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--- |
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license: other |
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base_model: nvidia/mit-b0 |
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tags: |
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- vision |
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- image-segmentation |
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- generated_from_trainer |
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model-index: |
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- name: segformer-b0-finetuned-segments-sidewalk-oct-22 |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# segformer-b0-finetuned-segments-sidewalk-oct-22 |
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.5881 |
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- Mean Iou: 0.2988 |
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- Mean Accuracy: 0.3613 |
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- Overall Accuracy: 0.8463 |
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- Accuracy Unlabeled: nan |
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- Accuracy Flat-road: 0.8649 |
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- Accuracy Flat-sidewalk: 0.9502 |
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- Accuracy Flat-crosswalk: 0.5791 |
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- Accuracy Flat-cyclinglane: 0.7393 |
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- Accuracy Flat-parkingdriveway: 0.4485 |
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- Accuracy Flat-railtrack: nan |
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- Accuracy Flat-curb: 0.4859 |
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- Accuracy Human-person: 0.7767 |
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- Accuracy Human-rider: 0.0 |
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- Accuracy Vehicle-car: 0.9341 |
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- Accuracy Vehicle-truck: 0.0 |
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- Accuracy Vehicle-bus: 0.0 |
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- Accuracy Vehicle-tramtrain: 0.0 |
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- Accuracy Vehicle-motorcycle: 0.0 |
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- Accuracy Vehicle-bicycle: 0.5642 |
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- Accuracy Vehicle-caravan: 0.0 |
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- Accuracy Vehicle-cartrailer: 0.0 |
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- Accuracy Construction-building: 0.8944 |
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- Accuracy Construction-door: 0.0 |
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- Accuracy Construction-wall: 0.4959 |
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- Accuracy Construction-fenceguardrail: 0.4208 |
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- Accuracy Construction-bridge: 0.0 |
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- Accuracy Construction-tunnel: nan |
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- Accuracy Construction-stairs: 0.0 |
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- Accuracy Object-pole: 0.3432 |
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- Accuracy Object-trafficsign: 0.0 |
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- Accuracy Object-trafficlight: 0.0 |
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- Accuracy Nature-vegetation: 0.9466 |
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- Accuracy Nature-terrain: 0.8884 |
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- Accuracy Sky: 0.9698 |
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- Accuracy Void-ground: 0.0 |
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- Accuracy Void-dynamic: 0.0 |
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- Accuracy Void-static: 0.2614 |
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- Accuracy Void-unclear: 0.0 |
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- Iou Unlabeled: nan |
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- Iou Flat-road: 0.7372 |
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- Iou Flat-sidewalk: 0.8540 |
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- Iou Flat-crosswalk: 0.4322 |
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- Iou Flat-cyclinglane: 0.6499 |
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- Iou Flat-parkingdriveway: 0.3421 |
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- Iou Flat-railtrack: nan |
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- Iou Flat-curb: 0.3932 |
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- Iou Human-person: 0.5795 |
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- Iou Human-rider: 0.0 |
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- Iou Vehicle-car: 0.8033 |
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- Iou Vehicle-truck: 0.0 |
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- Iou Vehicle-bus: 0.0 |
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- Iou Vehicle-tramtrain: 0.0 |
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- Iou Vehicle-motorcycle: 0.0 |
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- Iou Vehicle-bicycle: 0.3104 |
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- Iou Vehicle-caravan: 0.0 |
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- Iou Vehicle-cartrailer: 0.0 |
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- Iou Construction-building: 0.7075 |
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- Iou Construction-door: 0.0 |
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- Iou Construction-wall: 0.3911 |
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- Iou Construction-fenceguardrail: 0.3791 |
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- Iou Construction-bridge: 0.0 |
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- Iou Construction-tunnel: nan |
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- Iou Construction-stairs: 0.0 |
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- Iou Object-pole: 0.2524 |
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- Iou Object-trafficsign: 0.0 |
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- Iou Object-trafficlight: 0.0 |
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- Iou Nature-vegetation: 0.8559 |
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- Iou Nature-terrain: 0.7644 |
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- Iou Sky: 0.9219 |
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- Iou Void-ground: 0.0 |
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- Iou Void-dynamic: 0.0 |
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- Iou Void-static: 0.1876 |
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- Iou Void-unclear: 0.0 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 0.0001 |
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- train_batch_size: 4 |
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- eval_batch_size: 4 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 10 |
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### Training results |
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| 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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| 2.6446 | 0.1 | 20 | 2.9036 | 0.0732 | 0.1243 | 0.5841 | nan | 0.1650 | 0.9388 | 0.0 | 0.0110 | 0.0046 | nan | 0.0 | 0.0 | 0.0 | 0.8412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8181 | 0.0 | 0.0068 | 0.0002 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9482 | 0.0503 | 0.1924 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.1551 | 0.5858 | 0.0 | 0.0109 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4527 | 0.0 | 0.0065 | 0.0002 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5709 | 0.0419 | 0.1923 | 0.0 | 0.0 | 0.0001 | 0.0 | |
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| 2.2236 | 0.2 | 40 | 1.9829 | 0.1087 | 0.1536 | 0.6546 | nan | 0.7316 | 0.8821 | 0.0 | 0.0000 | 0.0012 | nan | 0.0000 | 0.0 | 0.0 | 0.7926 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8106 | 0.0 | 0.0032 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9636 | 0.1494 | 0.5799 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4221 | 0.6904 | 0.0 | 0.0000 | 0.0012 | nan | 0.0000 | 0.0 | 0.0 | 0.5490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4808 | 0.0 | 0.0032 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6243 | 0.1322 | 0.5746 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.6689 | 0.3 | 60 | 1.6583 | 0.1325 | 0.1763 | 0.6901 | nan | 0.6909 | 0.9280 | 0.0 | 0.0 | 0.0008 | nan | 0.0000 | 0.0 | 0.0 | 0.8070 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8276 | 0.0 | 0.0110 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9101 | 0.6704 | 0.7960 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4339 | 0.6869 | 0.0 | 0.0 | 0.0008 | nan | 0.0000 | 0.0 | 0.0 | 0.6051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5031 | 0.0 | 0.0108 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7312 | 0.5005 | 0.7680 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.5794 | 0.4 | 80 | 1.4876 | 0.1366 | 0.1825 | 0.7038 | nan | 0.7097 | 0.9350 | 0.0 | 0.0 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.8456 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8642 | 0.0 | 0.0015 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9109 | 0.7571 | 0.8142 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4701 | 0.7084 | 0.0 | 0.0 | 0.0003 | nan | 0.0 | 0.0 | 0.0 | 0.6189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5059 | 0.0 | 0.0015 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7397 | 0.5460 | 0.7797 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.5229 | 0.5 | 100 | 1.4013 | 0.1359 | 0.1803 | 0.7076 | nan | 0.6886 | 0.9534 | 0.0 | 0.0347 | 0.0016 | nan | 0.0 | 0.0 | 0.0 | 0.8892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8217 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9568 | 0.5926 | 0.8294 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5080 | 0.7029 | 0.0 | 0.0346 | 0.0016 | nan | 0.0 | 0.0 | 0.0 | 0.5598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5472 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6971 | 0.5004 | 0.7969 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.2003 | 0.6 | 120 | 1.2425 | 0.1474 | 0.1965 | 0.7285 | nan | 0.7966 | 0.9182 | 0.0 | 0.1579 | 0.0008 | nan | 0.0 | 0.0 | 0.0 | 0.8939 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8634 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9261 | 0.8480 | 0.8819 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5148 | 0.7446 | 0.0 | 0.1559 | 0.0008 | nan | 0.0 | 0.0 | 0.0 | 0.5954 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5441 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7506 | 0.5912 | 0.8198 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.2507 | 0.7 | 140 | 1.2214 | 0.1562 | 0.2002 | 0.7378 | nan | 0.8805 | 0.8858 | 0.0 | 0.4127 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.8466 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8672 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9579 | 0.6735 | 0.8808 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5213 | 0.7597 | 0.0 | 0.3764 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.6704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5638 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7209 | 0.5572 | 0.8258 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.2322 | 0.8 | 160 | 1.1794 | 0.1537 | 0.1993 | 0.7361 | nan | 0.7339 | 0.9511 | 0.0 | 0.3368 | 0.0055 | nan | 0.0 | 0.0 | 0.0 | 0.9218 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7810 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9360 | 0.7657 | 0.9447 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5275 | 0.7280 | 0.0 | 0.3161 | 0.0055 | nan | 0.0 | 0.0 | 0.0 | 0.6021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5550 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7441 | 0.6084 | 0.8287 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.4998 | 0.9 | 180 | 1.0915 | 0.1633 | 0.2070 | 0.7543 | nan | 0.8040 | 0.9417 | 0.0 | 0.4433 | 0.0024 | nan | 0.0 | 0.0 | 0.0 | 0.8499 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9059 | 0.0 | 0.0009 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9153 | 0.8368 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5594 | 0.7627 | 0.0 | 0.3896 | 0.0024 | nan | 0.0 | 0.0 | 0.0 | 0.6526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5509 | 0.0 | 0.0009 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7779 | 0.6755 | 0.8528 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 0.9777 | 1.0 | 200 | 1.0430 | 0.1674 | 0.2097 | 0.7623 | nan | 0.8292 | 0.9417 | 0.0 | 0.5123 | 0.0048 | nan | 0.0009 | 0.0 | 0.0 | 0.8854 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8897 | 0.0 | 0.0131 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9389 | 0.7870 | 0.9084 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5751 | 0.7711 | 0.0 | 0.4464 | 0.0048 | nan | 0.0009 | 0.0 | 0.0 | 0.6782 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5701 | 0.0 | 0.0131 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7720 | 0.6698 | 0.8562 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 0.9326 | 1.1 | 220 | 1.0643 | 0.1551 | 0.2051 | 0.7343 | nan | 0.7976 | 0.9512 | 0.0 | 0.4709 | 0.0063 | nan | 0.0001 | 0.0 | 0.0 | 0.9118 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8695 | 0.0 | 0.0038 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7454 | 0.8821 | 0.9252 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5785 | 0.7469 | 0.0 | 0.4200 | 0.0063 | nan | 0.0001 | 0.0 | 0.0 | 0.6615 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5728 | 0.0 | 0.0038 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6639 | 0.4500 | 0.8600 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.1853 | 1.2 | 240 | 1.0255 | 0.1645 | 0.2065 | 0.7501 | nan | 0.6850 | 0.9636 | 0.0 | 0.4379 | 0.0078 | nan | 0.0006 | 0.0 | 0.0 | 0.8839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8852 | 0.0 | 0.0239 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9317 | 0.8506 | 0.9366 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5494 | 0.7233 | 0.0 | 0.3777 | 0.0077 | nan | 0.0006 | 0.0 | 0.0 | 0.6827 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5818 | 0.0 | 0.0235 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7729 | 0.6805 | 0.8655 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.1844 | 1.3 | 260 | 0.9715 | 0.1677 | 0.2091 | 0.7599 | nan | 0.8100 | 0.9497 | 0.0 | 0.4492 | 0.0216 | nan | 0.0013 | 0.0 | 0.0 | 0.8900 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8913 | 0.0 | 0.0401 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9334 | 0.7794 | 0.9254 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5640 | 0.7634 | 0.0 | 0.4075 | 0.0211 | nan | 0.0013 | 0.0 | 0.0 | 0.6789 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5737 | 0.0 | 0.0388 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7761 | 0.6731 | 0.8696 | 0.0 | 0.0 | 0.0000 | 0.0 | |
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| 0.8037 | 1.4 | 280 | 0.9345 | 0.1694 | 0.2120 | 0.7620 | nan | 0.8153 | 0.9338 | 0.0 | 0.5336 | 0.0190 | nan | 0.0096 | 0.0 | 0.0 | 0.8687 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8660 | 0.0 | 0.0239 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9518 | 0.8266 | 0.9353 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5748 | 0.7621 | 0.0 | 0.4545 | 0.0187 | nan | 0.0095 | 0.0 | 0.0 | 0.7099 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5969 | 0.0 | 0.0234 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7515 | 0.6518 | 0.8682 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 1.046 | 1.5 | 300 | 0.9362 | 0.1665 | 0.2063 | 0.7602 | nan | 0.8074 | 0.9552 | 0.0 | 0.4627 | 0.0251 | nan | 0.0132 | 0.0 | 0.0 | 0.8712 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9206 | 0.0 | 0.0295 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9472 | 0.6334 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5877 | 0.7633 | 0.0 | 0.4225 | 0.0245 | nan | 0.0131 | 0.0 | 0.0 | 0.6925 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5721 | 0.0 | 0.0285 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7648 | 0.5827 | 0.8754 | 0.0 | 0.0 | 0.0 | 0.0 | |
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| 0.8823 | 1.6 | 320 | 0.9555 | 0.1726 | 0.2141 | 0.7562 | nan | 0.6423 | 0.9676 | 0.0 | 0.5346 | 0.0428 | nan | 0.0608 | 0.0 | 0.0 | 0.8740 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.1039 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9256 | 0.8544 | 0.9354 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5514 | 0.7267 | 0.0 | 0.4372 | 0.0407 | nan | 0.0585 | 0.0 | 0.0 | 0.6901 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5904 | 0.0 | 0.0878 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7883 | 0.6758 | 0.8769 | 0.0 | 0.0 | 0.0000 | 0.0 | |
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| 0.7509 | 1.7 | 340 | 0.9001 | 0.1779 | 0.2237 | 0.7709 | nan | 0.9064 | 0.9093 | 0.0 | 0.5323 | 0.1030 | nan | 0.0284 | 0.0 | 0.0 | 0.9033 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9072 | 0.0 | 0.1315 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9072 | 0.8914 | 0.9371 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.5784 | 0.7877 | 0.0 | 0.4640 | 0.0934 | nan | 0.0277 | 0.0 | 0.0 | 0.6997 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6068 | 0.0 | 0.1094 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7947 | 0.6547 | 0.8762 | 0.0 | 0.0 | 0.0002 | 0.0 | |
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| 1.4454 | 1.8 | 360 | 0.8672 | 0.1819 | 0.2232 | 0.7747 | nan | 0.8583 | 0.9287 | 0.0018 | 0.5609 | 0.1483 | nan | 0.0427 | 0.0 | 0.0 | 0.8350 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9246 | 0.0 | 0.1830 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9426 | 0.7789 | 0.9388 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6006 | 0.7921 | 0.0018 | 0.4665 | 0.1287 | nan | 0.0418 | 0.0 | 0.0 | 0.7032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5769 | 0.0 | 0.1453 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7918 | 0.6899 | 0.8831 | 0.0 | 0.0 | 0.0 | 0.0 | |
|
| 1.0715 | 1.9 | 380 | 0.8731 | 0.1822 | 0.2251 | 0.7731 | nan | 0.7780 | 0.9396 | 0.0 | 0.6530 | 0.1692 | nan | 0.0842 | 0.0 | 0.0 | 0.8696 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8489 | 0.0 | 0.1946 | 0.0 | 0.0 | nan | 0.0 | 0.0007 | 0.0 | 0.0 | 0.9709 | 0.7592 | 0.9323 | 0.0 | 0.0 | 0.0022 | 0.0 | nan | 0.6210 | 0.7887 | 0.0 | 0.5005 | 0.1439 | nan | 0.0808 | 0.0 | 0.0 | 0.7147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6286 | 0.0 | 0.1591 | 0.0 | 0.0 | nan | 0.0 | 0.0007 | 0.0 | 0.0 | 0.7136 | 0.5999 | 0.8767 | 0.0 | 0.0 | 0.0022 | 0.0 | |
|
| 0.9872 | 2.0 | 400 | 0.8644 | 0.1814 | 0.2287 | 0.7679 | nan | 0.9228 | 0.8901 | 0.0 | 0.5135 | 0.1829 | nan | 0.0730 | 0.0 | 0.0 | 0.9320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8858 | 0.0 | 0.1816 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8969 | 0.8870 | 0.9520 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5509 | 0.7875 | 0.0 | 0.4591 | 0.1650 | nan | 0.0689 | 0.0 | 0.0 | 0.6744 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6095 | 0.0 | 0.1509 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7905 | 0.6681 | 0.8782 | 0.0 | 0.0 | 0.0006 | 0.0 | |
|
| 0.9402 | 2.1 | 420 | 0.8389 | 0.1881 | 0.2315 | 0.7818 | nan | 0.8322 | 0.9390 | 0.0 | 0.5695 | 0.2419 | nan | 0.2642 | 0.0 | 0.0 | 0.9113 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8622 | 0.0 | 0.1379 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.9714 | 0.7160 | 0.9485 | 0.0 | 0.0 | 0.0075 | 0.0 | nan | 0.6471 | 0.7996 | 0.0 | 0.4905 | 0.1948 | nan | 0.2126 | 0.0 | 0.0 | 0.6854 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6175 | 0.0 | 0.1159 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.7514 | 0.6111 | 0.8784 | 0.0 | 0.0 | 0.0075 | 0.0 | |
|
| 0.8086 | 2.2 | 440 | 0.8111 | 0.1975 | 0.2430 | 0.7900 | nan | 0.8340 | 0.9349 | 0.0 | 0.6432 | 0.2336 | nan | 0.3225 | 0.0 | 0.0 | 0.8310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9304 | 0.0 | 0.3000 | 0.0 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.9186 | 0.8714 | 0.9526 | 0.0 | 0.0 | 0.0019 | 0.0 | nan | 0.6502 | 0.8090 | 0.0 | 0.5334 | 0.1844 | nan | 0.2397 | 0.0 | 0.0 | 0.7169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5935 | 0.0 | 0.2089 | 0.0 | 0.0 | nan | 0.0 | 0.0017 | 0.0 | 0.0 | 0.8048 | 0.6888 | 0.8868 | 0.0 | 0.0 | 0.0019 | 0.0 | |
|
| 0.8764 | 2.3 | 460 | 0.7955 | 0.1956 | 0.2410 | 0.7898 | nan | 0.8731 | 0.9284 | 0.0 | 0.5585 | 0.2978 | nan | 0.2489 | 0.0 | 0.0 | 0.9034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8977 | 0.0 | 0.2272 | 0.0 | 0.0 | nan | 0.0 | 0.0092 | 0.0 | 0.0 | 0.9343 | 0.8924 | 0.9346 | 0.0 | 0.0 | 0.0051 | 0.0 | nan | 0.6369 | 0.8102 | 0.0 | 0.4941 | 0.2258 | nan | 0.2154 | 0.0 | 0.0 | 0.7013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6180 | 0.0 | 0.1729 | 0.0 | 0.0 | nan | 0.0 | 0.0091 | 0.0 | 0.0 | 0.7948 | 0.6877 | 0.8877 | 0.0 | 0.0 | 0.0050 | 0.0 | |
|
| 0.5838 | 2.4 | 480 | 0.7779 | 0.1984 | 0.2443 | 0.7934 | nan | 0.8579 | 0.9338 | 0.0219 | 0.6356 | 0.3655 | nan | 0.1993 | 0.0000 | 0.0 | 0.9151 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9047 | 0.0 | 0.2618 | 0.0 | 0.0 | nan | 0.0 | 0.0106 | 0.0 | 0.0 | 0.9247 | 0.8154 | 0.9695 | 0.0 | 0.0 | 0.0029 | 0.0 | nan | 0.6396 | 0.8160 | 0.0219 | 0.5207 | 0.2520 | nan | 0.1786 | 0.0000 | 0.0 | 0.7051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6203 | 0.0 | 0.1896 | 0.0 | 0.0 | nan | 0.0 | 0.0105 | 0.0 | 0.0 | 0.8129 | 0.7016 | 0.8771 | 0.0 | 0.0 | 0.0029 | 0.0 | |
|
| 1.2875 | 2.5 | 500 | 0.7613 | 0.1991 | 0.2422 | 0.7947 | nan | 0.8127 | 0.9518 | 0.0246 | 0.7146 | 0.2126 | nan | 0.1842 | 0.0028 | 0.0 | 0.8969 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8676 | 0.0 | 0.3247 | 0.0 | 0.0 | nan | 0.0 | 0.0138 | 0.0 | 0.0 | 0.9529 | 0.8308 | 0.9494 | 0.0 | 0.0 | 0.0126 | 0.0 | nan | 0.6576 | 0.8048 | 0.0246 | 0.5380 | 0.1803 | nan | 0.1649 | 0.0028 | 0.0 | 0.7277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6375 | 0.0 | 0.2192 | 0.0 | 0.0 | nan | 0.0 | 0.0135 | 0.0 | 0.0 | 0.7849 | 0.7109 | 0.8922 | 0.0 | 0.0 | 0.0121 | 0.0 | |
|
| 0.6721 | 2.6 | 520 | 0.7535 | 0.2130 | 0.2636 | 0.8017 | nan | 0.8805 | 0.9166 | 0.2113 | 0.6640 | 0.3623 | nan | 0.3572 | 0.0017 | 0.0 | 0.9307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8472 | 0.0 | 0.4867 | 0.0 | 0.0 | nan | 0.0 | 0.0110 | 0.0 | 0.0 | 0.9472 | 0.8436 | 0.9570 | 0.0 | 0.0 | 0.0187 | 0.0 | nan | 0.6645 | 0.8283 | 0.2069 | 0.5498 | 0.2632 | nan | 0.2810 | 0.0017 | 0.0 | 0.7005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6432 | 0.0 | 0.2494 | 0.0 | 0.0 | nan | 0.0 | 0.0108 | 0.0 | 0.0 | 0.8056 | 0.7092 | 0.8851 | 0.0 | 0.0 | 0.0173 | 0.0 | |
|
| 0.6638 | 2.7 | 540 | 0.7462 | 0.2072 | 0.2495 | 0.8018 | nan | 0.8340 | 0.9531 | 0.2099 | 0.6785 | 0.1671 | nan | 0.2453 | 0.0013 | 0.0 | 0.9226 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9109 | 0.0 | 0.2672 | 0.0 | 0.0 | nan | 0.0 | 0.0214 | 0.0 | 0.0 | 0.9429 | 0.8541 | 0.9533 | 0.0 | 0.0 | 0.0238 | 0.0 | nan | 0.6690 | 0.8096 | 0.2068 | 0.5655 | 0.1509 | nan | 0.2195 | 0.0013 | 0.0 | 0.7109 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6292 | 0.0 | 0.1887 | 0.0 | 0.0 | nan | 0.0 | 0.0209 | 0.0 | 0.0 | 0.8074 | 0.7301 | 0.8983 | 0.0 | 0.0 | 0.0220 | 0.0 | |
|
| 0.978 | 2.8 | 560 | 0.7408 | 0.2084 | 0.2538 | 0.7986 | nan | 0.8039 | 0.9309 | 0.2190 | 0.8212 | 0.2427 | nan | 0.2441 | 0.0110 | 0.0 | 0.9215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9296 | 0.0 | 0.2020 | 0.0 | 0.0 | nan | 0.0 | 0.0350 | 0.0 | 0.0 | 0.9274 | 0.8378 | 0.9518 | 0.0 | 0.0 | 0.0437 | 0.0 | nan | 0.6568 | 0.8125 | 0.2120 | 0.5344 | 0.1964 | nan | 0.2175 | 0.0110 | 0.0 | 0.7195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6137 | 0.0 | 0.1500 | 0.0 | 0.0 | nan | 0.0 | 0.0338 | 0.0 | 0.0 | 0.8339 | 0.7423 | 0.8955 | 0.0 | 0.0 | 0.0410 | 0.0 | |
|
| 0.654 | 2.9 | 580 | 0.7562 | 0.2148 | 0.2672 | 0.7950 | nan | 0.7972 | 0.9253 | 0.3007 | 0.6560 | 0.4779 | nan | 0.2650 | 0.0224 | 0.0 | 0.9136 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8899 | 0.0 | 0.4572 | 0.0 | 0.0 | nan | 0.0 | 0.0478 | 0.0 | 0.0 | 0.8980 | 0.9169 | 0.9524 | 0.0 | 0.0 | 0.0296 | 0.0 | nan | 0.6365 | 0.8171 | 0.2613 | 0.5745 | 0.2708 | nan | 0.2223 | 0.0224 | 0.0 | 0.7265 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6664 | 0.0 | 0.2762 | 0.0 | 0.0 | nan | 0.0 | 0.0453 | 0.0 | 0.0 | 0.7805 | 0.6445 | 0.9008 | 0.0 | 0.0 | 0.0281 | 0.0 | |
|
| 0.427 | 3.0 | 600 | 0.7294 | 0.2180 | 0.2615 | 0.8057 | nan | 0.9073 | 0.9191 | 0.3864 | 0.6607 | 0.3389 | nan | 0.2097 | 0.0261 | 0.0 | 0.8805 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9396 | 0.0 | 0.2776 | 0.0 | 0.0 | nan | 0.0 | 0.0553 | 0.0 | 0.0 | 0.9380 | 0.8637 | 0.9350 | 0.0 | 0.0 | 0.0303 | 0.0 | nan | 0.6418 | 0.8283 | 0.3227 | 0.5986 | 0.2736 | nan | 0.1886 | 0.0260 | 0.0 | 0.7477 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6196 | 0.0 | 0.2092 | 0.0 | 0.0 | nan | 0.0 | 0.0527 | 0.0 | 0.0 | 0.8182 | 0.7251 | 0.8956 | 0.0 | 0.0 | 0.0285 | 0.0 | |
|
| 0.4829 | 3.1 | 620 | 0.7174 | 0.2226 | 0.2714 | 0.8035 | nan | 0.7341 | 0.9489 | 0.2510 | 0.7072 | 0.4433 | nan | 0.3186 | 0.0785 | 0.0 | 0.9233 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8824 | 0.0 | 0.4427 | 0.0 | 0.0 | nan | 0.0 | 0.0811 | 0.0 | 0.0 | 0.9422 | 0.8826 | 0.9675 | 0.0 | 0.0 | 0.0825 | 0.0 | nan | 0.6433 | 0.8177 | 0.2251 | 0.5822 | 0.2480 | nan | 0.2623 | 0.0779 | 0.0 | 0.7399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6700 | 0.0 | 0.2810 | 0.0 | 0.0 | nan | 0.0 | 0.0738 | 0.0 | 0.0 | 0.8124 | 0.7220 | 0.8935 | 0.0 | 0.0 | 0.0739 | 0.0 | |
|
| 0.8156 | 3.2 | 640 | 0.7023 | 0.2292 | 0.2758 | 0.8133 | nan | 0.9020 | 0.9250 | 0.2563 | 0.6719 | 0.3992 | nan | 0.2941 | 0.1677 | 0.0 | 0.9138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.9105 | 0.0 | 0.5084 | 0.0 | 0.0 | nan | 0.0 | 0.0722 | 0.0 | 0.0 | 0.9385 | 0.8559 | 0.9473 | 0.0 | 0.0 | 0.0624 | 0.0 | nan | 0.6589 | 0.8354 | 0.2415 | 0.5910 | 0.3009 | nan | 0.2484 | 0.1649 | 0.0 | 0.7474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.6694 | 0.0 | 0.2805 | 0.0 | 0.0 | nan | 0.0 | 0.0673 | 0.0 | 0.0 | 0.8256 | 0.7435 | 0.9028 | 0.0 | 0.0 | 0.0555 | 0.0 | |
|
| 0.7138 | 3.3 | 660 | 0.7069 | 0.2279 | 0.2749 | 0.8092 | nan | 0.8287 | 0.9482 | 0.3510 | 0.6702 | 0.3620 | nan | 0.3297 | 0.2351 | 0.0 | 0.9397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.9130 | 0.0 | 0.2962 | 0.0000 | 0.0 | nan | 0.0 | 0.0865 | 0.0 | 0.0 | 0.9161 | 0.8831 | 0.9583 | 0.0 | 0.0 | 0.0772 | 0.0 | nan | 0.6930 | 0.8247 | 0.2957 | 0.5459 | 0.2651 | nan | 0.2782 | 0.2294 | 0.0 | 0.7291 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.6440 | 0.0 | 0.2120 | 0.0000 | 0.0 | nan | 0.0 | 0.0793 | 0.0 | 0.0 | 0.8128 | 0.7087 | 0.9045 | 0.0 | 0.0 | 0.0688 | 0.0 | |
|
| 0.6917 | 3.4 | 680 | 0.7028 | 0.2269 | 0.2739 | 0.8077 | nan | 0.8149 | 0.9433 | 0.3073 | 0.5962 | 0.4292 | nan | 0.3537 | 0.1186 | 0.0 | 0.9274 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.9047 | 0.0 | 0.4330 | 0.0 | 0.0 | nan | 0.0 | 0.0956 | 0.0 | 0.0 | 0.9498 | 0.8324 | 0.9623 | 0.0 | 0.0 | 0.0971 | 0.0 | nan | 0.6718 | 0.8234 | 0.2649 | 0.5345 | 0.2617 | nan | 0.2900 | 0.1173 | 0.0 | 0.7382 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.6571 | 0.0 | 0.2746 | 0.0 | 0.0 | nan | 0.0 | 0.0864 | 0.0 | 0.0 | 0.8218 | 0.7334 | 0.8996 | 0.0 | 0.0 | 0.0849 | 0.0 | |
|
| 0.9325 | 3.5 | 700 | 0.6855 | 0.2374 | 0.2848 | 0.8158 | nan | 0.8325 | 0.9446 | 0.4574 | 0.7255 | 0.3362 | nan | 0.3317 | 0.2539 | 0.0 | 0.9209 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0033 | 0.0 | 0.0 | 0.8843 | 0.0 | 0.4345 | 0.0 | 0.0 | nan | 0.0 | 0.0910 | 0.0 | 0.0 | 0.9536 | 0.8368 | 0.9573 | 0.0 | 0.0 | 0.1510 | 0.0 | nan | 0.6861 | 0.8344 | 0.3742 | 0.5966 | 0.2529 | nan | 0.2720 | 0.2421 | 0.0 | 0.7385 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0033 | 0.0 | 0.0 | 0.6538 | 0.0 | 0.2749 | 0.0 | 0.0 | nan | 0.0 | 0.0835 | 0.0 | 0.0 | 0.8168 | 0.7370 | 0.9000 | 0.0 | 0.0 | 0.1323 | 0.0 | |
|
| 0.5989 | 3.6 | 720 | 0.6805 | 0.2479 | 0.2980 | 0.8191 | nan | 0.8635 | 0.9373 | 0.4433 | 0.7377 | 0.3153 | nan | 0.3770 | 0.4409 | 0.0 | 0.8934 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0660 | 0.0 | 0.0 | 0.8861 | 0.0 | 0.4853 | 0.0 | 0.0 | nan | 0.0 | 0.1566 | 0.0 | 0.0 | 0.9363 | 0.9031 | 0.9487 | 0.0 | 0.0 | 0.1443 | 0.0 | nan | 0.6924 | 0.8392 | 0.3558 | 0.6152 | 0.2621 | nan | 0.3052 | 0.4010 | 0.0 | 0.7701 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0637 | 0.0 | 0.0 | 0.6449 | 0.0 | 0.2661 | 0.0 | 0.0 | nan | 0.0 | 0.1368 | 0.0 | 0.0 | 0.8341 | 0.7158 | 0.9041 | 0.0 | 0.0 | 0.1256 | 0.0 | |
|
| 0.6463 | 3.7 | 740 | 0.6961 | 0.2427 | 0.2911 | 0.8170 | nan | 0.8652 | 0.9428 | 0.4865 | 0.5954 | 0.4087 | nan | 0.3786 | 0.4660 | 0.0 | 0.9244 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0138 | 0.0 | 0.0 | 0.9135 | 0.0 | 0.3219 | 0.0001 | 0.0 | nan | 0.0 | 0.1248 | 0.0 | 0.0 | 0.9401 | 0.8902 | 0.9563 | 0.0 | 0.0 | 0.0872 | 0.0 | nan | 0.6906 | 0.8322 | 0.3576 | 0.5430 | 0.3092 | nan | 0.2937 | 0.4203 | 0.0 | 0.7447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0131 | 0.0 | 0.0 | 0.6471 | 0.0 | 0.2497 | 0.0001 | 0.0 | nan | 0.0 | 0.1142 | 0.0 | 0.0 | 0.8326 | 0.7372 | 0.9031 | 0.0 | 0.0 | 0.0789 | 0.0 | |
|
| 0.7591 | 3.8 | 760 | 0.6612 | 0.2580 | 0.3138 | 0.8244 | nan | 0.8508 | 0.9313 | 0.5719 | 0.7780 | 0.4338 | nan | 0.3375 | 0.6091 | 0.0 | 0.9092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1580 | 0.0 | 0.0 | 0.9023 | 0.0 | 0.4899 | 0.0 | 0.0 | nan | 0.0 | 0.1601 | 0.0 | 0.0 | 0.9426 | 0.8625 | 0.9558 | 0.0 | 0.0 | 0.1474 | 0.0 | nan | 0.7094 | 0.8419 | 0.3247 | 0.6473 | 0.3145 | nan | 0.2901 | 0.5056 | 0.0 | 0.7800 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1394 | 0.0 | 0.0 | 0.6658 | 0.0 | 0.2838 | 0.0 | 0.0 | nan | 0.0 | 0.1420 | 0.0 | 0.0 | 0.8403 | 0.7416 | 0.9069 | 0.0 | 0.0 | 0.1233 | 0.0 | |
|
| 0.5534 | 3.9 | 780 | 0.6732 | 0.2532 | 0.3063 | 0.8181 | nan | 0.8214 | 0.9461 | 0.5042 | 0.6612 | 0.3922 | nan | 0.4129 | 0.5771 | 0.0 | 0.9359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0469 | 0.0 | 0.0 | 0.8828 | 0.0 | 0.4341 | 0.0002 | 0.0 | nan | 0.0 | 0.1264 | 0.0 | 0.0 | 0.9313 | 0.9053 | 0.9573 | 0.0 | 0.0 | 0.2661 | 0.0 | nan | 0.6922 | 0.8335 | 0.4137 | 0.5804 | 0.2705 | nan | 0.3330 | 0.4903 | 0.0 | 0.7471 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0450 | 0.0 | 0.0 | 0.6712 | 0.0 | 0.2813 | 0.0002 | 0.0 | nan | 0.0 | 0.1168 | 0.0 | 0.0 | 0.8218 | 0.7088 | 0.9092 | 0.0 | 0.0 | 0.1879 | 0.0 | |
|
| 0.5253 | 4.0 | 800 | 0.6851 | 0.2526 | 0.3064 | 0.8152 | nan | 0.7825 | 0.9559 | 0.5397 | 0.7223 | 0.4111 | nan | 0.3937 | 0.5704 | 0.0 | 0.9213 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0866 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.3959 | 0.0000 | 0.0 | nan | 0.0 | 0.1174 | 0.0 | 0.0 | 0.8933 | 0.8890 | 0.9628 | 0.0 | 0.0 | 0.2529 | 0.0 | nan | 0.6829 | 0.8305 | 0.4174 | 0.5845 | 0.2797 | nan | 0.3243 | 0.4921 | 0.0 | 0.7609 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0810 | 0.0 | 0.0 | 0.6700 | 0.0 | 0.2668 | 0.0000 | 0.0 | nan | 0.0 | 0.1099 | 0.0 | 0.0 | 0.8165 | 0.6845 | 0.9037 | 0.0 | 0.0 | 0.1780 | 0.0 | |
|
| 0.7711 | 4.1 | 820 | 0.6676 | 0.2542 | 0.3083 | 0.8201 | nan | 0.8437 | 0.9316 | 0.5681 | 0.7326 | 0.4147 | nan | 0.3457 | 0.6161 | 0.0 | 0.9313 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1167 | 0.0 | 0.0 | 0.8849 | 0.0 | 0.3741 | 0.0008 | 0.0 | nan | 0.0 | 0.1325 | 0.0 | 0.0 | 0.9571 | 0.8486 | 0.9574 | 0.0 | 0.0 | 0.2110 | 0.0 | nan | 0.6873 | 0.8377 | 0.3471 | 0.5874 | 0.3225 | nan | 0.2941 | 0.5096 | 0.0 | 0.7620 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1004 | 0.0 | 0.0 | 0.6810 | 0.0 | 0.2695 | 0.0008 | 0.0 | nan | 0.0 | 0.1181 | 0.0 | 0.0 | 0.8163 | 0.7409 | 0.9069 | 0.0 | 0.0 | 0.1537 | 0.0 | |
|
| 0.707 | 4.2 | 840 | 0.6544 | 0.2666 | 0.3247 | 0.8257 | nan | 0.8754 | 0.9295 | 0.4642 | 0.7581 | 0.4803 | nan | 0.3356 | 0.6712 | 0.0 | 0.9103 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3022 | 0.0 | 0.0 | 0.8921 | 0.0 | 0.5800 | 0.0 | 0.0 | nan | 0.0 | 0.2018 | 0.0 | 0.0 | 0.9160 | 0.9045 | 0.9600 | 0.0 | 0.0 | 0.2085 | 0.0 | nan | 0.7049 | 0.8479 | 0.4035 | 0.6244 | 0.3176 | nan | 0.2962 | 0.5501 | 0.0 | 0.7839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2270 | 0.0 | 0.0 | 0.6912 | 0.0 | 0.2901 | 0.0 | 0.0 | nan | 0.0 | 0.1745 | 0.0 | 0.0 | 0.8381 | 0.7161 | 0.9089 | 0.0 | 0.0 | 0.1575 | 0.0 | |
|
| 0.3871 | 4.3 | 860 | 0.6769 | 0.2557 | 0.3102 | 0.8184 | nan | 0.7837 | 0.9498 | 0.4837 | 0.6756 | 0.4045 | nan | 0.4306 | 0.6623 | 0.0 | 0.9270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0860 | 0.0 | 0.0 | 0.8875 | 0.0 | 0.5056 | 0.0000 | 0.0 | nan | 0.0 | 0.1384 | 0.0 | 0.0 | 0.9505 | 0.8714 | 0.9552 | 0.0 | 0.0 | 0.2160 | 0.0 | nan | 0.6800 | 0.8332 | 0.3980 | 0.5833 | 0.2693 | nan | 0.3201 | 0.5166 | 0.0 | 0.7572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0793 | 0.0 | 0.0 | 0.6881 | 0.0 | 0.2960 | 0.0000 | 0.0 | nan | 0.0 | 0.1238 | 0.0 | 0.0 | 0.8248 | 0.7405 | 0.9098 | 0.0 | 0.0 | 0.1637 | 0.0 | |
|
| 0.3875 | 4.4 | 880 | 0.6636 | 0.2572 | 0.3122 | 0.8214 | nan | 0.8858 | 0.9330 | 0.5198 | 0.6597 | 0.3446 | nan | 0.3893 | 0.6406 | 0.0 | 0.9311 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0998 | 0.0 | 0.0 | 0.9076 | 0.0 | 0.4959 | 0.0013 | 0.0 | nan | 0.0 | 0.1958 | 0.0 | 0.0 | 0.9191 | 0.8930 | 0.9695 | 0.0 | 0.0 | 0.2060 | 0.0 | nan | 0.6752 | 0.8406 | 0.3812 | 0.5797 | 0.2876 | nan | 0.3076 | 0.5213 | 0.0 | 0.7672 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0920 | 0.0 | 0.0 | 0.6889 | 0.0 | 0.3101 | 0.0013 | 0.0 | nan | 0.0 | 0.1681 | 0.0 | 0.0 | 0.8338 | 0.7172 | 0.9046 | 0.0 | 0.0 | 0.1554 | 0.0 | |
|
| 0.3193 | 4.5 | 900 | 0.6542 | 0.2597 | 0.3132 | 0.8219 | nan | 0.8326 | 0.9582 | 0.4788 | 0.7010 | 0.3630 | nan | 0.3619 | 0.6338 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1771 | 0.0 | 0.0 | 0.9081 | 0.0 | 0.4641 | 0.0076 | 0.0 | nan | 0.0 | 0.2136 | 0.0 | 0.0 | 0.8987 | 0.9015 | 0.9614 | 0.0 | 0.0 | 0.2243 | 0.0 | nan | 0.7043 | 0.8323 | 0.4032 | 0.5934 | 0.2855 | nan | 0.3055 | 0.5127 | 0.0 | 0.7645 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1567 | 0.0 | 0.0 | 0.6876 | 0.0 | 0.2943 | 0.0075 | 0.0 | nan | 0.0 | 0.1783 | 0.0 | 0.0 | 0.8255 | 0.6886 | 0.9085 | 0.0 | 0.0 | 0.1632 | 0.0 | |
|
| 0.4406 | 4.6 | 920 | 0.6569 | 0.2614 | 0.3241 | 0.8187 | nan | 0.8827 | 0.8931 | 0.5627 | 0.7492 | 0.4866 | nan | 0.3742 | 0.6700 | 0.0 | 0.9376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1651 | 0.0 | 0.0 | 0.8695 | 0.0 | 0.4994 | 0.0318 | 0.0 | nan | 0.0 | 0.2074 | 0.0 | 0.0 | 0.9504 | 0.8615 | 0.9666 | 0.0 | 0.0 | 0.2622 | 0.0 | nan | 0.6811 | 0.8343 | 0.3170 | 0.6401 | 0.3189 | nan | 0.2997 | 0.5251 | 0.0 | 0.7588 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1441 | 0.0 | 0.0 | 0.6967 | 0.0 | 0.3081 | 0.0312 | 0.0 | nan | 0.0 | 0.1656 | 0.0 | 0.0 | 0.8313 | 0.7308 | 0.9035 | 0.0 | 0.0 | 0.1784 | 0.0 | |
|
| 0.5358 | 4.7 | 940 | 0.6500 | 0.2597 | 0.3110 | 0.8236 | nan | 0.8691 | 0.9456 | 0.5509 | 0.6797 | 0.4115 | nan | 0.3701 | 0.6042 | 0.0 | 0.8879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1980 | 0.0 | 0.0 | 0.9315 | 0.0 | 0.4259 | 0.0054 | 0.0 | nan | 0.0 | 0.1871 | 0.0 | 0.0 | 0.9234 | 0.8543 | 0.9585 | 0.0 | 0.0 | 0.1503 | 0.0 | nan | 0.6986 | 0.8374 | 0.3752 | 0.6046 | 0.3042 | nan | 0.3063 | 0.4954 | 0.0 | 0.7844 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1822 | 0.0 | 0.0 | 0.6668 | 0.0 | 0.2805 | 0.0053 | 0.0 | nan | 0.0 | 0.1594 | 0.0 | 0.0 | 0.8424 | 0.7319 | 0.9097 | 0.0 | 0.0 | 0.1245 | 0.0 | |
|
| 0.6313 | 4.8 | 960 | 0.6320 | 0.2673 | 0.3266 | 0.8278 | nan | 0.8247 | 0.9394 | 0.5275 | 0.8027 | 0.4413 | nan | 0.3894 | 0.6899 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2349 | 0.0 | 0.0 | 0.8570 | 0.0 | 0.5248 | 0.0266 | 0.0 | nan | 0.0 | 0.2259 | 0.0 | 0.0 | 0.9468 | 0.8795 | 0.9636 | 0.0 | 0.0 | 0.2359 | 0.0 | nan | 0.7012 | 0.8478 | 0.4074 | 0.6506 | 0.3106 | nan | 0.3286 | 0.5297 | 0.0 | 0.7582 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1792 | 0.0 | 0.0 | 0.6927 | 0.0 | 0.2988 | 0.0263 | 0.0 | nan | 0.0 | 0.1773 | 0.0 | 0.0 | 0.8298 | 0.7318 | 0.9079 | 0.0 | 0.0 | 0.1767 | 0.0 | |
|
| 0.3536 | 4.9 | 980 | 0.6347 | 0.2695 | 0.3225 | 0.8290 | nan | 0.8067 | 0.9585 | 0.5452 | 0.7794 | 0.4020 | nan | 0.3660 | 0.7025 | 0.0 | 0.9025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2276 | 0.0 | 0.0 | 0.9014 | 0.0 | 0.4827 | 0.0392 | 0.0 | nan | 0.0 | 0.2068 | 0.0 | 0.0 | 0.9458 | 0.8488 | 0.9537 | 0.0 | 0.0 | 0.2515 | 0.0 | nan | 0.7024 | 0.8392 | 0.4190 | 0.6574 | 0.3068 | nan | 0.3154 | 0.5403 | 0.0 | 0.7839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2015 | 0.0 | 0.0 | 0.6764 | 0.0 | 0.2990 | 0.0388 | 0.0 | nan | 0.0 | 0.1732 | 0.0 | 0.0 | 0.8356 | 0.7403 | 0.9103 | 0.0 | 0.0 | 0.1850 | 0.0 | |
|
| 0.4556 | 5.0 | 1000 | 0.6622 | 0.2569 | 0.3150 | 0.8227 | nan | 0.8442 | 0.9340 | 0.6047 | 0.7161 | 0.4726 | nan | 0.4128 | 0.7259 | 0.0 | 0.9344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0922 | 0.0 | 0.0 | 0.9187 | 0.0 | 0.3290 | 0.0050 | 0.0 | nan | 0.0 | 0.1817 | 0.0 | 0.0 | 0.9212 | 0.8851 | 0.9671 | 0.0 | 0.0 | 0.1343 | 0.0 | nan | 0.6994 | 0.8458 | 0.3676 | 0.6354 | 0.3216 | nan | 0.3289 | 0.5432 | 0.0 | 0.7672 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0816 | 0.0 | 0.0 | 0.6547 | 0.0 | 0.2310 | 0.0050 | 0.0 | nan | 0.0 | 0.1578 | 0.0 | 0.0 | 0.8300 | 0.7204 | 0.9092 | 0.0 | 0.0 | 0.1206 | 0.0 | |
|
| 0.4591 | 5.1 | 1020 | 0.6507 | 0.2648 | 0.3244 | 0.8256 | nan | 0.8822 | 0.9379 | 0.5695 | 0.6632 | 0.4411 | nan | 0.3617 | 0.7320 | 0.0 | 0.9309 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1561 | 0.0 | 0.0 | 0.8420 | 0.0 | 0.5086 | 0.0280 | 0.0 | nan | 0.0 | 0.2619 | 0.0 | 0.0 | 0.9492 | 0.8699 | 0.9623 | 0.0 | 0.0 | 0.2847 | 0.0 | nan | 0.6970 | 0.8414 | 0.3791 | 0.6022 | 0.3283 | nan | 0.2991 | 0.5071 | 0.0 | 0.7714 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1242 | 0.0 | 0.0 | 0.6887 | 0.0 | 0.2880 | 0.0277 | 0.0 | nan | 0.0 | 0.2067 | 0.0 | 0.0 | 0.8351 | 0.7556 | 0.9135 | 0.0 | 0.0 | 0.2093 | 0.0 | |
|
| 0.5285 | 5.2 | 1040 | 0.6560 | 0.2682 | 0.3265 | 0.8218 | nan | 0.7659 | 0.9305 | 0.5688 | 0.7382 | 0.5242 | nan | 0.4848 | 0.6590 | 0.0 | 0.9092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1483 | 0.0 | 0.0 | 0.9157 | 0.0 | 0.4034 | 0.0615 | 0.0 | nan | 0.0 | 0.2794 | 0.0 | 0.0 | 0.9405 | 0.9060 | 0.9620 | 0.0 | 0.0 | 0.2511 | 0.0 | nan | 0.6776 | 0.8350 | 0.4324 | 0.6042 | 0.3074 | nan | 0.3654 | 0.5356 | 0.0 | 0.7741 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1338 | 0.0 | 0.0 | 0.6821 | 0.0 | 0.2853 | 0.0607 | 0.0 | nan | 0.0 | 0.2136 | 0.0 | 0.0 | 0.8388 | 0.7444 | 0.9136 | 0.0 | 0.0 | 0.1794 | 0.0 | |
|
| 0.4361 | 5.3 | 1060 | 0.6255 | 0.2711 | 0.3246 | 0.8323 | nan | 0.8628 | 0.9391 | 0.5433 | 0.8105 | 0.3499 | nan | 0.4237 | 0.6427 | 0.0 | 0.9101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1850 | 0.0 | 0.0 | 0.9182 | 0.0 | 0.4471 | 0.0439 | 0.0 | nan | 0.0 | 0.2448 | 0.0 | 0.0 | 0.9329 | 0.8739 | 0.9652 | 0.0 | 0.0 | 0.2933 | 0.0 | nan | 0.7083 | 0.8463 | 0.4068 | 0.6505 | 0.2900 | nan | 0.3443 | 0.5433 | 0.0 | 0.7810 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1652 | 0.0 | 0.0 | 0.6823 | 0.0 | 0.3011 | 0.0435 | 0.0 | nan | 0.0 | 0.1998 | 0.0 | 0.0 | 0.8500 | 0.7546 | 0.9110 | 0.0 | 0.0 | 0.1970 | 0.0 | |
|
| 0.4952 | 5.4 | 1080 | 0.6550 | 0.2708 | 0.3276 | 0.8243 | nan | 0.7442 | 0.9626 | 0.5128 | 0.7462 | 0.4368 | nan | 0.4072 | 0.7272 | 0.0 | 0.9251 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2467 | 0.0 | 0.0 | 0.9016 | 0.0 | 0.5444 | 0.0087 | 0.0 | nan | 0.0 | 0.2676 | 0.0 | 0.0 | 0.9317 | 0.8792 | 0.9622 | 0.0 | 0.0 | 0.2788 | 0.0 | nan | 0.6666 | 0.8202 | 0.4120 | 0.6328 | 0.3133 | nan | 0.3450 | 0.5479 | 0.0 | 0.7769 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1962 | 0.0 | 0.0 | 0.6943 | 0.0 | 0.3191 | 0.0087 | 0.0 | nan | 0.0 | 0.2106 | 0.0 | 0.0 | 0.8527 | 0.7557 | 0.9140 | 0.0 | 0.0 | 0.1996 | 0.0 | |
|
| 0.3561 | 5.5 | 1100 | 0.6307 | 0.2710 | 0.3310 | 0.8307 | nan | 0.8767 | 0.9299 | 0.5615 | 0.7294 | 0.4652 | nan | 0.4155 | 0.7589 | 0.0 | 0.9234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2777 | 0.0 | 0.0 | 0.8979 | 0.0 | 0.4442 | 0.0240 | 0.0 | nan | 0.0 | 0.2477 | 0.0 | 0.0 | 0.9423 | 0.8935 | 0.9645 | 0.0 | 0.0 | 0.2384 | 0.0 | nan | 0.7054 | 0.8493 | 0.4020 | 0.6369 | 0.3361 | nan | 0.3419 | 0.5484 | 0.0 | 0.7772 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2010 | 0.0 | 0.0 | 0.6856 | 0.0 | 0.3081 | 0.0238 | 0.0 | nan | 0.0 | 0.1943 | 0.0 | 0.0 | 0.8398 | 0.7333 | 0.9128 | 0.0 | 0.0 | 0.1760 | 0.0 | |
|
| 0.5354 | 5.6 | 1120 | 0.6387 | 0.2721 | 0.3312 | 0.8275 | nan | 0.7875 | 0.9516 | 0.5832 | 0.7279 | 0.4278 | nan | 0.4853 | 0.7450 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3487 | 0.0 | 0.0 | 0.9019 | 0.0 | 0.5119 | 0.0186 | 0.0 | nan | 0.0 | 0.2194 | 0.0 | 0.0 | 0.9566 | 0.8174 | 0.9629 | 0.0 | 0.0 | 0.2197 | 0.0 | nan | 0.6898 | 0.8340 | 0.4223 | 0.6318 | 0.3037 | nan | 0.3741 | 0.5537 | 0.0 | 0.7810 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2291 | 0.0 | 0.0 | 0.6908 | 0.0 | 0.3200 | 0.0184 | 0.0 | nan | 0.0 | 0.1828 | 0.0 | 0.0 | 0.8404 | 0.7435 | 0.9153 | 0.0 | 0.0 | 0.1769 | 0.0 | |
|
| 0.3437 | 5.7 | 1140 | 0.6174 | 0.2792 | 0.3423 | 0.8346 | nan | 0.8410 | 0.9443 | 0.5442 | 0.7439 | 0.4972 | nan | 0.4534 | 0.7617 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4301 | 0.0 | 0.0 | 0.8915 | 0.0 | 0.5431 | 0.0521 | 0.0 | nan | 0.0 | 0.2596 | 0.0 | 0.0 | 0.9355 | 0.8947 | 0.9595 | 0.0 | 0.0 | 0.2720 | 0.0 | nan | 0.7226 | 0.8471 | 0.4400 | 0.6482 | 0.3168 | nan | 0.3740 | 0.5410 | 0.0 | 0.7879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2574 | 0.0 | 0.0 | 0.7063 | 0.0 | 0.3265 | 0.0508 | 0.0 | nan | 0.0 | 0.2106 | 0.0 | 0.0 | 0.8479 | 0.7455 | 0.9171 | 0.0 | 0.0 | 0.1962 | 0.0 | |
|
| 0.4298 | 5.8 | 1160 | 0.6134 | 0.2781 | 0.3353 | 0.8353 | nan | 0.8577 | 0.9386 | 0.5211 | 0.7719 | 0.4591 | nan | 0.4418 | 0.7563 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3321 | 0.0 | 0.0 | 0.9252 | 0.0 | 0.4237 | 0.0904 | 0.0 | nan | 0.0 | 0.2481 | 0.0 | 0.0 | 0.9335 | 0.8962 | 0.9621 | 0.0 | 0.0 | 0.2454 | 0.0 | nan | 0.7176 | 0.8498 | 0.4310 | 0.6682 | 0.3271 | nan | 0.3581 | 0.5549 | 0.0 | 0.7808 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2378 | 0.0 | 0.0 | 0.6713 | 0.0 | 0.3008 | 0.0883 | 0.0 | nan | 0.0 | 0.2080 | 0.0 | 0.0 | 0.8506 | 0.7543 | 0.9174 | 0.0 | 0.0 | 0.1841 | 0.0 | |
|
| 0.6889 | 5.9 | 1180 | 0.6136 | 0.2788 | 0.3369 | 0.8355 | nan | 0.8318 | 0.9517 | 0.5924 | 0.7928 | 0.3679 | nan | 0.4446 | 0.7324 | 0.0 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3977 | 0.0 | 0.0 | 0.9050 | 0.0 | 0.4513 | 0.1394 | 0.0 | nan | 0.0 | 0.2672 | 0.0 | 0.0 | 0.9468 | 0.8603 | 0.9680 | 0.0 | 0.0 | 0.2134 | 0.0 | nan | 0.7105 | 0.8455 | 0.4164 | 0.6613 | 0.3017 | nan | 0.3604 | 0.5448 | 0.0 | 0.7887 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2619 | 0.0 | 0.0 | 0.6877 | 0.0 | 0.3169 | 0.1338 | 0.0 | nan | 0.0 | 0.2144 | 0.0 | 0.0 | 0.8462 | 0.7462 | 0.9155 | 0.0 | 0.0 | 0.1707 | 0.0 | |
|
| 0.4294 | 6.0 | 1200 | 0.6237 | 0.2787 | 0.3372 | 0.8343 | nan | 0.8774 | 0.9479 | 0.5795 | 0.7154 | 0.3698 | nan | 0.3976 | 0.7525 | 0.0 | 0.9183 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4412 | 0.0 | 0.0 | 0.9200 | 0.0 | 0.4551 | 0.1293 | 0.0 | nan | 0.0 | 0.3076 | 0.0 | 0.0 | 0.9386 | 0.8491 | 0.9612 | 0.0 | 0.0 | 0.2297 | 0.0 | nan | 0.7117 | 0.8500 | 0.4300 | 0.6318 | 0.3026 | nan | 0.3341 | 0.5519 | 0.0 | 0.7848 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2811 | 0.0 | 0.0 | 0.6789 | 0.0 | 0.3069 | 0.1241 | 0.0 | nan | 0.0 | 0.2370 | 0.0 | 0.0 | 0.8482 | 0.7534 | 0.9164 | 0.0 | 0.0 | 0.1750 | 0.0 | |
|
| 0.3842 | 6.1 | 1220 | 0.6013 | 0.2861 | 0.3502 | 0.8391 | nan | 0.8607 | 0.9402 | 0.5867 | 0.7663 | 0.4641 | nan | 0.4457 | 0.7530 | 0.0 | 0.9345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4567 | 0.0 | 0.0 | 0.8909 | 0.0 | 0.4718 | 0.2415 | 0.0 | nan | 0.0 | 0.3472 | 0.0 | 0.0 | 0.9365 | 0.9007 | 0.9691 | 0.0 | 0.0 | 0.2402 | 0.0 | nan | 0.7264 | 0.8525 | 0.4257 | 0.6615 | 0.3263 | nan | 0.3696 | 0.5470 | 0.0 | 0.7799 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2428 | 0.0 | 0.0 | 0.7000 | 0.0 | 0.3559 | 0.2309 | 0.0 | nan | 0.0 | 0.2498 | 0.0 | 0.0 | 0.8444 | 0.7538 | 0.9154 | 0.0 | 0.0 | 0.1744 | 0.0 | |
|
| 0.3414 | 6.2 | 1240 | 0.6057 | 0.2841 | 0.3458 | 0.8372 | nan | 0.8653 | 0.9294 | 0.5736 | 0.8022 | 0.4314 | nan | 0.4221 | 0.7446 | 0.0 | 0.9128 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4779 | 0.0 | 0.0 | 0.9221 | 0.0 | 0.4615 | 0.2442 | 0.0 | nan | 0.0 | 0.3033 | 0.0 | 0.0 | 0.9383 | 0.8996 | 0.9713 | 0.0 | 0.0 | 0.1656 | 0.0 | nan | 0.7125 | 0.8481 | 0.4153 | 0.6647 | 0.3241 | nan | 0.3588 | 0.5569 | 0.0 | 0.7896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2746 | 0.0 | 0.0 | 0.6852 | 0.0 | 0.3387 | 0.2334 | 0.0 | nan | 0.0 | 0.2254 | 0.0 | 0.0 | 0.8512 | 0.7521 | 0.9160 | 0.0 | 0.0 | 0.1452 | 0.0 | |
|
| 0.2668 | 6.3 | 1260 | 0.6107 | 0.2826 | 0.3450 | 0.8359 | nan | 0.8583 | 0.9382 | 0.5687 | 0.7657 | 0.4032 | nan | 0.4406 | 0.7619 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4559 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.4298 | 0.2429 | 0.0 | nan | 0.0 | 0.3298 | 0.0 | 0.0 | 0.9344 | 0.8866 | 0.9681 | 0.0 | 0.0 | 0.1990 | 0.0 | nan | 0.7169 | 0.8450 | 0.4128 | 0.6378 | 0.3066 | nan | 0.3632 | 0.5477 | 0.0 | 0.7759 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2558 | 0.0 | 0.0 | 0.6840 | 0.0 | 0.3300 | 0.2327 | 0.0 | nan | 0.0 | 0.2419 | 0.0 | 0.0 | 0.8551 | 0.7577 | 0.9192 | 0.0 | 0.0 | 0.1616 | 0.0 | |
|
| 0.345 | 6.4 | 1280 | 0.6021 | 0.2856 | 0.3476 | 0.8376 | nan | 0.8565 | 0.9475 | 0.5464 | 0.7295 | 0.4149 | nan | 0.4622 | 0.7741 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4755 | 0.0 | 0.0 | 0.8993 | 0.0 | 0.5527 | 0.1694 | 0.0 | nan | 0.0 | 0.3497 | 0.0 | 0.0 | 0.9417 | 0.8722 | 0.9643 | 0.0 | 0.0 | 0.2404 | 0.0 | nan | 0.7249 | 0.8440 | 0.4423 | 0.6305 | 0.3065 | nan | 0.3753 | 0.5470 | 0.0 | 0.7960 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2836 | 0.0 | 0.0 | 0.7073 | 0.0 | 0.3537 | 0.1610 | 0.0 | nan | 0.0 | 0.2510 | 0.0 | 0.0 | 0.8510 | 0.7626 | 0.9202 | 0.0 | 0.0 | 0.1828 | 0.0 | |
|
| 0.5035 | 6.5 | 1300 | 0.6096 | 0.2843 | 0.3532 | 0.8321 | nan | 0.8155 | 0.9197 | 0.6216 | 0.8217 | 0.4931 | nan | 0.4721 | 0.7753 | 0.0 | 0.9274 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5045 | 0.0 | 0.0 | 0.9012 | 0.0 | 0.5240 | 0.1959 | 0.0 | nan | 0.0 | 0.3288 | 0.0 | 0.0 | 0.9487 | 0.8548 | 0.9681 | 0.0 | 0.0 | 0.2306 | 0.0 | nan | 0.7139 | 0.8361 | 0.3180 | 0.6709 | 0.3177 | nan | 0.3877 | 0.5664 | 0.0 | 0.7972 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2867 | 0.0 | 0.0 | 0.7039 | 0.0 | 0.3595 | 0.1869 | 0.0 | nan | 0.0 | 0.2409 | 0.0 | 0.0 | 0.8500 | 0.7600 | 0.9195 | 0.0 | 0.0 | 0.1806 | 0.0 | |
|
| 0.4929 | 6.6 | 1320 | 0.5924 | 0.2927 | 0.3533 | 0.8429 | nan | 0.8576 | 0.9476 | 0.5682 | 0.7956 | 0.4425 | nan | 0.4412 | 0.7597 | 0.0 | 0.8999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4884 | 0.0 | 0.0 | 0.9014 | 0.0 | 0.5541 | 0.2743 | 0.0 | nan | 0.0 | 0.3219 | 0.0 | 0.0 | 0.9345 | 0.9021 | 0.9714 | 0.0 | 0.0 | 0.2466 | 0.0 | nan | 0.7308 | 0.8552 | 0.4243 | 0.6894 | 0.3305 | nan | 0.3699 | 0.5736 | 0.0 | 0.8015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3291 | 0.0 | 0.0 | 0.7071 | 0.0 | 0.3793 | 0.2500 | 0.0 | nan | 0.0 | 0.2393 | 0.0 | 0.0 | 0.8447 | 0.7398 | 0.9170 | 0.0 | 0.0 | 0.1852 | 0.0 | |
|
| 0.3436 | 6.7 | 1340 | 0.5995 | 0.2838 | 0.3429 | 0.8384 | nan | 0.8742 | 0.9381 | 0.5760 | 0.7711 | 0.4374 | nan | 0.4228 | 0.7859 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4498 | 0.0 | 0.0 | 0.9159 | 0.0 | 0.4172 | 0.1522 | 0.0 | nan | 0.0 | 0.2774 | 0.0 | 0.0 | 0.9524 | 0.8462 | 0.9683 | 0.0 | 0.0 | 0.2565 | 0.0 | nan | 0.7204 | 0.8513 | 0.4114 | 0.6822 | 0.3266 | nan | 0.3601 | 0.5441 | 0.0 | 0.7848 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3261 | 0.0 | 0.0 | 0.6896 | 0.0 | 0.3091 | 0.1470 | 0.0 | nan | 0.0 | 0.2188 | 0.0 | 0.0 | 0.8459 | 0.7607 | 0.9183 | 0.0 | 0.0 | 0.1861 | 0.0 | |
|
| 0.7377 | 6.8 | 1360 | 0.6134 | 0.2833 | 0.3463 | 0.8354 | nan | 0.8362 | 0.9553 | 0.5929 | 0.7248 | 0.4510 | nan | 0.4497 | 0.7811 | 0.0 | 0.9095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5309 | 0.0 | 0.0 | 0.9113 | 0.0 | 0.4732 | 0.1200 | 0.0 | nan | 0.0 | 0.3126 | 0.0 | 0.0 | 0.9227 | 0.9004 | 0.9666 | 0.0 | 0.0 | 0.2439 | 0.0 | nan | 0.7292 | 0.8460 | 0.4295 | 0.6422 | 0.3253 | nan | 0.3596 | 0.5413 | 0.0 | 0.7990 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3584 | 0.0 | 0.0 | 0.6972 | 0.0 | 0.3199 | 0.1156 | 0.0 | nan | 0.0 | 0.2365 | 0.0 | 0.0 | 0.8455 | 0.7276 | 0.9192 | 0.0 | 0.0 | 0.1726 | 0.0 | |
|
| 0.4128 | 6.9 | 1380 | 0.6006 | 0.2878 | 0.3553 | 0.8391 | nan | 0.8415 | 0.9462 | 0.6214 | 0.7366 | 0.4697 | nan | 0.4957 | 0.7677 | 0.0 | 0.9305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6027 | 0.0 | 0.0 | 0.8901 | 0.0 | 0.5046 | 0.2026 | 0.0 | nan | 0.0 | 0.2951 | 0.0 | 0.0 | 0.9465 | 0.8840 | 0.9614 | 0.0 | 0.0 | 0.2743 | 0.0 | nan | 0.7322 | 0.8519 | 0.4002 | 0.6451 | 0.3300 | nan | 0.3886 | 0.5512 | 0.0 | 0.7940 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3177 | 0.0 | 0.0 | 0.7060 | 0.0 | 0.3487 | 0.1921 | 0.0 | nan | 0.0 | 0.2287 | 0.0 | 0.0 | 0.8469 | 0.7604 | 0.9208 | 0.0 | 0.0 | 0.1936 | 0.0 | |
|
| 0.4907 | 7.0 | 1400 | 0.6117 | 0.2858 | 0.3455 | 0.8376 | nan | 0.8634 | 0.9474 | 0.5965 | 0.7312 | 0.4186 | nan | 0.4155 | 0.7470 | 0.0 | 0.9203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5297 | 0.0 | 0.0 | 0.9243 | 0.0 | 0.4433 | 0.2116 | 0.0 | nan | 0.0 | 0.2940 | 0.0 | 0.0 | 0.9311 | 0.8932 | 0.9692 | 0.0 | 0.0 | 0.2194 | 0.0 | nan | 0.7268 | 0.8486 | 0.4166 | 0.6316 | 0.3267 | nan | 0.3552 | 0.5937 | 0.0 | 0.8002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3162 | 0.0 | 0.0 | 0.6794 | 0.0 | 0.3256 | 0.1987 | 0.0 | nan | 0.0 | 0.2328 | 0.0 | 0.0 | 0.8514 | 0.7513 | 0.9192 | 0.0 | 0.0 | 0.1712 | 0.0 | |
|
| 0.4294 | 7.1 | 1420 | 0.6113 | 0.2919 | 0.3560 | 0.8385 | nan | 0.8568 | 0.9325 | 0.6310 | 0.7411 | 0.4957 | nan | 0.4646 | 0.7486 | 0.0 | 0.9336 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5143 | 0.0 | 0.0 | 0.8965 | 0.0 | 0.4609 | 0.3225 | 0.0 | nan | 0.0 | 0.3558 | 0.0 | 0.0 | 0.9469 | 0.8690 | 0.9707 | 0.0 | 0.0 | 0.2502 | 0.0 | nan | 0.7284 | 0.8455 | 0.3658 | 0.6479 | 0.3335 | nan | 0.3784 | 0.5995 | 0.0 | 0.7964 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3039 | 0.0 | 0.0 | 0.6996 | 0.0 | 0.3631 | 0.3026 | 0.0 | nan | 0.0 | 0.2534 | 0.0 | 0.0 | 0.8554 | 0.7669 | 0.9180 | 0.0 | 0.0 | 0.1809 | 0.0 | |
|
| 0.3443 | 7.2 | 1440 | 0.5995 | 0.2913 | 0.3533 | 0.8400 | nan | 0.8612 | 0.9478 | 0.5732 | 0.7560 | 0.4347 | nan | 0.4262 | 0.7650 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5207 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.4590 | 0.3551 | 0.0 | nan | 0.0 | 0.3457 | 0.0 | 0.0 | 0.9247 | 0.8845 | 0.9716 | 0.0 | 0.0 | 0.2411 | 0.0 | nan | 0.7276 | 0.8468 | 0.4115 | 0.6580 | 0.3226 | nan | 0.3623 | 0.5876 | 0.0 | 0.7949 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2886 | 0.0 | 0.0 | 0.6991 | 0.0 | 0.3612 | 0.3291 | 0.0 | nan | 0.0 | 0.2508 | 0.0 | 0.0 | 0.8487 | 0.7406 | 0.9172 | 0.0 | 0.0 | 0.1762 | 0.0 | |
|
| 0.3951 | 7.3 | 1460 | 0.5993 | 0.2881 | 0.3512 | 0.8389 | nan | 0.8361 | 0.9493 | 0.5587 | 0.7858 | 0.4044 | nan | 0.4564 | 0.7742 | 0.0 | 0.9285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5710 | 0.0 | 0.0 | 0.9064 | 0.0 | 0.4519 | 0.2775 | 0.0 | nan | 0.0 | 0.3373 | 0.0 | 0.0 | 0.9471 | 0.8486 | 0.9723 | 0.0 | 0.0 | 0.2314 | 0.0 | nan | 0.7132 | 0.8495 | 0.4238 | 0.6330 | 0.3179 | nan | 0.3756 | 0.5680 | 0.0 | 0.7991 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2852 | 0.0 | 0.0 | 0.6937 | 0.0 | 0.3453 | 0.2636 | 0.0 | nan | 0.0 | 0.2459 | 0.0 | 0.0 | 0.8534 | 0.7632 | 0.9170 | 0.0 | 0.0 | 0.1723 | 0.0 | |
|
| 0.2938 | 7.4 | 1480 | 0.5979 | 0.2917 | 0.3518 | 0.8414 | nan | 0.8454 | 0.9501 | 0.5647 | 0.7701 | 0.4146 | nan | 0.4512 | 0.7719 | 0.0 | 0.9103 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5378 | 0.0 | 0.0 | 0.9112 | 0.0 | 0.4758 | 0.3094 | 0.0 | nan | 0.0 | 0.3269 | 0.0 | 0.0 | 0.9511 | 0.8692 | 0.9649 | 0.0 | 0.0 | 0.2323 | 0.0 | nan | 0.7207 | 0.8505 | 0.4227 | 0.6485 | 0.3229 | nan | 0.3762 | 0.5570 | 0.0 | 0.8052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3362 | 0.0 | 0.0 | 0.6955 | 0.0 | 0.3548 | 0.2909 | 0.0 | nan | 0.0 | 0.2420 | 0.0 | 0.0 | 0.8549 | 0.7673 | 0.9201 | 0.0 | 0.0 | 0.1700 | 0.0 | |
|
| 0.3063 | 7.5 | 1500 | 0.6103 | 0.2915 | 0.3522 | 0.8394 | nan | 0.8513 | 0.9569 | 0.5581 | 0.7077 | 0.4143 | nan | 0.3906 | 0.7775 | 0.0 | 0.9367 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4860 | 0.0 | 0.0 | 0.8950 | 0.0 | 0.5014 | 0.3608 | 0.0 | nan | 0.0 | 0.3768 | 0.0 | 0.0 | 0.9326 | 0.8919 | 0.9663 | 0.0 | 0.0 | 0.2673 | 0.0 | nan | 0.7188 | 0.8446 | 0.4269 | 0.6124 | 0.3294 | nan | 0.3401 | 0.5628 | 0.0 | 0.7936 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3101 | 0.0 | 0.0 | 0.7025 | 0.0 | 0.3740 | 0.3336 | 0.0 | nan | 0.0 | 0.2626 | 0.0 | 0.0 | 0.8565 | 0.7535 | 0.9210 | 0.0 | 0.0 | 0.1848 | 0.0 | |
|
| 0.4145 | 7.6 | 1520 | 0.6139 | 0.2870 | 0.3462 | 0.8375 | nan | 0.8695 | 0.9446 | 0.5545 | 0.6713 | 0.4503 | nan | 0.4578 | 0.7690 | 0.0 | 0.9225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4519 | 0.0 | 0.0 | 0.9195 | 0.0 | 0.4797 | 0.2639 | 0.0 | nan | 0.0 | 0.3073 | 0.0 | 0.0 | 0.9363 | 0.8959 | 0.9690 | 0.0 | 0.0 | 0.2163 | 0.0 | nan | 0.7244 | 0.8468 | 0.4270 | 0.5928 | 0.3406 | nan | 0.3668 | 0.5579 | 0.0 | 0.8011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3160 | 0.0 | 0.0 | 0.6902 | 0.0 | 0.3466 | 0.2489 | 0.0 | nan | 0.0 | 0.2337 | 0.0 | 0.0 | 0.8549 | 0.7506 | 0.9195 | 0.0 | 0.0 | 0.1673 | 0.0 | |
|
| 0.9153 | 7.7 | 1540 | 0.6055 | 0.2901 | 0.3539 | 0.8373 | nan | 0.8256 | 0.9482 | 0.5821 | 0.7362 | 0.4750 | nan | 0.4594 | 0.7786 | 0.0 | 0.9368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4499 | 0.0 | 0.0 | 0.8786 | 0.0 | 0.5140 | 0.2710 | 0.0 | nan | 0.0 | 0.3504 | 0.0 | 0.0 | 0.9374 | 0.8967 | 0.9696 | 0.0 | 0.0 | 0.3158 | 0.0 | nan | 0.7159 | 0.8463 | 0.4322 | 0.6072 | 0.3435 | nan | 0.3800 | 0.5541 | 0.0 | 0.7938 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3016 | 0.0 | 0.0 | 0.7086 | 0.0 | 0.3710 | 0.2589 | 0.0 | nan | 0.0 | 0.2577 | 0.0 | 0.0 | 0.8505 | 0.7452 | 0.9191 | 0.0 | 0.0 | 0.1964 | 0.0 | |
|
| 0.3268 | 7.8 | 1560 | 0.6009 | 0.2911 | 0.3532 | 0.8407 | nan | 0.8675 | 0.9404 | 0.5684 | 0.7250 | 0.4900 | nan | 0.4666 | 0.7657 | 0.0 | 0.9205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5209 | 0.0 | 0.0 | 0.9170 | 0.0 | 0.5335 | 0.2576 | 0.0 | nan | 0.0 | 0.3168 | 0.0 | 0.0 | 0.9390 | 0.8789 | 0.9671 | 0.0 | 0.0 | 0.2280 | 0.0 | nan | 0.7273 | 0.8501 | 0.4168 | 0.6399 | 0.3439 | nan | 0.3778 | 0.5709 | 0.0 | 0.8027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3164 | 0.0 | 0.0 | 0.6985 | 0.0 | 0.3665 | 0.2401 | 0.0 | nan | 0.0 | 0.2423 | 0.0 | 0.0 | 0.8595 | 0.7642 | 0.9212 | 0.0 | 0.0 | 0.1759 | 0.0 | |
|
| 0.4042 | 7.9 | 1580 | 0.5907 | 0.2940 | 0.3564 | 0.8436 | nan | 0.8629 | 0.9405 | 0.5990 | 0.7337 | 0.4989 | nan | 0.4793 | 0.7556 | 0.0 | 0.9333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4932 | 0.0 | 0.0 | 0.9074 | 0.0 | 0.5340 | 0.3461 | 0.0 | nan | 0.0 | 0.3155 | 0.0 | 0.0 | 0.9464 | 0.8863 | 0.9658 | 0.0 | 0.0 | 0.2071 | 0.0 | nan | 0.7331 | 0.8538 | 0.4141 | 0.6457 | 0.3494 | nan | 0.3874 | 0.5881 | 0.0 | 0.7962 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2864 | 0.0 | 0.0 | 0.7063 | 0.0 | 0.3829 | 0.3137 | 0.0 | nan | 0.0 | 0.2380 | 0.0 | 0.0 | 0.8578 | 0.7657 | 0.9210 | 0.0 | 0.0 | 0.1687 | 0.0 | |
|
| 0.4915 | 8.0 | 1600 | 0.5805 | 0.2976 | 0.3593 | 0.8458 | nan | 0.8618 | 0.9395 | 0.5801 | 0.7933 | 0.4558 | nan | 0.4925 | 0.7563 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4860 | 0.0 | 0.0 | 0.8979 | 0.0 | 0.5390 | 0.4165 | 0.0 | nan | 0.0 | 0.3220 | 0.0 | 0.0 | 0.9466 | 0.8853 | 0.9648 | 0.0 | 0.0 | 0.2215 | 0.0 | nan | 0.7311 | 0.8544 | 0.4294 | 0.6731 | 0.3421 | nan | 0.3934 | 0.6052 | 0.0 | 0.7928 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2803 | 0.0 | 0.0 | 0.7124 | 0.0 | 0.3900 | 0.3612 | 0.0 | nan | 0.0 | 0.2420 | 0.0 | 0.0 | 0.8564 | 0.7633 | 0.9208 | 0.0 | 0.0 | 0.1752 | 0.0 | |
|
| 0.4564 | 8.1 | 1620 | 0.5909 | 0.2975 | 0.3610 | 0.8440 | nan | 0.8619 | 0.9410 | 0.5701 | 0.7384 | 0.4921 | nan | 0.4827 | 0.7838 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5328 | 0.0 | 0.0 | 0.9000 | 0.0 | 0.4814 | 0.4299 | 0.0 | nan | 0.0 | 0.3525 | 0.0 | 0.0 | 0.9441 | 0.9024 | 0.9651 | 0.0 | 0.0 | 0.2475 | 0.0 | nan | 0.7357 | 0.8515 | 0.4326 | 0.6508 | 0.3435 | nan | 0.3904 | 0.5702 | 0.0 | 0.8007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2983 | 0.0 | 0.0 | 0.7060 | 0.0 | 0.3913 | 0.3839 | 0.0 | nan | 0.0 | 0.2573 | 0.0 | 0.0 | 0.8514 | 0.7541 | 0.9211 | 0.0 | 0.0 | 0.1825 | 0.0 | |
|
| 0.4293 | 8.2 | 1640 | 0.6016 | 0.2936 | 0.3568 | 0.8418 | nan | 0.8488 | 0.9535 | 0.5645 | 0.7347 | 0.4343 | nan | 0.4671 | 0.7780 | 0.0 | 0.9347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5543 | 0.0 | 0.0 | 0.9067 | 0.0 | 0.4645 | 0.3615 | 0.0 | nan | 0.0 | 0.3499 | 0.0 | 0.0 | 0.9274 | 0.9089 | 0.9687 | 0.0 | 0.0 | 0.2600 | 0.0 | nan | 0.7298 | 0.8479 | 0.4386 | 0.6442 | 0.3341 | nan | 0.3834 | 0.5715 | 0.0 | 0.7976 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2911 | 0.0 | 0.0 | 0.6990 | 0.0 | 0.3703 | 0.3328 | 0.0 | nan | 0.0 | 0.2537 | 0.0 | 0.0 | 0.8524 | 0.7378 | 0.9213 | 0.0 | 0.0 | 0.1892 | 0.0 | |
|
| 0.2416 | 8.3 | 1660 | 0.5930 | 0.2960 | 0.3567 | 0.8451 | nan | 0.8627 | 0.9523 | 0.5585 | 0.7374 | 0.4508 | nan | 0.4778 | 0.7690 | 0.0 | 0.9195 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5584 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.4868 | 0.3511 | 0.0 | nan | 0.0 | 0.3384 | 0.0 | 0.0 | 0.9519 | 0.8790 | 0.9689 | 0.0 | 0.0 | 0.2518 | 0.0 | nan | 0.7371 | 0.8516 | 0.4397 | 0.6510 | 0.3411 | nan | 0.3888 | 0.5760 | 0.0 | 0.8089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3068 | 0.0 | 0.0 | 0.7035 | 0.0 | 0.3740 | 0.3219 | 0.0 | nan | 0.0 | 0.2455 | 0.0 | 0.0 | 0.8547 | 0.7661 | 0.9207 | 0.0 | 0.0 | 0.1857 | 0.0 | |
|
| 0.474 | 8.4 | 1680 | 0.5887 | 0.2968 | 0.3623 | 0.8446 | nan | 0.8520 | 0.9483 | 0.5958 | 0.7393 | 0.4958 | nan | 0.4858 | 0.7934 | 0.0 | 0.9286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5722 | 0.0 | 0.0 | 0.8975 | 0.0 | 0.5263 | 0.3477 | 0.0 | nan | 0.0 | 0.3560 | 0.0 | 0.0 | 0.9466 | 0.8638 | 0.9745 | 0.0 | 0.0 | 0.2685 | 0.0 | nan | 0.7394 | 0.8504 | 0.4320 | 0.6534 | 0.3434 | nan | 0.3952 | 0.5589 | 0.0 | 0.8037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3123 | 0.0 | 0.0 | 0.7126 | 0.0 | 0.3813 | 0.3195 | 0.0 | nan | 0.0 | 0.2577 | 0.0 | 0.0 | 0.8598 | 0.7705 | 0.9179 | 0.0 | 0.0 | 0.1891 | 0.0 | |
|
| 0.7499 | 8.5 | 1700 | 0.5912 | 0.2969 | 0.3622 | 0.8429 | nan | 0.8376 | 0.9494 | 0.5958 | 0.7615 | 0.4718 | nan | 0.4667 | 0.7842 | 0.0 | 0.9141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5775 | 0.0 | 0.0 | 0.9007 | 0.0 | 0.5435 | 0.3685 | 0.0 | nan | 0.0 | 0.3537 | 0.0 | 0.0 | 0.9321 | 0.9052 | 0.9709 | 0.0 | 0.0 | 0.2569 | 0.0 | nan | 0.7311 | 0.8501 | 0.4380 | 0.6496 | 0.3393 | nan | 0.3869 | 0.5726 | 0.0 | 0.8112 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3299 | 0.0 | 0.0 | 0.7124 | 0.0 | 0.3851 | 0.3354 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.8530 | 0.7413 | 0.9208 | 0.0 | 0.0 | 0.1863 | 0.0 | |
|
| 0.3122 | 8.6 | 1720 | 0.5893 | 0.2950 | 0.3559 | 0.8435 | nan | 0.8625 | 0.9424 | 0.5925 | 0.7487 | 0.4691 | nan | 0.4895 | 0.7853 | 0.0 | 0.9243 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5009 | 0.0 | 0.0 | 0.9190 | 0.0 | 0.4775 | 0.3233 | 0.0 | nan | 0.0 | 0.3342 | 0.0 | 0.0 | 0.9466 | 0.8685 | 0.9681 | 0.0 | 0.0 | 0.2382 | 0.0 | nan | 0.7296 | 0.8538 | 0.4289 | 0.6504 | 0.3395 | nan | 0.3980 | 0.5691 | 0.0 | 0.8038 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3235 | 0.0 | 0.0 | 0.6949 | 0.0 | 0.3672 | 0.3033 | 0.0 | nan | 0.0 | 0.2485 | 0.0 | 0.0 | 0.8586 | 0.7664 | 0.9228 | 0.0 | 0.0 | 0.1826 | 0.0 | |
|
| 0.4643 | 8.7 | 1740 | 0.5790 | 0.2978 | 0.3629 | 0.8454 | nan | 0.8425 | 0.9357 | 0.5978 | 0.8333 | 0.4818 | nan | 0.5086 | 0.7809 | 0.0 | 0.9420 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5146 | 0.0 | 0.0 | 0.8946 | 0.0 | 0.5240 | 0.3464 | 0.0 | nan | 0.0 | 0.3436 | 0.0 | 0.0 | 0.9468 | 0.8926 | 0.9658 | 0.0 | 0.0 | 0.2632 | 0.0 | nan | 0.7326 | 0.8559 | 0.4279 | 0.6736 | 0.3453 | nan | 0.4089 | 0.5846 | 0.0 | 0.7928 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3042 | 0.0 | 0.0 | 0.7079 | 0.0 | 0.3830 | 0.3168 | 0.0 | nan | 0.0 | 0.2545 | 0.0 | 0.0 | 0.8582 | 0.7638 | 0.9225 | 0.0 | 0.0 | 0.1969 | 0.0 | |
|
| 0.4116 | 8.8 | 1760 | 0.5820 | 0.2977 | 0.3611 | 0.8465 | nan | 0.8533 | 0.9489 | 0.5951 | 0.7959 | 0.4441 | nan | 0.4867 | 0.7812 | 0.0 | 0.9328 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5563 | 0.0 | 0.0 | 0.9081 | 0.0 | 0.4951 | 0.3623 | 0.0 | nan | 0.0 | 0.3574 | 0.0 | 0.0 | 0.9371 | 0.8924 | 0.9654 | 0.0 | 0.0 | 0.2426 | 0.0 | nan | 0.7344 | 0.8561 | 0.4307 | 0.6806 | 0.3428 | nan | 0.3969 | 0.5798 | 0.0 | 0.8034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3147 | 0.0 | 0.0 | 0.7025 | 0.0 | 0.3742 | 0.3268 | 0.0 | nan | 0.0 | 0.2597 | 0.0 | 0.0 | 0.8580 | 0.7590 | 0.9230 | 0.0 | 0.0 | 0.1833 | 0.0 | |
|
| 0.3642 | 8.9 | 1780 | 0.5825 | 0.2992 | 0.3612 | 0.8464 | nan | 0.8459 | 0.9514 | 0.5853 | 0.7834 | 0.4573 | nan | 0.4848 | 0.7784 | 0.0 | 0.9270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5579 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.4744 | 0.3935 | 0.0 | nan | 0.0 | 0.3623 | 0.0 | 0.0 | 0.9419 | 0.8927 | 0.9659 | 0.0 | 0.0 | 0.2505 | 0.0 | nan | 0.7352 | 0.8545 | 0.4346 | 0.6736 | 0.3430 | nan | 0.3968 | 0.5806 | 0.0 | 0.8086 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3254 | 0.0 | 0.0 | 0.7030 | 0.0 | 0.3787 | 0.3601 | 0.0 | nan | 0.0 | 0.2615 | 0.0 | 0.0 | 0.8548 | 0.7584 | 0.9230 | 0.0 | 0.0 | 0.1835 | 0.0 | |
|
| 0.3355 | 9.0 | 1800 | 0.5826 | 0.2994 | 0.3636 | 0.8459 | nan | 0.8603 | 0.9413 | 0.5917 | 0.7590 | 0.4987 | nan | 0.5007 | 0.7845 | 0.0 | 0.9374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5508 | 0.0 | 0.0 | 0.8996 | 0.0 | 0.4774 | 0.4227 | 0.0 | nan | 0.0 | 0.3510 | 0.0 | 0.0 | 0.9467 | 0.8837 | 0.9653 | 0.0 | 0.0 | 0.2642 | 0.0 | nan | 0.7357 | 0.8555 | 0.4223 | 0.6648 | 0.3500 | nan | 0.4009 | 0.5832 | 0.0 | 0.8002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3057 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.3839 | 0.3773 | 0.0 | nan | 0.0 | 0.2590 | 0.0 | 0.0 | 0.8559 | 0.7678 | 0.9229 | 0.0 | 0.0 | 0.1900 | 0.0 | |
|
| 0.3793 | 9.1 | 1820 | 0.5882 | 0.2978 | 0.3613 | 0.8447 | nan | 0.8496 | 0.9467 | 0.5920 | 0.7591 | 0.4889 | nan | 0.5053 | 0.7759 | 0.0 | 0.9374 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5241 | 0.0 | 0.0 | 0.9129 | 0.0 | 0.4975 | 0.3962 | 0.0 | nan | 0.0 | 0.3467 | 0.0 | 0.0 | 0.9294 | 0.8948 | 0.9636 | 0.0 | 0.0 | 0.2414 | 0.0 | nan | 0.7405 | 0.8545 | 0.4316 | 0.6590 | 0.3488 | nan | 0.4008 | 0.5891 | 0.0 | 0.7990 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3005 | 0.0 | 0.0 | 0.7028 | 0.0 | 0.3844 | 0.3574 | 0.0 | nan | 0.0 | 0.2570 | 0.0 | 0.0 | 0.8520 | 0.7453 | 0.9236 | 0.0 | 0.0 | 0.1823 | 0.0 | |
|
| 0.2793 | 9.2 | 1840 | 0.5878 | 0.2974 | 0.3616 | 0.8446 | nan | 0.8513 | 0.9463 | 0.5973 | 0.7588 | 0.5000 | nan | 0.4986 | 0.7865 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5269 | 0.0 | 0.0 | 0.9034 | 0.0 | 0.4835 | 0.3733 | 0.0 | nan | 0.0 | 0.3521 | 0.0 | 0.0 | 0.9342 | 0.8937 | 0.9654 | 0.0 | 0.0 | 0.2658 | 0.0 | nan | 0.7408 | 0.8537 | 0.4275 | 0.6630 | 0.3483 | nan | 0.4014 | 0.5750 | 0.0 | 0.8024 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3071 | 0.0 | 0.0 | 0.7035 | 0.0 | 0.3766 | 0.3445 | 0.0 | nan | 0.0 | 0.2565 | 0.0 | 0.0 | 0.8533 | 0.7524 | 0.9224 | 0.0 | 0.0 | 0.1887 | 0.0 | |
|
| 0.3716 | 9.3 | 1860 | 0.5903 | 0.2961 | 0.3573 | 0.8455 | nan | 0.8684 | 0.9481 | 0.5853 | 0.7523 | 0.4617 | nan | 0.4910 | 0.7798 | 0.0 | 0.9249 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5365 | 0.0 | 0.0 | 0.9166 | 0.0 | 0.4795 | 0.3358 | 0.0 | nan | 0.0 | 0.3293 | 0.0 | 0.0 | 0.9398 | 0.8781 | 0.9679 | 0.0 | 0.0 | 0.2395 | 0.0 | nan | 0.7364 | 0.8548 | 0.4289 | 0.6600 | 0.3465 | nan | 0.3954 | 0.5684 | 0.0 | 0.8093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3222 | 0.0 | 0.0 | 0.6978 | 0.0 | 0.3660 | 0.3115 | 0.0 | nan | 0.0 | 0.2477 | 0.0 | 0.0 | 0.8597 | 0.7694 | 0.9220 | 0.0 | 0.0 | 0.1779 | 0.0 | |
|
| 0.3073 | 9.4 | 1880 | 0.5829 | 0.2971 | 0.3572 | 0.8471 | nan | 0.8683 | 0.9506 | 0.5674 | 0.7611 | 0.4517 | nan | 0.5018 | 0.7762 | 0.0 | 0.9282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5395 | 0.0 | 0.0 | 0.9162 | 0.0 | 0.4836 | 0.3563 | 0.0 | nan | 0.0 | 0.3141 | 0.0 | 0.0 | 0.9427 | 0.8766 | 0.9691 | 0.0 | 0.0 | 0.2265 | 0.0 | nan | 0.7407 | 0.8562 | 0.4418 | 0.6648 | 0.3464 | nan | 0.3993 | 0.5748 | 0.0 | 0.8072 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3174 | 0.0 | 0.0 | 0.6974 | 0.0 | 0.3692 | 0.3253 | 0.0 | nan | 0.0 | 0.2385 | 0.0 | 0.0 | 0.8599 | 0.7719 | 0.9217 | 0.0 | 0.0 | 0.1733 | 0.0 | |
|
| 0.2746 | 9.5 | 1900 | 0.5797 | 0.2978 | 0.3595 | 0.8471 | nan | 0.8629 | 0.9477 | 0.5770 | 0.7784 | 0.4531 | nan | 0.4984 | 0.7777 | 0.0 | 0.9258 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5575 | 0.0 | 0.0 | 0.9103 | 0.0 | 0.4861 | 0.3582 | 0.0 | nan | 0.0 | 0.3287 | 0.0 | 0.0 | 0.9462 | 0.8830 | 0.9698 | 0.0 | 0.0 | 0.2437 | 0.0 | nan | 0.7410 | 0.8565 | 0.4411 | 0.6698 | 0.3466 | nan | 0.3982 | 0.5803 | 0.0 | 0.8092 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3144 | 0.0 | 0.0 | 0.7000 | 0.0 | 0.3715 | 0.3289 | 0.0 | nan | 0.0 | 0.2446 | 0.0 | 0.0 | 0.8575 | 0.7704 | 0.9218 | 0.0 | 0.0 | 0.1790 | 0.0 | |
|
| 0.3607 | 9.6 | 1920 | 0.5941 | 0.2970 | 0.3575 | 0.8456 | nan | 0.8571 | 0.9580 | 0.5710 | 0.7238 | 0.4492 | nan | 0.4884 | 0.7706 | 0.0 | 0.9305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5505 | 0.0 | 0.0 | 0.9117 | 0.0 | 0.4975 | 0.3714 | 0.0 | nan | 0.0 | 0.3271 | 0.0 | 0.0 | 0.9358 | 0.8878 | 0.9665 | 0.0 | 0.0 | 0.2429 | 0.0 | nan | 0.7387 | 0.8515 | 0.4434 | 0.6432 | 0.3427 | nan | 0.3884 | 0.5768 | 0.0 | 0.8068 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3156 | 0.0 | 0.0 | 0.7027 | 0.0 | 0.3808 | 0.3404 | 0.0 | nan | 0.0 | 0.2459 | 0.0 | 0.0 | 0.8600 | 0.7649 | 0.9235 | 0.0 | 0.0 | 0.1797 | 0.0 | |
|
| 0.551 | 9.7 | 1940 | 0.5854 | 0.2979 | 0.3612 | 0.8452 | nan | 0.8724 | 0.9397 | 0.5686 | 0.7450 | 0.4752 | nan | 0.5028 | 0.7750 | 0.0 | 0.9353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5518 | 0.0 | 0.0 | 0.9036 | 0.0 | 0.5075 | 0.3871 | 0.0 | nan | 0.0 | 0.3322 | 0.0 | 0.0 | 0.9442 | 0.8904 | 0.9713 | 0.0 | 0.0 | 0.2548 | 0.0 | nan | 0.7333 | 0.8548 | 0.4334 | 0.6499 | 0.3496 | nan | 0.3970 | 0.5874 | 0.0 | 0.8014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3017 | 0.0 | 0.0 | 0.7046 | 0.0 | 0.3878 | 0.3525 | 0.0 | nan | 0.0 | 0.2472 | 0.0 | 0.0 | 0.8574 | 0.7654 | 0.9218 | 0.0 | 0.0 | 0.1864 | 0.0 | |
|
| 0.417 | 9.8 | 1960 | 0.5867 | 0.2993 | 0.3616 | 0.8462 | nan | 0.8696 | 0.9473 | 0.5746 | 0.7423 | 0.4598 | nan | 0.4883 | 0.7754 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5606 | 0.0 | 0.0 | 0.9018 | 0.0 | 0.4964 | 0.4181 | 0.0 | nan | 0.0 | 0.3385 | 0.0 | 0.0 | 0.9421 | 0.8914 | 0.9685 | 0.0 | 0.0 | 0.2674 | 0.0 | nan | 0.7348 | 0.8543 | 0.4322 | 0.6508 | 0.3474 | nan | 0.3945 | 0.5816 | 0.0 | 0.8074 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3141 | 0.0 | 0.0 | 0.7062 | 0.0 | 0.3905 | 0.3765 | 0.0 | nan | 0.0 | 0.2517 | 0.0 | 0.0 | 0.8584 | 0.7636 | 0.9229 | 0.0 | 0.0 | 0.1896 | 0.0 | |
|
| 0.3938 | 9.9 | 1980 | 0.5864 | 0.2984 | 0.3604 | 0.8458 | nan | 0.8685 | 0.9452 | 0.5814 | 0.7414 | 0.4627 | nan | 0.4926 | 0.7724 | 0.0 | 0.9271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5601 | 0.0 | 0.0 | 0.9028 | 0.0 | 0.4875 | 0.4032 | 0.0 | nan | 0.0 | 0.3355 | 0.0 | 0.0 | 0.9493 | 0.8861 | 0.9661 | 0.0 | 0.0 | 0.2511 | 0.0 | nan | 0.7348 | 0.8543 | 0.4299 | 0.6507 | 0.3471 | nan | 0.3960 | 0.5810 | 0.0 | 0.8082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3151 | 0.0 | 0.0 | 0.7047 | 0.0 | 0.3855 | 0.3669 | 0.0 | nan | 0.0 | 0.2480 | 0.0 | 0.0 | 0.8549 | 0.7663 | 0.9226 | 0.0 | 0.0 | 0.1842 | 0.0 | |
|
| 0.3931 | 10.0 | 2000 | 0.5881 | 0.2988 | 0.3613 | 0.8463 | nan | 0.8649 | 0.9502 | 0.5791 | 0.7393 | 0.4485 | nan | 0.4859 | 0.7767 | 0.0 | 0.9341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5642 | 0.0 | 0.0 | 0.8944 | 0.0 | 0.4959 | 0.4208 | 0.0 | nan | 0.0 | 0.3432 | 0.0 | 0.0 | 0.9466 | 0.8884 | 0.9698 | 0.0 | 0.0 | 0.2614 | 0.0 | nan | 0.7372 | 0.8540 | 0.4322 | 0.6499 | 0.3421 | nan | 0.3932 | 0.5795 | 0.0 | 0.8033 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3104 | 0.0 | 0.0 | 0.7075 | 0.0 | 0.3911 | 0.3791 | 0.0 | nan | 0.0 | 0.2524 | 0.0 | 0.0 | 0.8559 | 0.7644 | 0.9219 | 0.0 | 0.0 | 0.1876 | 0.0 | |
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### Framework versions |
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- Transformers 4.35.2 |
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- Pytorch 2.1.0+cu121 |
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- Datasets 2.16.1 |
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- Tokenizers 0.15.0 |
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