405 | nan | 0.0 | 0.0 | 0.9128 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1771 | 0.0 | 0.0 | 0.6456 | 0.0 | 0.1131 | 0.0 | nan | 0.1814 | 0.3747 | 0.2492 | 0.5367 | 0.1801 | nan | 0.5816 | 0.8003 | 0.3315 | 0.0 | 0.5921 | 0.7556 | 0.2651 | 0.0 | 0.0 | 0.8754 | nan | 0.0 | 0.0 | 0.7049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1212 | 0.0 | 0.7321 | 0.3033 | 0.2284 | 0.7796 |
| 0.6698 | 22.0 | 2354 | 0.0 | 0.8912 | 0.0 | 0.1502 | 0.0 | nan | 0.2718 | 0.6639 | 0.3004 | 0.6492 | 0.3218 | nan | 0.6951 | 0.9186 | 0.4743 | 0.0 | 0.8959 | 0.8911 | 0.3409 | 0.0 | 0.0 | 0.9252 | nan | 0.0001 | 0.0 | 0.9031 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1087 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.1340 | 0.0 | nan | 0.2023 | 0.3261 | 0.2150 | 0.5312 | 0.2352 | nan | 0.5859 | 0.8034 | 0.2980 | 0.0 | 0.6442 | 0.7695 | 0.2464 | 0.0 | 0.0 | 0.8737 | nan | 0.0001 | 0.0 | 0.6981 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0865 | 0.0 | 0.7266 | 0.2938 | 0.2280 | 0.7872 |
| 0.6429 | 23.0 | 2461 | 0.0 | 0.9294 | 0.0 | 0.0817 | 0.0 | nan | 0.2604 | 0.6158 | 0.3461 | 0.7275 | 0.1766 | nan | 0.8067 | 0.9012 | 0.5425 | 0.0 | 0.8040 | 0.9204 | 0.3580 | 0.0 | 0.0 | 0.9378 | nan | 0.0373 | 0.0 | 0.8848 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0688 | 0.0 | 0.0 | 0.6194 | 0.0 | 0.0780 | 0.0 | nan | 0.1961 | 0.4622 | 0.2457 | 0.5838 | 0.1559 | nan | 0.6136 | 0.8213 | 0.2747 | 0.0 | 0.7080 | 0.7948 | 0.2476 | 0.0 | 0.0 | 0.8849 | nan | 0.0372 | 0.0 | 0.7229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0594 | 0.0 | 0.6875 | 0.2937 | 0.2346 | 0.7987 |
| 0.5917 | 24.0 | 2568 | 0.0 | 0.7986 | 0.0 | 0.1549 | 0.0 | nan | 0.2686 | 0.6394 | 0.3909 | 0.6896 | 0.2851 | nan | 0.7589 | 0.9191 | 0.6678 | 0.0 | 0.8044 | 0.9486 | 0.3270 | 0.0 | 0.0 | 0.9296 | nan | 0.0751 | 0.0 | 0.9440 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1671 | 0.0 | 0.0 | 0.6617 | 0.0 | 0.1325 | 0.0 | nan | 0.1979 | 0.3704 | 0.2705 | 0.5359 | 0.2339 | nan | 0.6163 | 0.8235 | 0.4201 | 0.0 | 0.7010 | 0.7736 | 0.2251 | 0.0 | 0.0 | 0.8827 | nan | 0.0747 | 0.0 | 0.6398 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1288 | 0.0 | 0.6978 | 0.3053 | 0.2403 | 0.7975 |
| 0.5778 | 25.0 | 2675 | 0.0 | 0.9212 | 0.0 | 0.1422 | 0.0 | nan | 0.2097 | 0.5965 | 0.2734 | 0.7111 | 0.2954 | nan | 0.7440 | 0.9157 | 0.6745 | 0.0 | 0.8814 | 0.8879 | 0.3736 | 0.0 | 0.0 | 0.9391 | nan | 0.1615 | 0.0 | 0.9217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1080 | 0.0 | 0.0 | 0.6438 | 0.0 | 0.1322 | 0.0 | nan | 0.1576 | 0.4708 | 0.2033 | 0.5371 | 0.2346 | nan | 0.6170 | 0.8108 | 0.3663 | 0.0 | 0.6723 | 0.7908 | 0.2612 | 0.0 | 0.0 | 0.8791 | nan | 0.1579 | 0.0 | 0.7238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0896 | 0.0 | 0.7019 | 0.3049 | 0.2421 | 0.7968 |
| 0.5839 | 26.0 | 2782 | 0.0 | 0.8477 | 0.0 | 0.1731 | 0.0 | nan | 0.2914 | 0.6101 | 0.3760 | 0.6827 | 0.2357 | nan | 0.8232 | 0.8993 | 0.5657 | 0.0 | 0.9195 | 0.9062 | 0.3810 | 0.0 | 0.0 | 0.9409 | nan | 0.1232 | 0.0 | 0.9046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1500 | 0.0 | 0.0 | 0.6593 | 0.0 | 0.1446 | 0.0 | nan | 0.2071 | 0.4717 | 0.2693 | 0.5334 | 0.1979 | nan | 0.6011 | 0.8287 | 0.4161 | 0.0 | 0.6505 | 0.7672 | 0.2521 | 0.0 | 0.0 | 0.8827 | nan | 0.1228 | 0.0 | 0.7147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1207 | 0.0 | 0.6879 | 0.3072 | 0.2450 | 0.7973 |
| 0.5734 | 27.0 | 2889 | 0.0 | 0.8007 | 0.0 | 0.2540 | 0.0 | nan | 0.3862 | 0.6117 | 0.4273 | 0.7247 | 0.3942 | nan | 0.7622 | 0.9146 | 0.7149 | 0.0 | 0.8766 | 0.8963 | 0.4298 | 0.0 | 0.0 | 0.9339 | nan | 0.3326 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1441 | 0.0 | 0.0 | 0.6389 | 0.0 | 0.2109 | 0.0 | nan | 0.2249 | 0.3922 | 0.2973 | 0.5280 | 0.2871 | nan | 0.6366 | 0.8226 | 0.3818 | 0.0 | 0.6832 | 0.8028 | 0.2587 | 0.0 | 0.0 | 0.8848 | nan | 0.2959 | 0.0 | 0.7255 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1113 | 0.0 | 0.6813 | 0.3292 | 0.2557 | 0.8006 |
| 0.5741 | 28.0 | 2996 | 0.0 | 0.9092 | 0.0 | 0.1978 | 0.0 | nan | 0.2749 | 0.7645 | 0.3532 | 0.7271 | 0.2706 | nan | 0.7194 | 0.9155 | 0.5846 | 0.0 | 0.8878 | 0.9022 | 0.3896 | 0.0 | 0.0 | 0.9181 | nan | 0.3047 | 0.0 | 0.9347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1532 | 0.0 | 0.0 | 0.6509 | 0.0 | 0.1716 | 0.0 | nan | 0.2177 | 0.3532 | 0.2519 | 0.5745 | 0.2240 | nan | 0.6098 | 0.8118 | 0.3964 | 0.0 | 0.6719 | 0.8016 | 0.2893 | 0.0 | 0.0 | 0.8860 | nan | 0.2832 | 0.0 | 0.7055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1234 | 0.0 | 0.6998 | 0.3190 | 0.2507 | 0.8005 |
| 0.5836 | 29.0 | 3103 | 0.0 | 0.8758 | 0.0 | 0.2305 | 0.0 | nan | 0.2952 | 0.6134 | 0.3681 | 0.6283 | 0.3272 | nan | 0.6950 | 0.9400 | 0.6323 | 0.0 | 0.8473 | 0.9286 | 0.3703 | 0.0 | 0.0 | 0.9201 | nan | 0.3964 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1975 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.1947 | 0.0 | nan | 0.2209 | 0.4202 | 0.2705 | 0.5066 | 0.2588 | nan | 0.5920 | 0.8115 | 0.4589 | 0.0 | 0.7138 | 0.7930 | 0.2682 | 0.0 | 0.0 | 0.8848 | nan | 0.3418 | 0.0 | 0.7119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1442 | 0.0 | 0.7093 | 0.3184 | 0.2583 | 0.8015 |
| 0.5577 | 30.0 | 3210 | 0.0 | 0.9147 | 0.0 | 0.2788 | 0.0 | nan | 0.2229 | 0.5876 | 0.4227 | 0.7800 | 0.2299 | nan | 0.7470 | 0.8943 | 0.6187 | 0.0 | 0.8646 | 0.9010 | 0.3976 | 0.0 | 0.0 | 0.9387 | nan | 0.4046 | 0.0 | 0.9205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1340 | 0.0 | 0.0 | 0.6683 | 0.0 | 0.2358 | 0.0 | nan | 0.1901 | 0.4637 | 0.2960 | 0.4967 | 0.2003 | nan | 0.6012 | 0.8010 | 0.4205 | 0.0 | 0.7067 | 0.8031 | 0.2925 | 0.0 | 0.0 | 0.8828 | nan | 0.3489 | 0.0 | 0.7312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1072 | 0.0 | 0.6963 | 0.3205 | 0.2577 | 0.7976 |
| 0.5545 | 31.0 | 3317 | 0.0 | 0.9001 | 0.0 | 0.2977 | 0.0 | nan | 0.2712 | 0.6252 | 0.3806 | 0.7290 | 0.2459 | nan | 0.7609 | 0.9054 | 0.7156 | 0.0 | 0.8482 | 0.9031 | 0.4154 | 0.0 | 0.0 | 0.9352 | nan | 0.4643 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1637 | 0.0 | 0.0 | 0.6673 | 0.0 | 0.2376 | 0.0 | nan | 0.2101 | 0.3995 | 0.2665 | 0.5230 | 0.2174 | nan | 0.6141 | 0.8159 | 0.4339 | 0.0 | 0.7005 | 0.8009 | 0.2695 | 0.0 | 0.0 | 0.8859 | nan | 0.3878 | 0.0 | 0.7091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1213 | 0.0 | 0.6836 | 0.3280 | 0.2581 | 0.8010 |
| 0.5269 | 32.0 | 3424 | 0.0 | 0.9060 | 0.0 | 0.4759 | 0.0 | nan | 0.3232 | 0.6432 | 0.3927 | 0.6342 | 0.2602 | nan | 0.7524 | 0.9194 | 0.7033 | 0.0 | 0.8792 | 0.8537 | 0.4221 | 0.0 | 0.0 | 0.9403 | nan | 0.4556 | 0.0 | 0.9178 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1575 | 0.0 | 0.0 | 0.6672 | 0.0 | 0.3371 | 0.0 | nan | 0.2263 | 0.3706 | 0.2765 | 0.5210 | 0.2255 | nan | 0.5975 | 0.8101 | 0.4598 | 0.0 | 0.6359 | 0.7793 | 0.2807 | 0.0 | 0.0 | 0.8920 | nan | 0.3796 | 0.0 | 0.7200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1272 | 0.0 | 0.6946 | 0.3324 | 0.2596 | 0.7966 |
| 0.5213 | 33.0 | 3531 | 0.0 | 0.8315 | 0.0 | 0.4657 | 0.0 | nan | 0.3881 | 0.6345 | 0.4295 | 0.6866 | 0.2536 | nan | 0.7532 | 0.9289 | 0.6601 | 0.0 | 0.8186 | 0.9079 | 0.3757 | 0.0 | 0.0 | 0.9176 | nan | 0.5423 | 0.0 | 0.9215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1955 | 0.0 | 0.0 | 0.6437 | 0.0 | 0.3329 | 0.0 | nan | 0.2176 | 0.4091 | 0.2939 | 0.5582 | 0.2099 | nan | 0.6195 | 0.8257 | 0.4062 | 0.0 | 0.6797 | 0.8014 | 0.2790 | 0.0 | 0.0 | 0.8839 | nan | 0.4195 | 0.0 | 0.7277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1398 | 0.0 | 0.6696 | 0.3347 | 0.2640 | 0.8028 |
| 0.5055 | 34.0 | 3638 | 0.0 | 0.8649 | 0.0 | 0.3888 | 0.0 | nan | 0.3544 | 0.5920 | 0.3898 | 0.7622 | 0.2193 | nan | 0.7865 | 0.9063 | 0.6768 | 0.0 | 0.8973 | 0.8918 | 0.4342 | 0.0 | 0.0 | 0.9390 | nan | 0.5511 | 0.0 | 0.9095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2330 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.3081 | 0.0 | nan | 0.2152 | 0.4420 | 0.2797 | 0.5614 | 0.1915 | nan | 0.6343 | 0.8194 | 0.4193 | 0.0 | 0.6603 | 0.7899 | 0.2946 | 0.0 | 0.0 | 0.8978 | nan | 0.4256 | 0.0 | 0.7625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1620 | 0.0 | 0.6759 | 0.3374 | 0.2666 | 0.8045 |
| 0.5124 | 35.0 | 3745 | 0.0 | 0.9149 | 0.0 | 0.2266 | 0.0 | nan | 0.2506 | 0.5803 | 0.3588 | 0.7242 | 0.2005 | nan | 0.7093 | 0.9308 | 0.6701 | 0.0 | 0.8525 | 0.8968 | 0.4241 | 0.0 | 0.0 | 0.9384 | nan | 0.5869 | 0.0 | 0.9321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1433 | 0.0 | 0.0 | 0.6710 | 0.0 | 0.2056 | 0.0 | nan | 0.1856 | 0.4767 | 0.2627 | 0.5190 | 0.1790 | nan | 0.6001 | 0.8052 | 0.4527 | 0.0 | 0.7062 | 0.8069 | 0.3050 | 0.0 | 0.0 | 0.8952 | nan | 0.4466 | 0.0 | 0.7249 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1195 | 0.0 | 0.6842 | 0.3231 | 0.2613 | 0.8015 |
| 0.4959 | 36.0 | 3852 | 0.0 | 0.8790 | 0.0 | 0.3951 | 0.0 | nan | 0.3026 | 0.6862 | 0.3491 | 0.6539 | 0.2649 | nan | 0.7458 | 0.9103 | 0.7193 | 0.0 | 0.7866 | 0.9228 | 0.4530 | 0.0 | 0.0 | 0.9465 | nan | 0.5683 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2218 | 0.0 | 0.0 | 0.6744 | 0.0 | 0.2824 | 0.0 | nan | 0.1899 | 0.4262 | 0.2589 | 0.5171 | 0.2221 | nan | 0.6050 | 0.8097 | 0.4873 | 0.0 | 0.6860 | 0.7991 | 0.2925 | 0.0 | 0.0 | 0.9010 | nan | 0.4504 | 0.0 | 0.7251 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1442 | 0.0 | 0.6853 | 0.3355 | 0.2647 | 0.7987 |
| 0.4958 | 37.0 | 3959 | 0.0 | 0.7509 | 0.0 | 0.4632 | 0.0 | nan | 0.3745 | 0.6063 | 0.4119 | 0.6774 | 0.2271 | nan | 0.8061 | 0.9174 | 0.7258 | 0.0 | 0.8569 | 0.9360 | 0.4130 | 0.0 | 0.0 | 0.9352 | nan | 0.7228 | 0.0 | 0.8839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3199 | 0.0 | 0.0 | 0.6300 | 0.0 | 0.2861 | 0.0 | nan | 0.1945 | 0.4176 | 0.2925 | 0.5179 | 0.1990 | nan | 0.6393 | 0.8261 | 0.4386 | 0.0 | 0.7103 | 0.7994 | 0.2762 | 0.0 | 0.0 | 0.8997 | nan | 0.4071 | 0.0 | 0.7774 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1933 | 0.0 | 0.6565 | 0.3446 | 0.2658 | 0.8017 |
| 0.5013 | 38.0 | 4066 | 0.0 | 0.8619 | 0.0 | 0.3570 | 0.0 | nan | 0.3168 | 0.6329 | 0.4214 | 0.5528 | 0.2093 | nan | 0.7294 | 0.9391 | 0.7966 | 0.0 | 0.8516 | 0.9236 | 0.4781 | 0.0 | 0.0 | 0.9385 | nan | 0.5837 | 0.0 | 0.9275 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2179 | 0.0 | 0.0 | 0.6793 | 0.0 | 0.3130 | 0.0 | nan | 0.2073 | 0.4319 | 0.2970 | 0.4523 | 0.1862 | nan | 0.6205 | 0.8096 | 0.3777 | 0.0 | 0.7073 | 0.8023 | 0.2939 | 0.0 | 0.0 | 0.8996 | nan | 0.4674 | 0.0 | 0.7528 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1439 | 0.0 | 0.6816 | 0.3356 | 0.2638 | 0.8016 |
| 0.5281 | 39.0 | 4173 | 0.0 | 0.8928 | 0.0 | 0.4702 | 0.0 | nan | 0.3180 | 0.6194 | 0.3986 | 0.6849 | 0.2775 | nan | 0.7503 | 0.9264 | 0.6477 | 0.0 | 0.8682 | 0.9023 | 0.4431 | 0.0 | 0.0 | 0.9526 | nan | 0.6658 | 0.0 | 0.9184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1814 | 0.0 | 0.0 | 0.6700 | 0.0 | 0.3452 | 0.0 | nan | 0.2057 | 0.4170 | 0.2878 | 0.5042 | 0.2297 | nan | 0.6408 | 0.8273 | 0.4644 | 0.0 | 0.7025 | 0.8064 | 0.3063 | 0.0 | 0.0 | 0.8981 | nan | 0.4867 | 0.0 | 0.7473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1373 | 0.0 | 0.6531 | 0.3412 | 0.2711 | 0.8084 |
| 0.4642 | 40.0 | 4280 | 0.0 | 0.8705 | 0.0 | 0.4131 | 0.0 | nan | 0.3329 | 0.6256 | 0.4232 | 0.6321 | 0.3194 | nan | 0.7360 | 0.9466 | 0.7107 | 0.0 | 0.9011 | 0.8641 | 0.4380 | 0.0 | 0.0 | 0.9412 | nan | 0.6649 | 0.0 | 0.9078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1999 | 0.0 | 0.0 | 0.6692 | 0.0 | 0.3172 | 0.0 | nan | 0.2010 | 0.3998 | 0.2886 | 0.5335 | 0.2623 | nan | 0.6463 | 0.8276 | 0.4132 | 0.0 | 0.6283 | 0.7706 | 0.3106 | 0.0 | 0.0 | 0.8973 | nan | 0.4979 | 0.0 | 0.7587 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1438 | 0.0 | 0.6581 | 0.3415 | 0.2677 | 0.8055 |
| 0.4831 | 41.0 | 4387 | 0.0 | 0.8860 | 0.0 | 0.4131 | 0.0 | nan | 0.2894 | 0.6372 | 0.4171 | 0.6812 | 0.2075 | nan | 0.7951 | 0.9141 | 0.6933 | 0.0 | 0.8844 | 0.8988 | 0.4327 | 0.0 | 0.0 | 0.9427 | nan | 0.6858 | 0.0 | 0.9285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2420 | 0.0 | 0.0 | 0.6691 | 0.0 | 0.3088 | 0.0 | nan | 0.2073 | 0.4344 | 0.3032 | 0.5591 | 0.1867 | nan | 0.6253 | 0.8188 | 0.4484 | 0.0 | 0.7043 | 0.8055 | 0.3157 | 0.0 | 0.0 | 0.8995 | nan | 0.4878 | 0.0 | 0.7087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1631 | 0.0 | 0.6573 | 0.3422 | 0.2702 | 0.8071 |
| 0.4714 | 42.0 | 4494 | 0.0 | 0.8946 | 0.0 | 0.3704 | 0.0 | nan | 0.2957 | 0.6643 | 0.4568 | 0.6497 | 0.3592 | nan | 0.7478 | 0.9243 | 0.6273 | 0.0 | 0.9198 | 0.8512 | 0.4352 | 0.0 | 0.0 | 0.9436 | nan | 0.7072 | 0.0 | 0.9447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2599 | 0.0 | 0.0 | 0.6701 | 0.0 | 0.2442 | 0.0 | nan | 0.2178 | 0.3513 | 0.3192 | 0.5243 | 0.2831 | nan | 0.6260 | 0.8325 | 0.4782 | 0.0 | 0.6241 | 0.7831 | 0.3127 | 0.0 | 0.0 | 0.8992 | nan | 0.4946 | 0.0 | 0.7056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1871 | 0.0 | 0.6549 | 0.3454 | 0.2673 | 0.8045 |
| 0.4878 | 43.0 | 4601 | 0.0 | 0.9033 | 0.0 | 0.3113 | 0.0 | nan | 0.2935 | 0.6221 | 0.3967 | 0.6793 | 0.3211 | nan | 0.7428 | 0.9121 | 0.6910 | 0.0 | 0.8810 | 0.9132 | 0.4458 | 0.0 | 0.0 | 0.9358 | nan | 0.6824 | 0.0 | 0.9124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1703 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.2277 | 0.0 | nan | 0.2084 | 0.4498 | 0.2853 | 0.4922 | 0.2737 | nan | 0.6147 | 0.8098 | 0.4437 | 0.0 | 0.7178 | 0.8046 | 0.2922 | 0.0 | 0.0 | 0.8994 | nan | 0.5097 | 0.0 | 0.7565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1302 | 0.0 | 0.6586 | 0.3379 | 0.2685 | 0.8038 |
| 0.4805 | 44.0 | 4708 | 0.0 | 0.8824 | 0.0 | 0.4241 | 0.0 | nan | 0.3467 | 0.7158 | 0.3892 | 0.7250 | 0.2814 | nan | 0.7464 | 0.8815 | 0.6941 | 0.0 | 0.8797 | 0.8895 | 0.4336 | 0.0 | 0.0 | 0.9494 | nan | 0.7047 | 0.0 | 0.9271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2682 | 0.0 | 0.0 | 0.6706 | 0.0 | 0.3130 | 0.0 | nan | 0.2076 | 0.3547 | 0.2856 | 0.4866 | 0.2421 | nan | 0.6148 | 0.7963 | 0.4777 | 0.0 | 0.6900 | 0.7974 | 0.3125 | 0.0 | 0.0 | 0.9002 | nan | 0.4969 | 0.0 | 0.7504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1810 | 0.0 | 0.6820 | 0.3481 | 0.2680 | 0.7946 |
| 0.4747 | 45.0 | 4815 | 0.0 | 0.8139 | 0.0 | 0.4088 | 0.0 | nan | 0.3106 | 0.6807 | 0.4671 | 0.6958 | 0.2292 | nan | 0.8321 | 0.9179 | 0.7484 | 0.0 | 0.8543 | 0.9247 | 0.4923 | 0.0 | 0.0 | 0.9555 | nan | 0.7380 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2129 | 0.0 | 0.0 | 0.6686 | 0.0 | 0.3037 | 0.0 | nan | 0.1998 | 0.4850 | 0.3274 | 0.5518 | 0.2008 | nan | 0.6553 | 0.8314 | 0.4621 | 0.0 | 0.7211 | 0.8091 | 0.3011 | 0.0 | 0.0 | 0.9038 | nan | 0.4781 | 0.0 | 0.7437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1502 | 0.0 | 0.6262 | 0.3507 | 0.2748 | 0.8131 |
| 0.4681 | 46.0 | 4922 | 0.0 | 0.8402 | 0.0 | 0.3950 | 0.0 | nan | 0.3435 | 0.6379 | 0.4827 | 0.6967 | 0.3347 | nan | 0.8343 | 0.9109 | 0.7782 | 0.0 | 0.8995 | 0.9110 | 0.4448 | 0.0 | 0.0 | 0.9547 | nan | 0.7459 | 0.0 | 0.9330 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2634 | 0.0 | 0.0 | 0.6763 | 0.0 | 0.3256 | 0.0 | nan | 0.2373 | 0.4296 | 0.3347 | 0.5622 | 0.2714 | nan | 0.6528 | 0.8350 | 0.4949 | 0.0 | 0.7053 | 0.8056 | 0.3120 | 0.0 | 0.0 | 0.9040 | nan | 0.4853 | 0.0 | 0.7434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1809 | 0.0 | 0.6220 | 0.3565 | 0.2799 | 0.8162 |
| 0.419 | 47.0 | 5029 | 0.0 | 0.8527 | 0.0 | 0.4471 | 0.0 | nan | 0.3417 | 0.6008 | 0.4955 | 0.7197 | 0.2757 | nan | 0.8323 | 0.8835 | 0.7060 | 0.0 | 0.8791 | 0.9219 | 0.3697 | 0.0 | 0.0 | 0.9280 | nan | 0.7093 | 0.0 | 0.9327 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2186 | 0.0 | 0.0 | 0.6613 | 0.0 | 0.3293 | 0.0 | nan | 0.2184 | 0.4937 | 0.3240 | 0.5170 | 0.2344 | nan | 0.6411 | 0.8225 | 0.5321 | 0.0 | 0.7023 | 0.7950 | 0.2979 | 0.0 | 0.0 | 0.8961 | nan | 0.5071 | 0.0 | 0.7187 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1744 | 0.0 | 0.6605 | 0.3473 | 0.2770 | 0.8059 |
| 0.4736 | 48.0 | 5136 | 0.0 | 0.8026 | 0.0 | 0.5737 | 0.0 | nan | 0.4110 | 0.6952 | 0.3557 | 0.7365 | 0.3253 | nan | 0.7093 | 0.9250 | 0.7357 | 0.0 | 0.8942 | 0.8800 | 0.4467 | 0.0 | 0.0 | 0.9579 | nan | 0.6806 | 0.0 | 0.9206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2863 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.3273 | 0.0 | nan | 0.2130 | 0.3824 | 0.2797 | 0.5295 | 0.2802 | nan | 0.5993 | 0.8177 | 0.5033 | 0.0 | 0.6894 | 0.8022 | 0.3029 | 0.0 | 0.0 | 0.9009 | nan | 0.5006 | 0.0 | 0.7643 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1923 | 0.0 | 0.6830 | 0.3543 | 0.2730 | 0.8008 |
| 0.4425 | 49.0 | 5243 | 0.0 | 0.7921 | 0.0 | 0.5531 | 0.0 | nan | 0.3940 | 0.7707 | 0.4011 | 0.6824 | 0.3842 | nan | 0.7273 | 0.9257 | 0.7685 | 0.0 | 0.8880 | 0.9076 | 0.4550 | 0.0 | 0.0 | 0.9551 | nan | 0.7330 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2620 | 0.0 | 0.0 | 0.6538 | 0.0 | 0.2907 | 0.0 | nan | 0.2122 | 0.3565 | 0.2962 | 0.5324 | 0.3094 | nan | 0.6311 | 0.8308 | 0.4845 | 0.0 | 0.7015 | 0.8021 | 0.2936 | 0.0 | 0.0 | 0.9025 | nan | 0.4894 | 0.0 | 0.7460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1746 | 0.0 | 0.6564 | 0.3602 | 0.2721 | 0.8055 |
| 0.4661 | 50.0 | 5350 | 0.0 | 0.8057 | 0.0 | 0.5361 | 0.0 | nan | 0.3774 | 0.6634 | 0.4568 | 0.7309 | 0.2670 | nan | 0.7893 | 0.9067 | 0.7933 | 0.0 | 0.9024 | 0.8721 | 0.4749 | 0.0 | 0.0 | 0.9422 | nan | 0.7443 | 0.0 | 0.9375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3137 | 0.0 | 0.0 | 0.6580 | 0.0 | 0.3192 | 0.0 | nan | 0.1932 | 0.3982 | 0.3127 | 0.5787 | 0.2306 | nan | 0.6296 | 0.8278 | 0.4690 | 0.0 | 0.6596 | 0.7925 | 0.3145 | 0.0 | 0.0 | 0.9057 | nan | 0.4979 | 0.0 | 0.7491 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1928 | 0.0 | 0.6489 | 0.3598 | 0.2728 | 0.8032 |
| 0.4256 | 51.0 | 5457 | 0.0 | 0.8672 | 0.0 | 0.4777 | 0.0 | nan | 0.3676 | 0.6395 | 0.5028 | 0.6649 | 0.3376 | nan | 0.7862 | 0.9337 | 0.7858 | 0.0 | 0.8546 | 0.9026 | 0.4770 | 0.0 | 0.0 | 0.9547 | nan | 0.7407 | 0.0 | 0.9300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2173 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.3788 | 0.0 | nan | 0.2209 | 0.4977 | 0.3397 | 0.5864 | 0.2740 | nan | 0.6558 | 0.8276 | 0.4978 | 0.0 | 0.7259 | 0.8143 | 0.3176 | 0.0 | 0.0 | 0.9035 | nan | 0.5077 | 0.0 | 0.7595 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1557 | 0.0 | 0.6223 | 0.3575 | 0.2856 | 0.8180 |
| 0.4521 | 52.0 | 5564 | 0.0 | 0.8747 | 0.0 | 0.4678 | 0.0 | nan | 0.3192 | 0.6484 | 0.3583 | 0.7574 | 0.2903 | nan | 0.6127 | 0.9469 | 0.7390 | 0.0 | 0.8844 | 0.9108 | 0.4266 | 0.0 | 0.0 | 0.9525 | nan | 0.7503 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2319 | 0.0 | 0.0 | 0.6755 | 0.0 | 0.3182 | 0.0 | nan | 0.1914 | 0.3799 | 0.2700 | 0.5715 | 0.2491 | nan | 0.5706 | 0.8172 | 0.5261 | 0.0 | 0.7168 | 0.8136 | 0.3114 | 0.0 | 0.0 | 0.9068 | nan | 0.4979 | 0.0 | 0.7388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1589 | 0.0 | 0.7228 | 0.3471 | 0.2723 | 0.8057 |
| 0.4594 | 53.0 | 5671 | 0.0 | 0.8640 | 0.0 | 0.4316 | 0.0 | nan | 0.3507 | 0.6731 | 0.4467 | 0.6220 | 0.2304 | nan | 0.7081 | 0.9579 | 0.7696 | 0.0 | 0.8863 | 0.8956 | 0.4593 | 0.0 | 0.0 | 0.9481 | nan | 0.6978 | 0.0 | 0.9423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2288 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.3201 | 0.0 | nan | 0.2219 | 0.4133 | 0.3128 | 0.5093 | 0.2070 | nan | 0.6373 | 0.8249 | 0.5076 | 0.0 | 0.6897 | 0.8032 | 0.3026 | 0.0 | 0.0 | 0.9077 | nan | 0.5201 | 0.0 | 0.7468 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1619 | 0.0 | 0.6590 | 0.3473 | 0.2741 | 0.8109 |
| 0.4292 | 54.0 | 5778 | 0.0 | 0.8348 | 0.0 | 0.5076 | 0.0 | nan | 0.3867 | 0.6328 | 0.4033 | 0.6993 | 0.3455 | nan | 0.7519 | 0.9264 | 0.7356 | 0.0 | 0.9025 | 0.8939 | 0.4629 | 0.0 | 0.0 | 0.9510 | nan | 0.7576 | 0.0 | 0.9176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2736 | 0.0 | 0.0 | 0.6714 | 0.0 | 0.3257 | 0.0 | nan | 0.2035 | 0.5028 | 0.3065 | 0.5403 | 0.2818 | nan | 0.6383 | 0.8249 | 0.5152 | 0.0 | 0.6904 | 0.8033 | 0.2960 | 0.0 | 0.0 | 0.9079 | nan | 0.4958 | 0.0 | 0.7713 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1787 | 0.0 | 0.6394 | 0.3557 | 0.2798 | 0.8092 |
| 0.4494 | 55.0 | 5885 | 0.0 | 0.8844 | 0.0 | 0.4411 | 0.0 | nan | 0.3325 | 0.6274 | 0.4516 | 0.6744 | 0.2684 | nan | 0.7502 | 0.9321 | 0.7468 | 0.0 | 0.8040 | 0.9305 | 0.4396 | 0.0 | 0.0 | 0.9461 | nan | 0.7823 | 0.0 | 0.8996 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.2080 | 0.0 | 0.0 | 0.6811 | 0.0 | 0.3156 | 0.0 | nan | 0.2063 | 0.4219 | 0.3271 | 0.5443 | 0.2390 | nan | 0.6275 | 0.8219 | 0.5092 | 0.0 | 0.7164 | 0.8065 | 0.2998 | 0.0 | 0.0 | 0.9075 | nan | 0.4419 | 0.0 | 0.7686 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.1529 | 0.0 | 0.6424 | 0.3475 | 0.2746 | 0.8117 |
| 0.4294 | 56.0 | 5992 | 0.0 | 0.8976 | 0.0 | 0.4680 | 0.0 | nan | 0.3425 | 0.6190 | 0.4314 | 0.6770 | 0.3085 | nan | 0.7059 | 0.9529 | 0.7681 | 0.0 | 0.8552 | 0.9063 | 0.4410 | 0.0 | 0.0 | 0.9526 | nan | 0.7496 | 0.0 | 0.9177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.2113 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3638 | 0.0 | nan | 0.2346 | 0.4123 | 0.3259 | 0.5412 | 0.2595 | nan | 0.6095 | 0.8275 | 0.4918 | 0.0 | 0.7346 | 0.8133 | 0.2980 | 0.0 | 0.0 | 0.9071 | nan | 0.4929 | 0.0 | 0.7684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.1561 | 0.0 | 0.6518 | 0.3502 | 0.2791 | 0.8157 |
| 0.4404 | 57.0 | 6099 | 0.0 | 0.8956 | 0.0 | 0.4652 | 0.0 | nan | 0.3053 | 0.5931 | 0.3719 | 0.7425 | 0.3279 | nan | 0.7655 | 0.9342 | 0.6656 | 0.0 | 0.8289 | 0.9263 | 0.4147 | 0.0 | 0.0 | 0.9513 | nan | 0.7603 | 0.0 | 0.9333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.2207 | 0.0 | 0.0 | 0.6926 | 0.0 | 0.3228 | 0.0 | nan | 0.2046 | 0.5076 | 0.3023 | 0.5902 | 0.2677 | nan | 0.6498 | 0.8285 | 0.5208 | 0.0 | 0.7265 | 0.8112 | 0.3032 | 0.0 | 0.0 | 0.9083 | nan | 0.4687 | 0.0 | 0.7536 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.1627 | 0.0 | 0.6298 | 0.3470 | 0.2819 | 0.8199 |
| 0.4254 | 58.0 | 6206 | 0.0 | 0.8663 | 0.0 | 0.4342 | 0.0 | nan | 0.3106 | 0.6058 | 0.4613 | 0.6708 | 0.3024 | nan | 0.7520 | 0.9387 | 0.8012 | 0.0 | 0.8518 | 0.9194 | 0.4829 | 0.0 | 0.0 | 0.9426 | nan | 0.7812 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.2831 | 0.0 | 0.0 | 0.6962 | 0.0 | 0.3329 | 0.0 | nan | 0.2048 | 0.4916 | 0.3322 | 0.5489 | 0.2571 | nan | 0.6467 | 0.8232 | 0.5156 | 0.0 | 0.7277 | 0.8109 | 0.2931 | 0.0 | 0.0 | 0.9087 | nan | 0.4685 | 0.0 | 0.7608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.1732 | 0.0 | 0.6405 | 0.3545 | 0.2812 | 0.8157 |
| 0.4164 | 59.0 | 6313 | 0.0 | 0.9146 | 0.0 | 0.4587 | 0.0 | nan | 0.2989 | 0.6010 | 0.3841 | 0.6391 | 0.3067 | nan | 0.7498 | 0.9371 | 0.7594 | 0.0 | 0.8833 | 0.8948 | 0.4520 | 0.0 | 0.0 | 0.9455 | nan | 0.7465 | 0.0 | 0.9454 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2239 | 0.0 | 0.0 | 0.6925 | 0.0 | 0.3551 | 0.0 | nan | 0.2122 | 0.4631 | 0.3021 | 0.5018 | 0.2635 | nan | 0.6420 | 0.8140 | 0.5532 | 0.0 | 0.7154 | 0.8122 | 0.3145 | 0.0 | 0.0 | 0.9040 | nan | 0.4988 | 0.0 | 0.7542 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1658 | 0.0 | 0.6517 | 0.3482 | 0.2801 | 0.8131 |
| 0.3823 | 60.0 | 6420 | 0.0 | 0.8996 | 0.0 | 0.4467 | 0.0 | nan | 0.2645 | 0.6417 | 0.4255 | 0.6317 | 0.3183 | nan | 0.7917 | 0.9441 | 0.7665 | 0.0 | 0.8413 | 0.9202 | 0.4940 | 0.0 | 0.0 | 0.9586 | nan | 0.7351 | 0.0 | 0.9494 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.2062 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.3343 | 0.0 | nan | 0.2083 | 0.4730 | 0.3271 | 0.5285 | 0.2620 | nan | 0.6697 | 0.8329 | 0.5311 | 0.0 | 0.7315 | 0.8182 | 0.2794 | 0.0 | 0.0 | 0.9065 | nan | 0.5006 | 0.0 | 0.7512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.1532 | 0.0 | 0.6152 | 0.3511 | 0.2817 | 0.8221 |
| 0.4264 | 61.0 | 6527 | 0.0 | 0.8899 | 0.0 | 0.5092 | 0.0 | nan | 0.3008 | 0.6231 | 0.4186 | 0.7128 | 0.3189 | nan | 0.7527 | 0.9254 | 0.7602 | 0.0 | 0.8910 | 0.9120 | 0.4520 | 0.0 | 0.0 | 0.9510 | nan | 0.7332 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.2553 | 0.0 | 0.0 | 0.7043 | 0.0 | 0.3398 | 0.0 | nan | 0.2141 | 0.4455 | 0.3158 | 0.5493 | 0.2689 | nan | 0.6372 | 0.8246 | 0.5279 | 0.0 | 0.7064 | 0.8068 | 0.3112 | 0.0 | 0.0 | 0.9081 | nan | 0.4899 | 0.0 | 0.7489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.1792 | 0.0 | 0.6340 | 0.3546 | 0.2806 | 0.8157 |
| 0.4051 | 62.0 | 6634 | 0.0 | 0.9085 | 0.0 | 0.4420 | 0.0 | nan | 0.3199 | 0.6534 | 0.4284 | 0.7220 | 0.3306 | nan | 0.7673 | 0.9232 | 0.7586 | 0.0 | 0.9002 | 0.9025 | 0.4679 | 0.0 | 0.0 | 0.9424 | nan | 0.7207 | 0.0 | 0.9332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2895 | 0.0 | 0.0 | 0.6784 | 0.0 | 0.3445 | 0.0 | nan | 0.2082 | 0.4523 | 0.3186 | 0.5612 | 0.2726 | nan | 0.6628 | 0.8334 | 0.5184 | 0.0 | 0.7278 | 0.8150 | 0.3297 | 0.0 | 0.0 | 0.9050 | nan | 0.4988 | 0.0 | 0.7560 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1900 | 0.0 | 0.6268 | 0.3566 | 0.2835 | 0.8184 |
| 0.4135 | 63.0 | 6741 | 0.0 | 0.9089 | 0.0 | 0.4730 | 0.0 | nan | 0.2668 | 0.6423 | 0.4607 | 0.6895 | 0.3119 | nan | 0.7745 | 0.9383 | 0.7458 | 0.0 | 0.8750 | 0.9103 | 0.4368 | 0.0 | 0.0 | 0.9565 | nan | 0.7387 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.2260 | 0.0 | 0.0 | 0.6914 | 0.0 | 0.3259 | 0.0 | nan | 0.2002 | 0.5059 | 0.3356 | 0.5459 | 0.2617 | nan | 0.6670 | 0.8381 | 0.5657 | 0.0 | 0.7273 | 0.8161 | 0.3207 | 0.0 | 0.0 | 0.9069 | nan | 0.5059 | 0.0 | 0.7319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.1713 | 0.0 | 0.6131 | 0.3532 | 0.2850 | 0.8222 |
| 0.3989 | 64.0 | 6848 | 0.0 | 0.8601 | 0.0 | 0.5152 | 0.0 | nan | 0.3149 | 0.6217 | 0.4579 | 0.7076 | 0.3262 | nan | 0.7712 | 0.9325 | 0.7439 | 0.0 | 0.8694 | 0.9259 | 0.4789 | 0.0 | 0.0 | 0.9585 | nan | 0.7482 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0017 | 0.0 | 0.2068 | 0.0 | 0.0 | 0.6939 | 0.0 | 0.3522 | 0.0 | nan | 0.2061 | 0.4920 | 0.3363 | 0.5427 | 0.2723 | nan | 0.6592 | 0.8321 | 0.5132 | 0.0 | 0.7342 | 0.8134 | 0.2975 | 0.0 | 0.0 | 0.9054 | nan | 0.4905 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0017 | 0.0 | 0.1539 | 0.0 | 0.6313 | 0.3555 | 0.2833 | 0.8194 |
| 0.4052 | 65.0 | 6955 | 0.0 | 0.8993 | 0.0 | 0.5055 | 0.0 | nan | 0.3119 | 0.6286 | 0.4650 | 0.6915 | 0.2743 | nan | 0.7769 | 0.9340 | 0.7567 | 0.0 | 0.8886 | 0.8930 | 0.4683 | 0.0 | 0.0 | 0.9523 | nan | 0.7680 | 0.0 | 0.9392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.2283 | 0.0 | 0.0 | 0.7001 | 0.0 | 0.3919 | 0.0 | nan | 0.2277 | 0.4707 | 0.3239 | 0.5311 | 0.2415 | nan | 0.6481 | 0.8319 | 0.5109 | 0.0 | 0.7075 | 0.8120 | 0.3052 | 0.0 | 0.0 | 0.9070 | nan | 0.4932 | 0.0 | 0.7653 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.1668 | 0.0 | 0.6258 | 0.3557 | 0.2823 | 0.8183 |
| 0.4075 | 66.0 | 7062 | 0.0 | 0.8941 | 0.0 | 0.4844 | 0.0 | nan | 0.3375 | 0.6413 | 0.4576 | 0.7740 | 0.3073 | nan | 0.7661 | 0.9120 | 0.7317 | 0.0 | 0.8807 | 0.9130 | 0.4715 | 0.0 | 0.0 | 0.9462 | nan | 0.7628 | 0.0 | 0.9225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.2137 | 0.0 | 0.0 | 0.6934 | 0.0 | 0.3742 | 0.0 | nan | 0.2187 | 0.4594 | 0.3217 | 0.5288 | 0.2619 | nan | 0.6587 | 0.8279 | 0.5105 | 0.0 | 0.7242 | 0.8132 | 0.3073 | 0.0 | 0.0 | 0.9076 | nan | 0.4976 | 0.0 | 0.7707 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.1601 | 0.0 | 0.6290 | 0.3568 | 0.2824 | 0.8160 |
| 0.3822 | 67.0 | 7169 | 0.0 | 0.8893 | 0.0 | 0.4875 | 0.0 | nan | 0.3045 | 0.6387 | 0.4273 | 0.6770 | 0.2593 | nan | 0.7583 | 0.9394 | 0.7275 | 0.0 | 0.8890 | 0.9096 | 0.4685 | 0.0 | 0.0 | 0.9498 | nan | 0.7511 | 0.0 | 0.9386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.2016 | 0.0 | 0.0 | 0.6952 | 0.0 | 0.3534 | 0.0 | nan | 0.2096 | 0.4906 | 0.3182 | 0.5035 | 0.2298 | nan | 0.6582 | 0.8298 | 0.5364 | 0.0 | 0.7131 | 0.8107 | 0.3037 | 0.0 | 0.0 | 0.9076 | nan | 0.5078 | 0.0 | 0.7647 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.1506 | 0.0 | 0.6295 | 0.3505 | 0.2807 | 0.8167 |
| 0.3969 | 68.0 | 7276 | 0.0 | 0.8974 | 0.0 | 0.4822 | 0.0 | nan | 0.3193 | 0.6091 | 0.4139 | 0.6999 | 0.2834 | nan | 0.7541 | 0.9325 | 0.7385 | 0.0 | 0.8728 | 0.9142 | 0.4311 | 0.0 | 0.0 | 0.9454 | nan | 0.7622 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.2615 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.3574 | 0.0 | nan | 0.2004 | 0.4730 | 0.3055 | 0.5351 | 0.2490 | nan | 0.6518 | 0.8301 | 0.5134 | 0.0 | 0.7390 | 0.8178 | 0.3192 | 0.0 | 0.0 | 0.9077 | nan | 0.5127 | 0.0 | 0.7637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.1820 | 0.0 | 0.6329 | 0.3518 | 0.2824 | 0.8168 |
| 0.3732 | 69.0 | 7383 | 0.0 | 0.8348 | 0.0 | 0.5004 | 0.0 | nan | 0.3131 | 0.6562 | 0.4523 | 0.6603 | 0.3224 | nan | 0.7755 | 0.9378 | 0.7922 | 0.0 | 0.8798 | 0.9072 | 0.4389 | 0.0 | 0.0 | 0.9584 | nan | 0.7771 | 0.0 | 0.9537 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0110 | 0.0 | 0.2658 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.3375 | 0.0 | nan | 0.2074 | 0.4797 | 0.3368 | 0.5078 | 0.2700 | nan | 0.6537 | 0.8304 | 0.4811 | 0.0 | 0.7083 | 0.8134 | 0.3094 | 0.0 | 0.0 | 0.9077 | nan | 0.5005 | 0.0 | 0.7544 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0109 | 0.0 | 0.1793 | 0.0 | 0.6189 | 0.3574 | 0.2805 | 0.8158 |
| 0.3651 | 70.0 | 7490 | 0.0 | 0.8915 | 0.0 | 0.4742 | 0.0 | nan | 0.3032 | 0.6629 | 0.4175 | 0.7358 | 0.2892 | nan | 0.7499 | 0.9324 | 0.7836 | 0.0 | 0.8834 | 0.9100 | 0.4869 | 0.0 | 0.0 | 0.9358 | nan | 0.7669 | 0.0 | 0.9397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0094 | 0.0 | 0.2276 | 0.0 | 0.0 | 0.6916 | 0.0 | 0.3449 | 0.0 | nan | 0.2085 | 0.4198 | 0.3196 | 0.5438 | 0.2492 | nan | 0.6497 | 0.8330 | 0.4906 | 0.0 | 0.7208 | 0.8193 | 0.3078 | 0.0 | 0.0 | 0.9059 | nan | 0.5072 | 0.0 | 0.7693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0094 | 0.0 | 0.1546 | 0.0 | 0.6495 | 0.3562 | 0.2795 | 0.8175 |
| 0.3754 | 71.0 | 7597 | 0.0 | 0.9017 | 0.0 | 0.4746 | 0.0 | nan | 0.2988 | 0.6541 | 0.4346 | 0.6533 | 0.3173 | nan | 0.7618 | 0.9291 | 0.7483 | 0.0 | 0.8973 | 0.9121 | 0.4672 | 0.0 | 0.0 | 0.9510 | nan | 0.7642 | 0.0 | 0.9392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.1684 | 0.0 | 0.0 | 0.6953 | 0.0 | 0.3112 | 0.0 | nan | 0.2094 | 0.4711 | 0.3261 | 0.4997 | 0.2679 | nan | 0.6423 | 0.8283 | 0.5270 | 0.0 | 0.7187 | 0.8138 | 0.3039 | 0.0 | 0.0 | 0.9111 | nan | 0.5178 | 0.0 | 0.7585 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.1329 | 0.0 | 0.6540 | 0.3525 | 0.2794 | 0.8152 |
| 0.3779 | 72.0 | 7704 | 0.0 | 0.8984 | 0.0 | 0.5174 | 0.0 | nan | 0.3236 | 0.6382 | 0.3777 | 0.7392 | 0.2533 | nan | 0.7519 | 0.9349 | 0.7433 | 0.0 | 0.8848 | 0.9012 | 0.4570 | 0.0 | 0.0 | 0.9472 | nan | 0.7874 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.2330 | 0.0 | 0.0 | 0.6977 | 0.0 | 0.3395 | 0.0 | nan | 0.2104 | 0.5079 | 0.2974 | 0.5469 | 0.2275 | nan | 0.6562 | 0.8239 | 0.5331 | 0.0 | 0.7195 | 0.8153 | 0.3146 | 0.0 | 0.0 | 0.9097 | nan | 0.5072 | 0.0 | 0.7617 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0061 | 0.0 | 0.1634 | 0.0 | 0.6312 | 0.3541 | 0.2824 | 0.8171 |
| 0.3789 | 73.0 | 7811 | 0.0 | 0.9116 | 0.0 | 0.4804 | 0.0 | nan | 0.3366 | 0.6517 | 0.4301 | 0.7367 | 0.3069 | nan | 0.7586 | 0.9321 | 0.7585 | 0.0 | 0.8720 | 0.8988 | 0.4559 | 0.0 | 0.0 | 0.9460 | nan | 0.7691 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0044 | 0.0 | 0.2296 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3364 | 0.0 | nan | 0.2116 | 0.5035 | 0.3256 | 0.5620 | 0.2631 | nan | 0.6508 | 0.8295 | 0.4944 | 0.0 | 0.7366 | 0.8192 | 0.3179 | 0.0 | 0.0 | 0.9070 | nan | 0.5157 | 0.0 | 0.7798 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0043 | 0.0 | 0.1628 | 0.0 | 0.6190 | 0.3567 | 0.2848 | 0.8196 |
| 0.3764 | 74.0 | 7918 | 0.0 | 0.9095 | 0.0 | 0.5175 | 0.0 | nan | 0.2967 | 0.6535 | 0.3874 | 0.7262 | 0.3228 | nan | 0.7482 | 0.9252 | 0.7514 | 0.0 | 0.8844 | 0.9092 | 0.4719 | 0.0 | 0.0 | 0.9340 | nan | 0.7668 | 0.0 | 0.9213 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0 | 0.2294 | 0.0 | 0.0 | 0.6929 | 0.0 | 0.3192 | 0.0 | nan | 0.1935 | 0.4711 | 0.3023 | 0.5264 | 0.2796 | nan | 0.6468 | 0.8246 | 0.4995 | 0.0 | 0.7246 | 0.8169 | 0.3056 | 0.0 | 0.0 | 0.9062 | nan | 0.5098 | 0.0 | 0.7918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0 | 0.1592 | 0.0 | 0.6431 | 0.3550 | 0.2805 | 0.8151 |
| 0.3631 | 75.0 | 8025 | 0.0 | 0.9065 | 0.0 | 0.3759 | 0.0 | nan | 0.3228 | 0.6689 | 0.4088 | 0.7057 | 0.3160 | nan | 0.7608 | 0.9328 | 0.7376 | 0.0 | 0.8763 | 0.9209 | 0.4211 | 0.0 | 0.0 | 0.9463 | nan | 0.7559 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0 | 0.2502 | 0.0 | 0.0 | 0.6904 | 0.0 | 0.2874 | 0.0 | nan | 0.2098 | 0.4493 | 0.3213 | 0.5348 | 0.2741 | nan | 0.6612 | 0.8323 | 0.5098 | 0.0 | 0.7399 | 0.8203 | 0.3126 | 0.0 | 0.0 | 0.9104 | nan | 0.5274 | 0.0 | 0.7683 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.1792 | 0.0 | 0.6114 | 0.3516 | 0.2822 | 0.8203 |
| 0.3706 | 76.0 | 8132 | 0.0 | 0.9325 | 0.0 | 0.4465 | 0.0 | nan | 0.2803 | 0.6537 | 0.4361 | 0.7182 | 0.2822 | nan | 0.7900 | 0.9134 | 0.7589 | 0.0 | 0.8907 | 0.8986 | 0.4597 | 0.0 | 0.0 | 0.9412 | nan | 0.7730 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0 | 0.2424 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.3219 | 0.0 | nan | 0.2027 | 0.4770 | 0.3303 | 0.5371 | 0.2497 | nan | 0.6501 | 0.8245 | 0.4919 | 0.0 | 0.7288 | 0.8177 | 0.3277 | 0.0 | 0.0 | 0.9050 | nan | 0.5141 | 0.0 | 0.7793 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0 | 0.1725 | 0.0 | 0.6243 | 0.3548 | 0.2817 | 0.8161 |
| 0.3873 | 77.0 | 8239 | 0.0 | 0.8975 | 0.0 | 0.5896 | 0.0 | nan | 0.3211 | 0.6569 | 0.4735 | 0.6426 | 0.2748 | nan | 0.7753 | 0.9149 | 0.7513 | 0.0 | 0.8759 | 0.9026 | 0.4596 | 0.0 | 0.0 | 0.9399 | nan | 0.7893 | 0.0 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0284 | 0.0 | 0.2322 | 0.0 | 0.0 | 0.6927 | 0.0 | 0.3409 | 0.0 | nan | 0.1984 | 0.4666 | 0.3324 | 0.4994 | 0.2439 | nan | 0.6369 | 0.8140 | 0.5086 | 0.0 | 0.7367 | 0.8186 | 0.3182 | 0.0 | 0.0 | 0.9092 | nan | 0.4926 | 0.0 | 0.7663 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0275 | 0.0 | 0.1671 | 0.0 | 0.6427 | 0.3583 | 0.2803 | 0.8103 |
| 0.371 | 78.0 | 8346 | 0.0 | 0.8971 | 0.0 | 0.5398 | 0.0 | nan | 0.3166 | 0.6432 | 0.4582 | 0.7331 | 0.3475 | nan | 0.7304 | 0.9260 | 0.7298 | 0.0 | 0.8704 | 0.9153 | 0.4902 | 0.0 | 0.0 | 0.9547 | nan | 0.7795 | 0.0 | 0.9287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0146 | 0.0 | 0.2424 | 0.0 | 0.0 | 0.6968 | 0.0 | 0.3553 | 0.0 | nan | 0.2018 | 0.4461 | 0.3289 | 0.5340 | 0.2894 | nan | 0.6410 | 0.8263 | 0.5199 | 0.0 | 0.7434 | 0.8211 | 0.3200 | 0.0 | 0.0 | 0.9113 | nan | 0.5114 | 0.0 | 0.7833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0143 | 0.0 | 0.1742 | 0.0 | 0.6333 | 0.3599 | 0.2850 | 0.8170 |
| 0.3793 | 79.0 | 8453 | 0.0 | 0.8882 | 0.0 | 0.5598 | 0.0 | nan | 0.3054 | 0.6482 | 0.4315 | 0.7152 | 0.2878 | nan | 0.7397 | 0.9175 | 0.7483 | 0.0 | 0.8759 | 0.9113 | 0.4619 | 0.0 | 0.0 | 0.9533 | nan | 0.7908 | 0.0 | 0.9355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0196 | 0.0 | 0.2502 | 0.0 | 0.0 | 0.6918 | 0.0 | 0.3512 | 0.0 | nan | 0.1935 | 0.4372 | 0.3172 | 0.5263 | 0.2527 | nan | 0.6239 | 0.8162 | 0.5169 | 0.0 | 0.7381 | 0.8192 | 0.3172 | 0.0 | 0.0 | 0.9115 | nan | 0.4863 | 0.0 | 0.7670 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0192 | 0.0 | 0.1732 | 0.0 | 0.6536 | 0.3575 | 0.2800 | 0.8109 |
| 0.3711 | 80.0 | 8560 | 0.0 | 0.8901 | 0.0 | 0.5615 | 0.0 | nan | 0.3125 | 0.6619 | 0.4489 | 0.7472 | 0.2889 | nan | 0.7492 | 0.9067 | 0.7661 | 0.0 | 0.8710 | 0.9131 | 0.4897 | 0.0 | 0.0 | 0.9467 | nan | 0.7760 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0169 | 0.0 | 0.2306 | 0.0 | 0.0 | 0.6951 | 0.0 | 0.3343 | 0.0 | nan | 0.1942 | 0.4488 | 0.3290 | 0.5250 | 0.2534 | nan | 0.6320 | 0.8136 | 0.4920 | 0.0 | 0.7390 | 0.8195 | 0.3060 | 0.0 | 0.0 | 0.9118 | nan | 0.4994 | 0.0 | 0.7824 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0165 | 0.0 | 0.1624 | 0.0 | 0.6386 | 0.3596 | 0.2798 | 0.8104 |
| 0.3645 | 81.0 | 8667 | 0.0 | 0.8809 | 0.0 | 0.5451 | 0.0 | nan | 0.3286 | 0.6648 | 0.4080 | 0.7549 | 0.2869 | nan | 0.7270 | 0.9200 | 0.7659 | 0.0 | 0.8636 | 0.9155 | 0.4738 | 0.0 | 0.0 | 0.9472 | nan | 0.7650 | 0.0 | 0.9385 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0094 | 0.0 | 0.2153 | 0.0 | 0.0 | 0.6859 | 0.0 | 0.3478 | 0.0 | nan | 0.1947 | 0.4436 | 0.3068 | 0.5330 | 0.2520 | nan | 0.6385 | 0.8180 | 0.5116 | 0.0 | 0.7469 | 0.8205 | 0.3062 | 0.0 | 0.0 | 0.9119 | nan | 0.5179 | 0.0 | 0.7704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0092 | 0.0 | 0.1510 | 0.0 | 0.6499 | 0.3566 | 0.2802 | 0.8116 |
| 0.3706 | 82.0 | 8774 | 0.0 | 0.8968 | 0.0 | 0.5124 | 0.0 | nan | 0.2951 | 0.6434 | 0.4508 | 0.7092 | 0.2975 | nan | 0.7499 | 0.9306 | 0.7644 | 0.0 | 0.8959 | 0.9057 | 0.4810 | 0.0 | 0.0 | 0.9550 | nan | 0.7653 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0133 | 0.0 | 0.2304 | 0.0 | 0.0 | 0.6985 | 0.0 | 0.3425 | 0.0 | nan | 0.2003 | 0.4933 | 0.3332 | 0.5322 | 0.2610 | nan | 0.6504 | 0.8252 | 0.5111 | 0.0 | 0.7181 | 0.8124 | 0.3116 | 0.0 | 0.0 | 0.9118 | nan | 0.5169 | 0.0 | 0.7742 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0130 | 0.0 | 0.1638 | 0.0 | 0.6370 | 0.3572 | 0.2834 | 0.8171 |
| 0.3683 | 83.0 | 8881 | 0.0 | 0.9101 | 0.0 | 0.5216 | 0.0 | nan | 0.3265 | 0.6504 | 0.4171 | 0.7634 | 0.2973 | nan | 0.7433 | 0.9164 | 0.7641 | 0.0 | 0.8835 | 0.8966 | 0.4750 | 0.0 | 0.0 | 0.9499 | nan | 0.7579 | 0.0 | 0.9377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0210 | 0.0 | 0.2290 | 0.0 | 0.0 | 0.6920 | 0.0 | 0.3440 | 0.0 | nan | 0.2067 | 0.4426 | 0.3188 | 0.5254 | 0.2610 | nan | 0.6473 | 0.8204 | 0.5215 | 0.0 | 0.7365 | 0.8190 | 0.3169 | 0.0 | 0.0 | 0.9111 | nan | 0.5214 | 0.0 | 0.7664 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0203 | 0.0 | 0.1660 | 0.0 | 0.6481 | 0.3581 | 0.2824 | 0.8138 |
| 0.3347 | 84.0 | 8988 | 0.0 | 0.8771 | 0.0 | 0.5259 | 0.0 | nan | 0.3372 | 0.6412 | 0.4296 | 0.7845 | 0.2637 | nan | 0.7138 | 0.9233 | 0.7690 | 0.0 | 0.8889 | 0.8928 | 0.5035 | 0.0 | 0.0 | 0.9573 | nan | 0.7731 | 0.0 | 0.9371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0208 | 0.0 | 0.2466 | 0.0 | 0.0 | 0.6872 | 0.0 | 0.3814 | 0.0 | nan | 0.2022 | 0.4426 | 0.3143 | 0.5254 | 0.2358 | nan | 0.6405 | 0.8206 | 0.5277 | 0.0 | 0.7230 | 0.8147 | 0.3074 | 0.0 | 0.0 | 0.9114 | nan | 0.5186 | 0.0 | 0.7681 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0200 | 0.0 | 0.1680 | 0.0 | 0.6548 | 0.3589 | 0.2815 | 0.8110 |
| 0.343 | 85.0 | 9095 | 0.0 | 0.9000 | 0.0 | 0.5410 | 0.0 | nan | 0.3321 | 0.6523 | 0.4218 | 0.7341 | 0.2961 | nan | 0.7318 | 0.9266 | 0.7599 | 0.0 | 0.8948 | 0.9014 | 0.4639 | 0.0 | 0.0 | 0.9544 | nan | 0.7684 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0112 | 0.0 | 0.2317 | 0.0 | 0.0 | 0.6868 | 0.0 | 0.3643 | 0.0 | nan | 0.2044 | 0.4337 | 0.3165 | 0.5489 | 0.2577 | nan | 0.6402 | 0.8228 | 0.5199 | 0.0 | 0.7264 | 0.8182 | 0.3098 | 0.0 | 0.0 | 0.9096 | nan | 0.5144 | 0.0 | 0.7767 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0109 | 0.0 | 0.1623 | 0.0 | 0.6512 | 0.3579 | 0.2820 | 0.8146 |
| 0.3491 | 86.0 | 9202 | 0.0 | 0.8978 | 0.0 | 0.5406 | 0.0 | nan | 0.3165 | 0.6396 | 0.4140 | 0.7287 | 0.3027 | nan | 0.7528 | 0.9337 | 0.7555 | 0.0 | 0.8840 | 0.9025 | 0.4757 | 0.0 | 0.0 | 0.9531 | nan | 0.7745 | 0.0 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0132 | 0.0 | 0.2505 | 0.0 | 0.0 | 0.6961 | 0.0 | 0.3614 | 0.0 | nan | 0.2053 | 0.4576 | 0.3198 | 0.5492 | 0.2615 | nan | 0.6567 | 0.8283 | 0.5286 | 0.0 | 0.7255 | 0.8178 | 0.3117 | 0.0 | 0.0 | 0.9105 | nan | 0.5150 | 0.0 | 0.7759 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0128 | 0.0 | 0.1739 | 0.0 | 0.6360 | 0.3585 | 0.2846 | 0.8189 |
| 0.3543 | 87.0 | 9309 | 0.0 | 0.8922 | 0.0 | 0.5185 | 0.0 | nan | 0.3321 | 0.6518 | 0.4252 | 0.7288 | 0.2801 | nan | 0.7426 | 0.9346 | 0.7493 | 0.0 | 0.8749 | 0.9068 | 0.4816 | 0.0 | 0.0 | 0.9504 | nan | 0.7933 | 0.0 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0176 | 0.0 | 0.2413 | 0.0 | 0.0 | 0.6904 | 0.0 | 0.3660 | 0.0 | nan | 0.2008 | 0.4417 | 0.3246 | 0.5570 | 0.2486 | nan | 0.6514 | 0.8257 | 0.5325 | 0.0 | 0.7378 | 0.8219 | 0.3104 | 0.0 | 0.0 | 0.9117 | nan | 0.5081 | 0.0 | 0.7751 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0168 | 0.0 | 0.1658 | 0.0 | 0.6400 | 0.3580 | 0.2840 | 0.8177 |
| 0.3517 | 88.0 | 9416 | 0.0 | 0.8938 | 0.0 | 0.5214 | 0.0 | nan | 0.3258 | 0.6531 | 0.4426 | 0.7404 | 0.3177 | nan | 0.7210 | 0.9295 | 0.7315 | 0.0 | 0.8870 | 0.9117 | 0.4812 | 0.0 | 0.0 | 0.9530 | nan | 0.7708 | 0.0 | 0.9381 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.2278 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3578 | 0.0 | nan | 0.2032 | 0.4330 | 0.3223 | 0.5467 | 0.2704 | nan | 0.6459 | 0.8259 | 0.5373 | 0.0 | 0.7274 | 0.8175 | 0.3099 | 0.0 | 0.0 | 0.9125 | nan | 0.5221 | 0.0 | 0.7734 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.1628 | 0.0 | 0.6408 | 0.3579 | 0.2834 | 0.8164 |
| 0.3372 | 89.0 | 9523 | 0.0 | 0.8836 | 0.0 | 0.5305 | 0.0 | nan | 0.3218 | 0.6384 | 0.4518 | 0.7414 | 0.3066 | nan | 0.7532 | 0.9271 | 0.7563 | 0.0 | 0.8882 | 0.9133 | 0.4758 | 0.0 | 0.0 | 0.9531 | nan | 0.7705 | 0.0 | 0.9323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0088 | 0.0 | 0.2612 | 0.0 | 0.0 | 0.7017 | 0.0 | 0.3672 | 0.0 | nan | 0.2097 | 0.4450 | 0.3318 | 0.5501 | 0.2665 | nan | 0.6539 | 0.8250 | 0.5270 | 0.0 | 0.7256 | 0.8162 | 0.3099 | 0.0 | 0.0 | 0.9123 | nan | 0.5184 | 0.0 | 0.7865 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0086 | 0.0 | 0.1784 | 0.0 | 0.6165 | 0.3598 | 0.2854 | 0.8186 |
| 0.3377 | 90.0 | 9630 | 0.0 | 0.8853 | 0.0 | 0.5549 | 0.0 | nan | 0.3414 | 0.6360 | 0.4464 | 0.7332 | 0.3117 | nan | 0.7639 | 0.9221 | 0.7568 | 0.0 | 0.8933 | 0.9074 | 0.4833 | 0.0 | 0.0 | 0.9523 | nan | 0.7702 | 0.0 | 0.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.2522 | 0.0 | 0.0 | 0.6927 | 0.0 | 0.3673 | 0.0 | nan | 0.2040 | 0.4461 | 0.3330 | 0.5503 | 0.2653 | nan | 0.6583 | 0.8287 | 0.5336 | 0.0 | 0.7294 | 0.8190 | 0.3135 | 0.0 | 0.0 | 0.9117 | nan | 0.5172 | 0.0 | 0.7757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.1756 | 0.0 | 0.6244 | 0.3611 | 0.2852 | 0.8179 |
| 0.3432 | 91.0 | 9737 | 0.0 | 0.8837 | 0.0 | 0.5533 | 0.0 | nan | 0.3413 | 0.6523 | 0.4454 | 0.7098 | 0.3020 | nan | 0.7378 | 0.9360 | 0.7546 | 0.0 | 0.8944 | 0.9080 | 0.4643 | 0.0 | 0.0 | 0.9536 | nan | 0.7880 | 0.0 | 0.9396 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.2363 | 0.0 | 0.0 | 0.6955 | 0.0 | 0.3656 | 0.0 | nan | 0.2090 | 0.4313 | 0.3297 | 0.5422 | 0.2632 | nan | 0.6516 | 0.8291 | 0.5350 | 0.0 | 0.7242 | 0.8175 | 0.3101 | 0.0 | 0.0 | 0.9122 | nan | 0.5117 | 0.0 | 0.7748 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0072 | 0.0 | 0.1687 | 0.0 | 0.6332 | 0.3596 | 0.2837 | 0.8180 |
| 0.337 | 92.0 | 9844 | 0.0 | 0.9003 | 0.0 | 0.5278 | 0.0 | nan | 0.3263 | 0.6382 | 0.4361 | 0.7128 | 0.2674 | nan | 0.7616 | 0.9287 | 0.7550 | 0.0 | 0.8860 | 0.9130 | 0.4556 | 0.0 | 0.0 | 0.9505 | nan | 0.7722 | 0.0 | 0.9389 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.2292 | 0.0 | 0.0 | 0.6930 | 0.0 | 0.3623 | 0.0 | nan | 0.2080 | 0.4397 | 0.3276 | 0.5390 | 0.2398 | nan | 0.6539 | 0.8300 | 0.5330 | 0.0 | 0.7310 | 0.8187 | 0.3110 | 0.0 | 0.0 | 0.9119 | nan | 0.5161 | 0.0 | 0.7697 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0069 | 0.0 | 0.1656 | 0.0 | 0.6341 | 0.3565 | 0.2830 | 0.8183 |
| 0.3673 | 93.0 | 9951 | 0.0 | 0.8897 | 0.0 | 0.4911 | 0.0 | nan | 0.3377 | 0.6461 | 0.4581 | 0.6732 | 0.3169 | nan | 0.7497 | 0.9381 | 0.7530 | 0.0 | 0.8841 | 0.9142 | 0.4674 | 0.0 | 0.0 | 0.9540 | nan | 0.7756 | 0.0 | 0.9366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0061 | 0.0 | 0.2254 | 0.0 | 0.0 | 0.6953 | 0.0 | 0.3625 | 0.0 | nan | 0.2105 | 0.4526 | 0.3357 | 0.5356 | 0.2697 | nan | 0.6552 | 0.8285 | 0.5390 | 0.0 | 0.7292 | 0.8177 | 0.3100 | 0.0 | 0.0 | 0.9120 | nan | 0.5155 | 0.0 | 0.7769 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.1622 | 0.0 | 0.6337 | 0.3568 | 0.2848 | 0.8190 |
| 0.3236 | 93.46 | 10000 | 0.0 | 0.8893 | 0.0 | 0.5576 | 0.0 | nan | 0.3358 | 0.6440 | 0.4518 | 0.7003 | 0.3059 | nan | 0.7510 | 0.9361 | 0.7586 | 0.0 | 0.8814 | 0.9045 | 0.4869 | 0.0 | 0.0 | 0.9529 | nan | 0.7863 | 0.0 | 0.9322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0090 | 0.0 | 0.2624 | 0.0 | 0.0 | 0.6967 | 0.0 | 0.3647 | 0.0 | nan | 0.2072 | 0.4454 | 0.3338 | 0.5428 | 0.2643 | nan | 0.6541 | 0.8293 | 0.5352 | 0.0 | 0.7329 | 0.8200 | 0.3169 | 0.0 | 0.0 | 0.9120 | nan | 0.5114 | 0.0 | 0.7833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0088 | 0.0 | 0.1778 | 0.0 | 0.6267 | 0.3608 | 0.2855 | 0.8189 |
| 0.571 | 93.47 | 10001 | 0.5453 | 0.3123 | 0.3821 | 0.8406 | nan | 0.8220 | 0.9387 | 0.6663 | 0.7911 | 0.3209 | nan | 0.5714 | 0.5996 | 0.0 | 0.9404 | 0.0 | 0.0 | nan | 0.0 | 0.6232 | 0.0 | 0.0 | 0.8732 | 0.0 | 0.7142 | 0.5908 | 0.0 | 0.0 | 0.0 | 0.3235 | 0.0 | 0.0 | 0.9238 | 0.8502 | 0.9659 | 0.0 | 0.3317 | 0.3816 | 0.0 | nan | 0.7048 | 0.8303 | 0.6312 | 0.6782 | 0.2827 | nan | 0.4000 | 0.4140 | 0.0 | 0.8091 | 0.0 | 0.0 | nan | 0.0 | 0.3207 | 0.0 | 0.0 | 0.6911 | 0.0 | 0.5184 | 0.4636 | 0.0 | 0.0 | 0.0 | 0.2087 | 0.0 | 0.0 | 0.8468 | 0.7295 | 0.9215 | 0.0 | 0.2688 | 0.2733 | 0.0 |
### Framework versions
- Transformers 4.40.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.18.0
- Tokenizers 0.15.2
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