Hugging Face's logo

DrWasabiii
/
segformer-b0-finetuned-segments-sidewalk-oct-22

Image Segmentation
Transformers
TensorBoard
Safetensors
segformer
vision
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
Edit model card

segformer-b0-finetuned-segments-sidewalk-oct-22

This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5644
  • Mean Iou: 0.3202
  • Mean Accuracy: 0.3861
  • Overall Accuracy: 0.8525
  • Accuracy Unlabeled: nan
  • Accuracy Flat-road: 0.8598
  • Accuracy Flat-sidewalk: 0.9440
  • Accuracy Flat-crosswalk: 0.6837
  • Accuracy Flat-cyclinglane: 0.8295
  • Accuracy Flat-parkingdriveway: 0.5586
  • Accuracy Flat-railtrack: nan
  • Accuracy Flat-curb: 0.6015
  • Accuracy Human-person: 0.6019
  • Accuracy Human-rider: 0.0
  • Accuracy Vehicle-car: 0.9395
  • Accuracy Vehicle-truck: 0.0
  • Accuracy Vehicle-bus: 0.0
  • Accuracy Vehicle-tramtrain: nan
  • Accuracy Vehicle-motorcycle: 0.0
  • Accuracy Vehicle-bicycle: 0.6060
  • Accuracy Vehicle-caravan: 0.0
  • Accuracy Vehicle-cartrailer: 0.0
  • Accuracy Construction-building: 0.8961
  • Accuracy Construction-door: 0.0
  • Accuracy Construction-wall: 0.5249
  • Accuracy Construction-fenceguardrail: 0.4892
  • Accuracy Construction-bridge: 0.0
  • Accuracy Construction-tunnel: nan
  • Accuracy Construction-stairs: 0.0
  • Accuracy Object-pole: 0.3733
  • Accuracy Object-trafficsign: 0.0
  • Accuracy Object-trafficlight: 0.0
  • Accuracy Nature-vegetation: 0.9376
  • Accuracy Nature-terrain: 0.9033
  • Accuracy Sky: 0.9668
  • Accuracy Void-ground: 0.0
  • Accuracy Void-dynamic: 0.0
  • Accuracy Void-static: 0.2540
  • Accuracy Void-unclear: 0.0
  • Iou Unlabeled: nan
  • Iou Flat-road: 0.7395
  • Iou Flat-sidewalk: 0.8717
  • Iou Flat-crosswalk: 0.5750
  • Iou Flat-cyclinglane: 0.6481
  • Iou Flat-parkingdriveway: 0.4281
  • Iou Flat-railtrack: nan
  • Iou Flat-curb: 0.4534
  • Iou Human-person: 0.4648
  • Iou Human-rider: 0.0
  • Iou Vehicle-car: 0.8127
  • Iou Vehicle-truck: 0.0
  • Iou Vehicle-bus: 0.0
  • Iou Vehicle-tramtrain: nan
  • Iou Vehicle-motorcycle: 0.0
  • Iou Vehicle-bicycle: 0.3687
  • Iou Vehicle-caravan: 0.0
  • Iou Vehicle-cartrailer: 0.0
  • Iou Construction-building: 0.7090
  • Iou Construction-door: 0.0
  • Iou Construction-wall: 0.3987
  • Iou Construction-fenceguardrail: 0.4429
  • Iou Construction-bridge: 0.0
  • Iou Construction-tunnel: nan
  • Iou Construction-stairs: 0.0
  • Iou Object-pole: 0.2772
  • Iou Object-trafficsign: 0.0
  • Iou Object-trafficlight: 0.0
  • Iou Nature-vegetation: 0.8463
  • Iou Nature-terrain: 0.7719
  • Iou Sky: 0.9189
  • Iou Void-ground: 0.0
  • Iou Void-dynamic: 0.0
  • Iou Void-static: 0.2004
  • 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: 0.0001
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Unlabeled Accuracy Flat-road Accuracy Flat-sidewalk Accuracy Flat-crosswalk Accuracy Flat-cyclinglane Accuracy Flat-parkingdriveway Accuracy Flat-railtrack Accuracy Flat-curb Accuracy Human-person Accuracy Human-rider Accuracy Vehicle-car Accuracy Vehicle-truck Accuracy Vehicle-bus Accuracy Vehicle-tramtrain Accuracy Vehicle-motorcycle Accuracy Vehicle-bicycle Accuracy Vehicle-caravan Accuracy Vehicle-cartrailer Accuracy Construction-building Accuracy Construction-door Accuracy Construction-wall Accuracy Construction-fenceguardrail Accuracy Construction-bridge Accuracy Construction-tunnel Accuracy Construction-stairs Accuracy Object-pole Accuracy Object-trafficsign Accuracy Object-trafficlight Accuracy Nature-vegetation Accuracy Nature-terrain Accuracy Sky Accuracy Void-ground Accuracy Void-dynamic Accuracy Void-static Accuracy Void-unclear Iou Unlabeled Iou Flat-road Iou Flat-sidewalk Iou Flat-crosswalk Iou Flat-cyclinglane Iou Flat-parkingdriveway Iou Flat-railtrack Iou Flat-curb Iou Human-person Iou Human-rider Iou Vehicle-car Iou Vehicle-truck Iou Vehicle-bus Iou Vehicle-tramtrain Iou Vehicle-motorcycle Iou Vehicle-bicycle Iou Vehicle-caravan Iou Vehicle-cartrailer Iou Construction-building Iou Construction-door Iou Construction-wall Iou Construction-fenceguardrail Iou Construction-bridge Iou Construction-tunnel Iou Construction-stairs Iou Object-pole Iou Object-trafficsign Iou Object-trafficlight Iou Nature-vegetation Iou Nature-terrain Iou Sky Iou Void-ground Iou Void-dynamic Iou Void-static Iou Void-unclear
1.462 0.1 20 1.2595 0.1419 0.1947 0.7120 nan 0.7582 0.9092 0.0 0.0660 0.0000 nan 0.0 0.0 0.0 0.9133 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8346 0.0 0.0004 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9263 0.7278 0.9005 0.0 0.0 0.0 0.0 nan 0.4874 0.7290 0.0 0.0657 0.0000 nan 0.0 0.0 0.0 0.5744 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5093 0.0 0.0004 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7362 0.5259 0.7708 0.0 0.0 0.0 0.0
1.3298 0.2 40 1.1696 0.1552 0.2048 0.7307 nan 0.8291 0.9109 0.0 0.2907 0.0003 nan 0.0 0.0 0.0 0.9111 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8254 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9266 0.7259 0.9291 0.0 0.0 0.0 0.0 nan 0.5114 0.7458 0.0 0.2725 0.0003 nan 0.0 0.0 0.0 0.6361 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5295 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7486 0.5861 0.7800 0.0 0.0 0.0 0.0
0.8454 0.3 60 1.1409 0.1623 0.2113 0.7445 nan 0.8024 0.9346 0.0 0.4023 0.0079 nan 0.0 0.0 0.0 0.8823 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8139 0.0 0.0016 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9372 0.8410 0.9269 0.0 0.0 0.0 0.0 nan 0.5516 0.7597 0.0 0.3598 0.0078 nan 0.0 0.0 0.0 0.6808 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5406 0.0 0.0016 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7382 0.5945 0.7969 0.0 0.0 0.0 0.0
0.9115 0.4 80 1.0588 0.1639 0.2118 0.7400 nan 0.8770 0.8928 0.0 0.4710 0.0030 nan 0.0 0.0 0.0 0.9011 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8552 0.0 0.0003 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9351 0.6907 0.9398 0.0 0.0 0.0 0.0 nan 0.5108 0.7636 0.0 0.4068 0.0030 nan 0.0 0.0 0.0 0.6580 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5332 0.0 0.0003 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7594 0.6421 0.8024 0.0 0.0 0.0 0.0
1.011 0.5 100 1.0279 0.1646 0.2179 0.7466 nan 0.8087 0.9090 0.0 0.5313 0.0041 nan 0.0166 0.0 0.0 0.9286 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8570 0.0 0.0019 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9349 0.8582 0.9038 0.0 0.0 0.0 0.0 nan 0.5617 0.7613 0.0 0.4246 0.0041 nan 0.0163 0.0 0.0 0.6325 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5354 0.0 0.0019 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7643 0.5952 0.8043 0.0 0.0 0.0 0.0
1.3211 0.6 120 1.0123 0.1692 0.2180 0.7496 nan 0.7381 0.9409 0.0 0.5419 0.0436 nan 0.1004 0.0 0.0 0.9234 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8649 0.0 0.0082 0.0000 0.0 nan 0.0 0.0 0.0 0.0 0.9434 0.7166 0.9375 0.0 0.0 0.0 0.0 nan 0.5590 0.7596 0.0 0.3963 0.0422 nan 0.0943 0.0 0.0 0.6632 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5399 0.0 0.0081 0.0000 0.0 nan 0.0 0.0 0.0 0.0 0.7656 0.5951 0.8222 0.0 0.0 0.0 0.0
1.0065 0.7 140 0.9791 0.1689 0.2176 0.7502 nan 0.8268 0.9187 0.0 0.5011 0.0677 nan 0.0773 0.0 0.0 0.9338 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9045 0.0 0.0077 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9298 0.6508 0.9265 0.0 0.0 0.0 0.0 nan 0.5600 0.7809 0.0 0.4371 0.0637 nan 0.0721 0.0 0.0 0.6222 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5215 0.0 0.0075 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7620 0.5671 0.8406 0.0 0.0 0.0 0.0
0.8046 0.8 160 0.9695 0.1703 0.2147 0.7442 nan 0.6653 0.9719 0.0 0.4870 0.0490 nan 0.0337 0.0 0.0 0.8754 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7818 0.0 0.0510 0.0 0.0 nan 0.0 0.0006 0.0 0.0 0.9269 0.8824 0.9306 0.0 0.0 0.0 0.0 nan 0.5548 0.7164 0.0 0.3614 0.0463 nan 0.0332 0.0 0.0 0.7196 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5634 0.0 0.0487 0.0 0.0 nan 0.0 0.0006 0.0 0.0 0.7624 0.6451 0.8265 0.0 0.0 0.0 0.0
0.8299 0.9 180 0.9008 0.1791 0.2264 0.7632 nan 0.7556 0.9611 0.0 0.5157 0.0804 nan 0.0962 0.0 0.0 0.9573 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8870 0.0 0.0491 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.9050 0.8751 0.9354 0.0 0.0 0.0 0.0 nan 0.6112 0.7531 0.0 0.4358 0.0736 nan 0.0907 0.0 0.0 0.6175 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5662 0.0 0.0461 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.7988 0.7005 0.8590 0.0 0.0 0.0 0.0
1.7382 1.0 200 0.9204 0.1770 0.2246 0.7550 nan 0.7011 0.9563 0.0 0.5585 0.0606 nan 0.0821 0.0 0.0 0.9182 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8852 0.0 0.0592 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.9046 0.9074 0.9303 0.0 0.0 0.0 0.0 nan 0.5664 0.7432 0.0 0.4047 0.0573 nan 0.0758 0.0 0.0 0.7003 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5667 0.0 0.0544 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.7864 0.6709 0.8622 0.0 0.0 0.0 0.0
0.9823 1.1 220 0.8596 0.1868 0.2319 0.7714 nan 0.8631 0.9325 0.0 0.4702 0.0986 nan 0.1854 0.0 0.0 0.9024 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8971 0.0 0.0805 0.0 0.0 nan 0.0 0.0076 0.0 0.0 0.9362 0.8675 0.9474 0.0 0.0 0.0000 0.0 nan 0.5915 0.7841 0.0 0.4126 0.0936 nan 0.1616 0.0 0.0 0.7255 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5662 0.0 0.0702 0.0 0.0 nan 0.0 0.0076 0.0 0.0 0.7982 0.7233 0.8577 0.0 0.0 0.0000 0.0
0.7915 1.2 240 0.8611 0.1979 0.2482 0.7736 nan 0.8241 0.9115 0.0 0.6181 0.2810 nan 0.2094 0.0 0.0 0.9181 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8534 0.0 0.3040 0.0 0.0 nan 0.0 0.0363 0.0 0.0 0.9445 0.8380 0.9548 0.0 0.0 0.0 0.0 nan 0.5898 0.7872 0.0 0.4598 0.2158 nan 0.1784 0.0 0.0 0.7214 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5774 0.0 0.2155 0.0 0.0 nan 0.0 0.0358 0.0 0.0 0.7978 0.7230 0.8327 0.0 0.0 0.0 0.0
0.9356 1.3 260 0.8942 0.1878 0.2379 0.7599 nan 0.6265 0.9610 0.0 0.4888 0.2483 nan 0.3971 0.0 0.0 0.9394 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9111 0.0 0.0591 0.0 0.0 nan 0.0 0.0127 0.0 0.0 0.9038 0.8992 0.9293 0.0 0.0 0.0 0.0 nan 0.5615 0.7544 0.0 0.3832 0.1988 nan 0.2752 0.0 0.0 0.6594 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5589 0.0 0.0521 0.0 0.0 nan 0.0 0.0126 0.0 0.0 0.8008 0.6830 0.8813 0.0 0.0 0.0 0.0
0.8097 1.4 280 0.8333 0.1992 0.2498 0.7752 nan 0.8669 0.9017 0.0 0.5555 0.3048 nan 0.3696 0.0 0.0 0.9208 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8507 0.0 0.1704 0.0 0.0 nan 0.0 0.0472 0.0 0.0 0.9403 0.8713 0.9429 0.0 0.0 0.0010 0.0 nan 0.5646 0.8035 0.0 0.4533 0.2374 nan 0.2820 0.0 0.0 0.6974 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5820 0.0 0.1490 0.0 0.0 nan 0.0 0.0466 0.0 0.0 0.8006 0.7220 0.8348 0.0 0.0 0.0010 0.0
0.9072 1.5 300 0.7929 0.2056 0.2588 0.7819 nan 0.8537 0.9209 0.0 0.5869 0.3037 nan 0.2640 0.0 0.0 0.9100 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8098 0.0 0.5714 0.0 0.0 nan 0.0 0.0396 0.0 0.0 0.9337 0.8841 0.9436 0.0 0.0 0.0002 0.0 nan 0.6061 0.8024 0.0 0.4735 0.2292 nan 0.2244 0.0 0.0 0.7509 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5947 0.0 0.2729 0.0 0.0 nan 0.0 0.0390 0.0 0.0 0.8104 0.7065 0.8620 0.0 0.0 0.0002 0.0
1.0461 1.6 320 0.7737 0.2131 0.2593 0.7938 nan 0.8158 0.9467 0.0 0.6523 0.3113 nan 0.3152 0.0048 0.0 0.9263 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8790 0.0 0.3751 0.0 0.0 nan 0.0 0.0794 0.0 0.0 0.9515 0.8307 0.9473 0.0 0.0 0.0014 0.0 nan 0.6374 0.7992 0.0 0.5435 0.2390 nan 0.2686 0.0048 0.0 0.7307 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6365 0.0 0.2649 0.0 0.0 nan 0.0 0.0758 0.0 0.0 0.7983 0.7205 0.8855 0.0 0.0 0.0014 0.0
0.9489 1.7 340 0.8072 0.2036 0.2463 0.7800 nan 0.7780 0.9572 0.0 0.4694 0.1562 nan 0.3721 0.0209 0.0 0.8907 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9140 0.0 0.2420 0.0000 0.0 nan 0.0 0.0765 0.0 0.0 0.9421 0.8619 0.9524 0.0 0.0 0.0008 0.0 nan 0.6090 0.7697 0.0 0.4229 0.1445 nan 0.2903 0.0208 0.0 0.7654 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5966 0.0 0.1859 0.0000 0.0 nan 0.0 0.0727 0.0 0.0 0.8061 0.7399 0.8871 0.0 0.0 0.0008 0.0
0.9753 1.8 360 0.7746 0.2153 0.2641 0.7867 nan 0.8023 0.9353 0.0 0.6272 0.2777 nan 0.4336 0.1660 0.0 0.9215 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.8746 0.0 0.3293 0.0026 0.0 nan 0.0 0.1379 0.0 0.0 0.9597 0.7740 0.9401 0.0 0.0 0.0042 0.0 nan 0.6029 0.8027 0.0 0.4873 0.2297 nan 0.3194 0.1551 0.0 0.7449 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.6383 0.0 0.2494 0.0026 0.0 nan 0.0 0.1280 0.0 0.0 0.7825 0.6509 0.8777 0.0 0.0 0.0042 0.0
0.4749 1.9 380 0.7667 0.2100 0.2617 0.7877 nan 0.8307 0.9286 0.0 0.6598 0.2633 nan 0.4358 0.0341 0.0 0.9003 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9166 0.0 0.3043 0.0007 0.0 nan 0.0 0.0742 0.0 0.0 0.9062 0.9248 0.9341 0.0 0.0 0.0004 0.0 nan 0.6254 0.8110 0.0 0.5224 0.2188 nan 0.3221 0.0340 0.0 0.7415 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5945 0.0 0.2276 0.0007 0.0 nan 0.0 0.0714 0.0 0.0 0.7916 0.6625 0.8869 0.0 0.0 0.0004 0.0
0.8488 2.0 400 0.7579 0.2130 0.2610 0.7868 nan 0.7601 0.9616 0.0 0.6160 0.1515 nan 0.4506 0.0924 0.0 0.9517 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8802 0.0 0.2621 0.0050 0.0 nan 0.0 0.1955 0.0 0.0 0.9306 0.8694 0.9588 0.0 0.0 0.0059 0.0 nan 0.6188 0.7790 0.0 0.4692 0.1373 nan 0.3326 0.0905 0.0 0.6748 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6297 0.0 0.1994 0.0050 0.0 nan 0.0 0.1755 0.0 0.0 0.8279 0.7703 0.8878 0.0 0.0 0.0058 0.0
0.7258 2.1 420 0.7628 0.2109 0.2612 0.7874 nan 0.7680 0.9575 0.0 0.6261 0.1983 nan 0.4499 0.0235 0.0 0.9443 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9318 0.0 0.2420 0.0014 0.0 nan 0.0 0.1949 0.0 0.0 0.8929 0.9162 0.9480 0.0 0.0 0.0033 0.0 nan 0.6260 0.7908 0.0 0.4894 0.1734 nan 0.3339 0.0234 0.0 0.7108 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6110 0.0 0.1859 0.0014 0.0 nan 0.0 0.1688 0.0 0.0 0.8185 0.7066 0.8943 0.0 0.0 0.0032 0.0
0.6387 2.2 440 0.7467 0.2259 0.2790 0.7961 nan 0.8881 0.9214 0.0 0.6555 0.3252 nan 0.4215 0.2331 0.0 0.9267 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8443 0.0 0.3404 0.0093 0.0 nan 0.0 0.2579 0.0 0.0 0.9271 0.9100 0.9659 0.0 0.0 0.0232 0.0 nan 0.6131 0.8291 0.0 0.5515 0.2656 nan 0.3047 0.2144 0.0 0.7371 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6369 0.0 0.2684 0.0093 0.0 nan 0.0 0.2159 0.0 0.0 0.7852 0.6973 0.8499 0.0 0.0 0.0230 0.0
0.8595 2.3 460 0.7549 0.2211 0.2763 0.7854 nan 0.6418 0.9541 0.0000 0.7728 0.3492 nan 0.3529 0.1397 0.0 0.9007 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9039 0.0 0.4719 0.0047 0.0 nan 0.0 0.2823 0.0 0.0 0.9262 0.9046 0.9483 0.0 0.0 0.0109 0.0 nan 0.5582 0.7974 0.0000 0.4679 0.2678 nan 0.2545 0.1292 0.0 0.7601 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6389 0.0 0.3016 0.0047 0.0 nan 0.0 0.2292 0.0 0.0 0.8247 0.7112 0.8969 0.0 0.0 0.0106 0.0
0.6146 2.4 480 0.7211 0.2221 0.2704 0.7963 nan 0.8419 0.9430 0.0000 0.6053 0.2553 nan 0.3931 0.1885 0.0 0.9484 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9034 0.0 0.3059 0.0073 0.0 nan 0.0 0.2091 0.0 0.0 0.9321 0.8916 0.9507 0.0 0.0 0.0068 0.0 nan 0.6385 0.7998 0.0000 0.5424 0.2125 nan 0.3006 0.1679 0.0 0.7083 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6353 0.0 0.2292 0.0073 0.0 nan 0.0 0.1913 0.0 0.0 0.8244 0.7278 0.8938 0.0 0.0 0.0067 0.0
0.787 2.5 500 0.7471 0.2210 0.2765 0.7875 nan 0.8141 0.9058 0.0017 0.7987 0.3047 nan 0.4503 0.2588 0.0 0.9095 0.0 0.0 nan 0.0 0.0004 0.0 0.0 0.9374 0.0 0.2298 0.0048 0.0 nan 0.0 0.2382 0.0 0.0 0.9250 0.8154 0.9670 0.0 0.0 0.0106 0.0 nan 0.6225 0.8069 0.0017 0.4804 0.2544 nan 0.3447 0.1973 0.0 0.7497 0.0 0.0 nan 0.0 0.0004 0.0 0.0 0.5931 0.0 0.1708 0.0048 0.0 nan 0.0 0.2098 0.0 0.0 0.8123 0.7113 0.8818 0.0 0.0 0.0104 0.0
0.6147 2.6 520 0.7091 0.2294 0.2750 0.8011 nan 0.8416 0.9589 0.0020 0.5932 0.2965 nan 0.3216 0.2599 0.0 0.9252 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9012 0.0 0.4304 0.0045 0.0 nan 0.0 0.2349 0.0 0.0 0.9295 0.8463 0.9644 0.0 0.0 0.0146 0.0 nan 0.6358 0.8040 0.0020 0.5333 0.2447 nan 0.2753 0.2214 0.0 0.7491 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6417 0.0 0.2980 0.0045 0.0 nan 0.0 0.2090 0.0 0.0 0.8240 0.7611 0.8937 0.0 0.0 0.0144 0.0
0.777 2.7 540 0.7115 0.2351 0.2943 0.7979 nan 0.8442 0.9297 0.0043 0.7113 0.3582 nan 0.4900 0.3847 0.0 0.9173 0.0 0.0 nan 0.0 0.0011 0.0 0.0 0.8410 0.0 0.4747 0.0086 0.0 nan 0.0 0.3288 0.0 0.0 0.9013 0.9356 0.9526 0.0 0.0 0.0385 0.0 nan 0.6368 0.8246 0.0043 0.5395 0.2822 nan 0.3695 0.3024 0.0 0.7647 0.0 0.0 nan 0.0 0.0011 0.0 0.0 0.6615 0.0 0.3152 0.0086 0.0 nan 0.0 0.2424 0.0 0.0 0.7731 0.6266 0.8999 0.0 0.0 0.0370 0.0
1.2945 2.8 560 0.6830 0.2393 0.2901 0.8066 nan 0.8630 0.9487 0.0763 0.6376 0.3071 nan 0.4487 0.4212 0.0 0.9518 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.8668 0.0 0.3683 0.0116 0.0 nan 0.0 0.2616 0.0 0.0 0.9417 0.8390 0.9567 0.0 0.0 0.0921 0.0 nan 0.6674 0.8206 0.0762 0.5492 0.2547 nan 0.3654 0.3311 0.0 0.6964 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.6301 0.0 0.2466 0.0115 0.0 nan 0.0 0.2259 0.0 0.0 0.8271 0.7508 0.8847 0.0 0.0 0.0794 0.0
0.4699 2.9 580 0.6701 0.2548 0.3078 0.8155 nan 0.8274 0.9381 0.3424 0.6896 0.4323 nan 0.5397 0.3759 0.0 0.9079 0.0 0.0 nan 0.0 0.0148 0.0 0.0 0.8963 0.0 0.4932 0.0072 0.0 nan 0.0 0.2208 0.0 0.0 0.9471 0.8648 0.9568 0.0 0.0 0.0882 0.0 nan 0.6735 0.8311 0.3185 0.5595 0.3178 nan 0.3849 0.2986 0.0 0.7825 0.0 0.0 nan 0.0 0.0148 0.0 0.0 0.6547 0.0 0.3087 0.0072 0.0 nan 0.0 0.1933 0.0 0.0 0.8256 0.7570 0.8980 0.0 0.0 0.0727 0.0
0.7277 3.0 600 0.6626 0.2524 0.3047 0.8166 nan 0.8627 0.9347 0.2669 0.7073 0.3747 nan 0.4831 0.3256 0.0 0.9118 0.0 0.0 nan 0.0 0.0202 0.0 0.0 0.9073 0.0 0.5294 0.0219 0.0 nan 0.0 0.2649 0.0 0.0 0.9429 0.8806 0.9577 0.0 0.0 0.0553 0.0 nan 0.6675 0.8352 0.2593 0.5624 0.2937 nan 0.3757 0.2698 0.0 0.7718 0.0 0.0 nan 0.0 0.0202 0.0 0.0 0.6614 0.0 0.3459 0.0218 0.0 nan 0.0 0.2213 0.0 0.0 0.8292 0.7484 0.8921 0.0 0.0 0.0489 0.0
0.4261 3.1 620 0.7159 0.2492 0.3077 0.8015 nan 0.7873 0.9264 0.3010 0.7709 0.3242 nan 0.4667 0.4816 0.0 0.9464 0.0 0.0 nan 0.0 0.0399 0.0 0.0 0.8882 0.0 0.2940 0.0648 0.0 nan 0.0 0.3657 0.0 0.0 0.9219 0.9102 0.9562 0.0 0.0 0.0926 0.0 nan 0.6298 0.8116 0.2880 0.4593 0.2671 nan 0.3647 0.3560 0.0 0.7478 0.0 0.0 nan 0.0 0.0398 0.0 0.0 0.6769 0.0 0.2291 0.0643 0.0 nan 0.0 0.2635 0.0 0.0 0.8168 0.7229 0.9058 0.0 0.0 0.0829 0.0
0.5901 3.2 640 0.6688 0.2576 0.3153 0.8124 nan 0.7619 0.9540 0.3024 0.7631 0.3767 nan 0.4635 0.5193 0.0 0.9231 0.0 0.0 nan 0.0 0.0490 0.0 0.0 0.9038 0.0 0.4962 0.0420 0.0 nan 0.0 0.3598 0.0 0.0 0.9221 0.8992 0.9603 0.0 0.0 0.0767 0.0 nan 0.6467 0.8201 0.2905 0.5484 0.2993 nan 0.3538 0.3554 0.0 0.7821 0.0 0.0 nan 0.0 0.0488 0.0 0.0 0.6677 0.0 0.3089 0.0415 0.0 nan 0.0 0.2737 0.0 0.0 0.8281 0.7554 0.8959 0.0 0.0 0.0708 0.0
0.7962 3.3 660 0.6800 0.2658 0.3266 0.8155 nan 0.9044 0.9098 0.5540 0.6474 0.3950 nan 0.4505 0.5812 0.0 0.9203 0.0 0.0 nan 0.0 0.0649 0.0 0.0 0.8530 0.0 0.5437 0.1232 0.0 nan 0.0 0.3232 0.0 0.0 0.9429 0.8957 0.9629 0.0 0.0 0.0535 0.0 nan 0.6358 0.8382 0.4186 0.5670 0.3137 nan 0.3522 0.3830 0.0 0.7748 0.0 0.0 nan 0.0 0.0648 0.0 0.0 0.6735 0.0 0.3304 0.1199 0.0 nan 0.0 0.2608 0.0 0.0 0.8224 0.7588 0.8746 0.0 0.0 0.0509 0.0
0.5779 3.4 680 0.6590 0.2691 0.3225 0.8177 nan 0.8129 0.9519 0.4768 0.6884 0.3156 nan 0.5264 0.4963 0.0 0.9386 0.0 0.0 nan 0.0 0.1614 0.0 0.0 0.9464 0.0 0.3499 0.2275 0.0 nan 0.0 0.3370 0.0 0.0 0.9184 0.8585 0.9358 0.0 0.0 0.0560 0.0 nan 0.6773 0.8279 0.4439 0.5408 0.2690 nan 0.3863 0.3310 0.0 0.7642 0.0 0.0 nan 0.0 0.1581 0.0 0.0 0.6273 0.0 0.2573 0.2204 0.0 nan 0.0 0.2727 0.0 0.0 0.8365 0.7771 0.8987 0.0 0.0 0.0521 0.0
0.627 3.5 700 0.6482 0.2730 0.3293 0.8217 nan 0.8289 0.9337 0.4760 0.7499 0.4370 nan 0.4828 0.5444 0.0 0.9094 0.0 0.0 nan 0.0 0.1504 0.0 0.0 0.9126 0.0 0.3427 0.2291 0.0 nan 0.0 0.3545 0.0 0.0 0.9396 0.9033 0.9684 0.0 0.0 0.0455 0.0 nan 0.6682 0.8365 0.4425 0.5625 0.3519 nan 0.3731 0.3747 0.0 0.7945 0.0 0.0 nan 0.0 0.1475 0.0 0.0 0.6545 0.0 0.2565 0.2234 0.0 nan 0.0 0.2659 0.0 0.0 0.8243 0.7500 0.8927 0.0 0.0 0.0442 0.0
1.043 3.6 720 0.6670 0.2690 0.3303 0.8121 nan 0.7414 0.9510 0.4527 0.7293 0.4232 nan 0.4919 0.5529 0.0 0.9499 0.0 0.0 nan 0.0 0.2058 0.0 0.0 0.7978 0.0 0.5494 0.1643 0.0 nan 0.0 0.3267 0.0 0.0 0.9457 0.9190 0.9663 0.0 0.0 0.0709 0.0 nan 0.6380 0.8182 0.4270 0.5396 0.3443 nan 0.3577 0.3869 0.0 0.7453 0.0 0.0 nan 0.0 0.1965 0.0 0.0 0.6520 0.0 0.3273 0.1621 0.0 nan 0.0 0.2547 0.0 0.0 0.8264 0.7138 0.8809 0.0 0.0 0.0670 0.0
0.4814 3.7 740 0.6550 0.2747 0.3324 0.8234 nan 0.9006 0.9283 0.5611 0.7474 0.2894 nan 0.4573 0.5845 0.0 0.9186 0.0 0.0 nan 0.0 0.1849 0.0 0.0 0.8607 0.0 0.4995 0.1799 0.0 nan 0.0 0.3080 0.0 0.0 0.9508 0.8698 0.9653 0.0 0.0 0.0970 0.0 nan 0.6682 0.8446 0.4544 0.6005 0.2601 nan 0.3483 0.3947 0.0 0.7874 0.0 0.0 nan 0.0 0.1805 0.0 0.0 0.6645 0.0 0.3344 0.1762 0.0 nan 0.0 0.2477 0.0 0.0 0.8274 0.7503 0.8873 0.0 0.0 0.0878 0.0
0.8735 3.8 760 0.6511 0.2686 0.3329 0.8143 nan 0.7260 0.9541 0.6209 0.6746 0.4355 nan 0.5429 0.4623 0.0 0.9414 0.0 0.0 nan 0.0 0.2207 0.0 0.0 0.8851 0.0 0.6008 0.0698 0.0 nan 0.0 0.2883 0.0 0.0 0.9114 0.9274 0.9592 0.0 0.0 0.0980 0.0 nan 0.6484 0.8316 0.4111 0.5496 0.3179 nan 0.3790 0.3583 0.0 0.7645 0.0 0.0 nan 0.0 0.2136 0.0 0.0 0.6712 0.0 0.3522 0.0691 0.0 nan 0.0 0.2393 0.0 0.0 0.8276 0.7120 0.8955 0.0 0.0 0.0865 0.0
0.5682 3.9 780 0.6575 0.2699 0.3248 0.8181 nan 0.9116 0.9023 0.5169 0.7581 0.3574 nan 0.4132 0.4557 0.0 0.9207 0.0 0.0 nan 0.0 0.2064 0.0 0.0 0.8894 0.0 0.3918 0.1926 0.0 nan 0.0 0.2659 0.0 0.0 0.9597 0.8699 0.9541 0.0 0.0 0.1026 0.0 nan 0.6547 0.8448 0.4310 0.5466 0.2962 nan 0.3280 0.3493 0.0 0.7781 0.0 0.0 nan 0.0 0.2014 0.0 0.0 0.6549 0.0 0.3050 0.1889 0.0 nan 0.0 0.2235 0.0 0.0 0.8224 0.7640 0.8867 0.0 0.0 0.0899 0.0
0.4817 4.0 800 0.6374 0.2842 0.3351 0.8286 nan 0.8555 0.9524 0.4450 0.6285 0.4133 nan 0.5067 0.4467 0.0 0.9324 0.0 0.0 nan 0.0 0.3081 0.0 0.0 0.9170 0.0 0.4322 0.3224 0.0 nan 0.0 0.2858 0.0 0.0 0.9309 0.8960 0.9586 0.0 0.0 0.1573 0.0 nan 0.7043 0.8377 0.4324 0.5554 0.3270 nan 0.3894 0.3513 0.0 0.7776 0.0 0.0 nan 0.0 0.2928 0.0 0.0 0.6627 0.0 0.3241 0.3021 0.0 nan 0.0 0.2310 0.0 0.0 0.8454 0.7534 0.9049 0.0 0.0 0.1188 0.0
0.4642 4.1 820 0.6287 0.2868 0.3408 0.8310 nan 0.9123 0.9252 0.5041 0.7334 0.4165 nan 0.5144 0.5003 0.0 0.9309 0.0 0.0 nan 0.0 0.3421 0.0 0.0 0.9123 0.0 0.4394 0.2869 0.0 nan 0.0 0.2655 0.0 0.0 0.9400 0.8675 0.9662 0.0 0.0 0.1094 0.0 nan 0.6799 0.8581 0.4673 0.5899 0.3244 nan 0.3995 0.3747 0.0 0.7891 0.0 0.0 nan 0.0 0.3087 0.0 0.0 0.6594 0.0 0.3274 0.2753 0.0 nan 0.0 0.2254 0.0 0.0 0.8433 0.7769 0.8969 0.0 0.0 0.0958 0.0
0.6249 4.2 840 0.6191 0.2936 0.3534 0.8297 nan 0.7971 0.9443 0.5810 0.7279 0.4803 nan 0.5396 0.6216 0.0 0.9299 0.0 0.0 nan 0.0 0.3012 0.0 0.0 0.8692 0.0 0.5200 0.3452 0.0 nan 0.0 0.3316 0.0 0.0 0.9482 0.9134 0.9529 0.0 0.0 0.1506 0.0 nan 0.6902 0.8375 0.5165 0.5620 0.3584 nan 0.4021 0.4267 0.0 0.7910 0.0 0.0 nan 0.0 0.2716 0.0 0.0 0.6951 0.0 0.3857 0.3238 0.0 nan 0.0 0.2516 0.0 0.0 0.8273 0.7315 0.9101 0.0 0.0 0.1215 0.0
0.3472 4.3 860 0.6095 0.2955 0.3495 0.8351 nan 0.8528 0.9530 0.6076 0.6775 0.4019 nan 0.5564 0.5145 0.0 0.9282 0.0 0.0 nan 0.0 0.3640 0.0 0.0 0.9051 0.0 0.4762 0.3858 0.0 nan 0.0 0.3110 0.0 0.0 0.9446 0.8605 0.9565 0.0 0.0 0.1394 0.0 nan 0.7095 0.8454 0.4904 0.5882 0.3297 nan 0.4103 0.3965 0.0 0.7975 0.0 0.0 nan 0.0 0.3230 0.0 0.0 0.6836 0.0 0.3551 0.3631 0.0 nan 0.0 0.2458 0.0 0.0 0.8385 0.7605 0.9108 0.0 0.0 0.1139 0.0
1.1638 4.4 880 0.7640 0.2662 0.3295 0.7799 nan 0.8622 0.8015 0.3356 0.8659 0.4153 nan 0.2301 0.5091 0.0 0.9329 0.0 0.0 nan 0.0 0.3879 0.0 0.0 0.9063 0.0 0.4288 0.3297 0.0 nan 0.0 0.2614 0.0 0.0 0.9372 0.9031 0.9668 0.0 0.0 0.1393 0.0 nan 0.6116 0.7663 0.3321 0.3163 0.3278 nan 0.2076 0.3955 0.0 0.7845 0.0 0.0 nan 0.0 0.3343 0.0 0.0 0.6859 0.0 0.3368 0.3190 0.0 nan 0.0 0.2220 0.0 0.0 0.8371 0.7586 0.9031 0.0 0.0 0.1150 0.0
0.5639 4.5 900 0.6138 0.2912 0.3495 0.8329 nan 0.8329 0.9475 0.6199 0.7317 0.5188 nan 0.5028 0.4681 0.0 0.9315 0.0 0.0 nan 0.0 0.3889 0.0 0.0 0.9242 0.0 0.3445 0.3785 0.0 nan 0.0 0.2967 0.0 0.0 0.9146 0.8915 0.9640 0.0 0.0 0.1801 0.0 nan 0.6981 0.8617 0.4190 0.5752 0.3841 nan 0.3943 0.3792 0.0 0.7822 0.0 0.0 nan 0.0 0.3336 0.0 0.0 0.6600 0.0 0.2849 0.3522 0.0 nan 0.0 0.2394 0.0 0.0 0.8441 0.7760 0.9091 0.0 0.0 0.1331 0.0
1.1424 4.6 920 0.6094 0.2951 0.3564 0.8335 nan 0.8276 0.9425 0.6345 0.7938 0.3963 nan 0.5233 0.5383 0.0 0.9430 0.0 0.0 nan 0.0 0.3499 0.0 0.0 0.8573 0.0 0.5273 0.3810 0.0 nan 0.0 0.3033 0.0 0.0 0.9501 0.8880 0.9582 0.0 0.0 0.2327 0.0 nan 0.6973 0.8551 0.4481 0.5758 0.3347 nan 0.4040 0.4162 0.0 0.7766 0.0 0.0 nan 0.0 0.3041 0.0 0.0 0.6977 0.0 0.3915 0.3541 0.0 nan 0.0 0.2395 0.0 0.0 0.8314 0.7473 0.9128 0.0 0.0 0.1612 0.0
1.063 4.7 940 0.6149 0.2913 0.3458 0.8329 nan 0.8402 0.9494 0.5703 0.7595 0.4040 nan 0.4466 0.4354 0.0 0.9334 0.0 0.0 nan 0.0 0.3930 0.0 0.0 0.9198 0.0 0.4596 0.3577 0.0 nan 0.0 0.3191 0.0 0.0 0.9258 0.9082 0.9708 0.0 0.0 0.1261 0.0 nan 0.6985 0.8471 0.5053 0.5807 0.3370 nan 0.3472 0.3580 0.0 0.7914 0.0 0.0 nan 0.0 0.3419 0.0 0.0 0.6788 0.0 0.3541 0.3363 0.0 nan 0.0 0.2502 0.0 0.0 0.8367 0.7601 0.8995 0.0 0.0 0.1069 0.0
0.4322 4.8 960 0.6046 0.2973 0.3546 0.8371 nan 0.8606 0.9394 0.6192 0.7778 0.3978 nan 0.5424 0.5753 0.0 0.9320 0.0 0.0 nan 0.0 0.3721 0.0 0.0 0.9029 0.0 0.4837 0.3128 0.0 nan 0.0 0.3398 0.0 0.0 0.9514 0.8918 0.9551 0.0 0.0 0.1386 0.0 nan 0.7099 0.8546 0.4951 0.5780 0.3377 nan 0.4132 0.4390 0.0 0.7976 0.0 0.0 nan 0.0 0.3289 0.0 0.0 0.6960 0.0 0.3689 0.3023 0.0 nan 0.0 0.2638 0.0 0.0 0.8282 0.7678 0.9131 0.0 0.0 0.1212 0.0
0.8249 4.9 980 0.5971 0.3067 0.3699 0.8397 nan 0.8568 0.9392 0.5578 0.7432 0.5491 nan 0.5904 0.6089 0.0 0.9391 0.0 0.0 nan 0.0 0.4445 0.0 0.0 0.8718 0.0 0.5895 0.4400 0.0 nan 0.0 0.3854 0.0 0.0 0.9269 0.9088 0.9634 0.0 0.0 0.1515 0.0 nan 0.7231 0.8558 0.5109 0.6045 0.3935 nan 0.4213 0.4557 0.0 0.7863 0.0 0.0 nan 0.0 0.3644 0.0 0.0 0.6801 0.0 0.3959 0.3773 0.0 nan 0.0 0.2890 0.0 0.0 0.8416 0.7634 0.9103 0.0 0.0 0.1337 0.0
0.4197 5.0 1000 0.5949 0.3031 0.3663 0.8403 nan 0.8410 0.9410 0.6234 0.8261 0.4882 nan 0.4796 0.6131 0.0 0.9508 0.0 0.0 nan 0.0 0.4801 0.0 0.0 0.9049 0.0 0.4725 0.4507 0.0 nan 0.0 0.3670 0.0 0.0 0.9397 0.8838 0.9650 0.0 0.0 0.1289 0.0 nan 0.7092 0.8644 0.5033 0.5772 0.3852 nan 0.3963 0.4297 0.0 0.7706 0.0 0.0 nan 0.0 0.3633 0.0 0.0 0.6818 0.0 0.3832 0.4105 0.0 nan 0.0 0.2829 0.0 0.0 0.8449 0.7682 0.9103 0.0 0.0 0.1147 0.0
0.455 5.1 1020 0.5954 0.3023 0.3596 0.8400 nan 0.8863 0.9341 0.6041 0.7294 0.5180 nan 0.5288 0.5182 0.0 0.9290 0.0 0.0 nan 0.0 0.5215 0.0 0.0 0.9194 0.0 0.4468 0.3474 0.0 nan 0.0 0.3495 0.0 0.0 0.9427 0.8947 0.9523 0.0 0.0 0.1259 0.0 nan 0.7157 0.8610 0.5337 0.5857 0.3762 nan 0.4079 0.4252 0.0 0.8000 0.0 0.0 nan 0.0 0.3841 0.0 0.0 0.6899 0.0 0.3486 0.3326 0.0 nan 0.0 0.2761 0.0 0.0 0.8391 0.7696 0.9137 0.0 0.0 0.1110 0.0
0.573 5.2 1040 0.6142 0.3010 0.3602 0.8352 nan 0.9199 0.9149 0.5815 0.7589 0.4252 nan 0.4792 0.5478 0.0 0.9296 0.0 0.0 nan 0.0 0.5160 0.0 0.0 0.9104 0.0 0.5451 0.3589 0.0 nan 0.0 0.3316 0.0 0.0 0.9391 0.8918 0.9667 0.0 0.0 0.1497 0.0 nan 0.6839 0.8525 0.5056 0.5907 0.3327 nan 0.3869 0.4349 0.0 0.8018 0.0 0.0 nan 0.0 0.3767 0.0 0.0 0.6990 0.0 0.4174 0.3425 0.0 nan 0.0 0.2627 0.0 0.0 0.8403 0.7694 0.9045 0.0 0.0 0.1296 0.0
0.461 5.3 1060 0.6007 0.2976 0.3587 0.8365 nan 0.8484 0.9428 0.6427 0.8153 0.3290 nan 0.5091 0.4475 0.0 0.9296 0.0 0.0 nan 0.0 0.5200 0.0 0.0 0.8912 0.0 0.5687 0.3954 0.0 nan 0.0 0.3056 0.0 0.0 0.9431 0.8985 0.9695 0.0 0.0 0.1626 0.0 nan 0.7065 0.8570 0.5135 0.5742 0.2842 nan 0.4056 0.3774 0.0 0.7905 0.0 0.0 nan 0.0 0.3762 0.0 0.0 0.6970 0.0 0.4058 0.3684 0.0 nan 0.0 0.2481 0.0 0.0 0.8385 0.7417 0.9074 0.0 0.0 0.1347 0.0
0.4084 5.4 1080 0.5992 0.2994 0.3620 0.8364 nan 0.8610 0.9321 0.5964 0.8214 0.4050 nan 0.5314 0.5094 0.0 0.9453 0.0 0.0 nan 0.0 0.5343 0.0 0.0 0.9199 0.0 0.5534 0.3635 0.0 nan 0.0 0.2904 0.0 0.0 0.9271 0.8947 0.9565 0.0 0.0 0.1793 0.0 nan 0.7074 0.8568 0.4895 0.5576 0.3418 nan 0.4125 0.4074 0.0 0.7771 0.0 0.0 nan 0.0 0.3876 0.0 0.0 0.6874 0.0 0.4108 0.3432 0.0 nan 0.0 0.2438 0.0 0.0 0.8474 0.7488 0.9139 0.0 0.0 0.1477 0.0
0.3638 5.5 1100 0.5961 0.3008 0.3578 0.8397 nan 0.8651 0.9565 0.5715 0.7040 0.3987 nan 0.5602 0.5043 0.0 0.9363 0.0 0.0 nan 0.0 0.4938 0.0 0.0 0.9127 0.0 0.4815 0.3983 0.0 nan 0.0 0.3482 0.0 0.0 0.9282 0.8948 0.9682 0.0 0.0 0.1683 0.0 nan 0.7202 0.8518 0.5089 0.5910 0.3353 nan 0.4178 0.3949 0.0 0.7993 0.0 0.0 nan 0.0 0.3728 0.0 0.0 0.6855 0.0 0.3587 0.3661 0.0 nan 0.0 0.2640 0.0 0.0 0.8506 0.7644 0.9066 0.0 0.0 0.1368 0.0
0.3183 5.6 1120 0.5982 0.2983 0.3672 0.8344 nan 0.8373 0.9374 0.6989 0.7369 0.4777 nan 0.5391 0.6504 0.0 0.9233 0.0 0.0 nan 0.0 0.4965 0.0 0.0 0.8986 0.0 0.4019 0.4308 0.0 nan 0.0 0.3717 0.0 0.0 0.9269 0.9174 0.9701 0.0 0.0 0.1700 0.0 nan 0.6888 0.8680 0.3857 0.6007 0.3648 nan 0.4233 0.4603 0.0 0.8015 0.0 0.0 nan 0.0 0.3714 0.0 0.0 0.6845 0.0 0.3295 0.3990 0.0 nan 0.0 0.2687 0.0 0.0 0.8401 0.7341 0.8831 0.0 0.0 0.1432 0.0
0.3373 5.7 1140 0.5926 0.3036 0.3668 0.8390 nan 0.8819 0.9257 0.6487 0.7322 0.5088 nan 0.5627 0.5298 0.0 0.9481 0.0 0.0 nan 0.0 0.5145 0.0 0.0 0.8940 0.0 0.5565 0.4014 0.0 nan 0.0 0.3247 0.0 0.0 0.9419 0.8932 0.9479 0.0 0.0 0.1594 0.0 nan 0.6977 0.8672 0.4568 0.6011 0.3805 nan 0.4309 0.4341 0.0 0.7790 0.0 0.0 nan 0.0 0.3900 0.0 0.0 0.6910 0.0 0.4052 0.3770 0.0 nan 0.0 0.2609 0.0 0.0 0.8433 0.7580 0.9030 0.0 0.0 0.1354 0.0
0.5786 5.8 1160 0.5888 0.3057 0.3725 0.8407 nan 0.8291 0.9356 0.6557 0.8378 0.5211 nan 0.5686 0.6574 0.0 0.9386 0.0 0.0 nan 0.0 0.5123 0.0 0.0 0.8987 0.0 0.5060 0.3604 0.0 nan 0.0 0.3712 0.0 0.0 0.9496 0.8555 0.9649 0.0 0.0 0.1836 0.0 nan 0.6966 0.8668 0.5092 0.5926 0.4044 nan 0.4317 0.4607 0.0 0.7984 0.0 0.0 nan 0.0 0.3596 0.0 0.0 0.6941 0.0 0.3737 0.3438 0.0 nan 0.0 0.2733 0.0 0.0 0.8431 0.7703 0.9097 0.0 0.0 0.1501 0.0
0.4665 5.9 1180 0.5788 0.3083 0.3673 0.8455 nan 0.8570 0.9491 0.6249 0.7949 0.5169 nan 0.5641 0.5620 0.0 0.9319 0.0 0.0 nan 0.0 0.5126 0.0 0.0 0.9148 0.0 0.5272 0.3540 0.0 nan 0.0 0.3429 0.0 0.0 0.9331 0.8915 0.9621 0.0 0.0 0.1459 0.0 nan 0.7315 0.8616 0.5393 0.6123 0.4003 nan 0.4398 0.4429 0.0 0.8090 0.0 0.0 nan 0.0 0.3793 0.0 0.0 0.6951 0.0 0.3920 0.3379 0.0 nan 0.0 0.2643 0.0 0.0 0.8445 0.7700 0.9136 0.0 0.0 0.1232 0.0
0.4062 6.0 1200 0.5990 0.3034 0.3661 0.8390 nan 0.8692 0.9362 0.5182 0.8309 0.4266 nan 0.5545 0.5376 0.0 0.9458 0.0 0.0 nan 0.0 0.6000 0.0 0.0 0.9145 0.0 0.4208 0.4792 0.0 nan 0.0 0.3516 0.0 0.0 0.9300 0.8846 0.9620 0.0 0.0 0.1879 0.0 nan 0.7062 0.8574 0.4890 0.5916 0.3444 nan 0.4258 0.4307 0.0 0.7885 0.0 0.0 nan 0.0 0.3544 0.0 0.0 0.6851 0.0 0.3325 0.4280 0.0 nan 0.0 0.2681 0.0 0.0 0.8506 0.7829 0.9171 0.0 0.0 0.1526 0.0
0.3422 6.1 1220 0.6136 0.2994 0.3547 0.8386 nan 0.8994 0.9470 0.5071 0.7181 0.3467 nan 0.5558 0.5191 0.0 0.9338 0.0 0.0 nan 0.0 0.5650 0.0 0.0 0.9167 0.0 0.3571 0.4699 0.0 nan 0.0 0.3153 0.0 0.0 0.9401 0.8957 0.9657 0.0 0.0 0.1437 0.0 nan 0.7120 0.8521 0.4770 0.6135 0.2925 nan 0.4314 0.4286 0.0 0.8057 0.0 0.0 nan 0.0 0.3728 0.0 0.0 0.6836 0.0 0.2839 0.4187 0.0 nan 0.0 0.2556 0.0 0.0 0.8447 0.7720 0.9130 0.0 0.0 0.1240 0.0
0.3667 6.2 1240 0.5865 0.3074 0.3673 0.8438 nan 0.8719 0.9503 0.6165 0.7441 0.4360 nan 0.5970 0.5278 0.0 0.9347 0.0 0.0 nan 0.0 0.5660 0.0 0.0 0.8997 0.0 0.4856 0.4265 0.0 nan 0.0 0.3539 0.0 0.0 0.9352 0.9020 0.9647 0.0 0.0 0.1752 0.0 nan 0.7281 0.8557 0.5315 0.6217 0.3452 nan 0.4397 0.4263 0.0 0.8010 0.0 0.0 nan 0.0 0.3623 0.0 0.0 0.6997 0.0 0.3732 0.3967 0.0 nan 0.0 0.2729 0.0 0.0 0.8474 0.7669 0.9133 0.0 0.0 0.1475 0.0
0.3964 6.3 1260 0.5919 0.3052 0.3715 0.8415 nan 0.8636 0.9456 0.5274 0.7548 0.5466 nan 0.5639 0.6438 0.0 0.9241 0.0 0.0 nan 0.0 0.6155 0.0 0.0 0.9048 0.0 0.5285 0.4056 0.0 nan 0.0 0.3135 0.0 0.0 0.9171 0.9077 0.9684 0.0 0.0 0.1849 0.0 nan 0.7294 0.8517 0.4793 0.6185 0.4047 nan 0.4379 0.4247 0.0 0.8134 0.0 0.0 nan 0.0 0.3556 0.0 0.0 0.6892 0.0 0.3648 0.3728 0.0 nan 0.0 0.2539 0.0 0.0 0.8452 0.7688 0.8997 0.0 0.0 0.1528 0.0
0.3974 6.4 1280 0.6011 0.3013 0.3642 0.8380 nan 0.8523 0.9361 0.6131 0.8445 0.4463 nan 0.5026 0.5776 0.0 0.9477 0.0 0.0 nan 0.0 0.5712 0.0 0.0 0.8948 0.0 0.4493 0.3396 0.0 nan 0.0 0.3616 0.0 0.0 0.9456 0.8771 0.9659 0.0 0.0 0.1656 0.0 nan 0.7006 0.8617 0.5345 0.5834 0.3578 nan 0.4094 0.4542 0.0 0.7889 0.0 0.0 nan 0.0 0.3706 0.0 0.0 0.6830 0.0 0.3222 0.3219 0.0 nan 0.0 0.2803 0.0 0.0 0.8424 0.7820 0.9040 0.0 0.0 0.1447 0.0
0.3549 6.5 1300 0.5949 0.3054 0.3741 0.8391 nan 0.8498 0.9302 0.6762 0.8403 0.4753 nan 0.4975 0.5990 0.0 0.9416 0.0 0.0 nan 0.0 0.5850 0.0 0.0 0.8735 0.0 0.5281 0.3714 0.0 nan 0.0 0.3628 0.0 0.0 0.9433 0.8961 0.9669 0.0 0.0 0.2600 0.0 nan 0.6920 0.8684 0.4967 0.5858 0.3694 nan 0.4055 0.4655 0.0 0.7965 0.0 0.0 nan 0.0 0.3631 0.0 0.0 0.7006 0.0 0.3859 0.3490 0.0 nan 0.0 0.2691 0.0 0.0 0.8409 0.7679 0.9098 0.0 0.0 0.2010 0.0
0.2758 6.6 1320 0.5834 0.3085 0.3673 0.8435 nan 0.8289 0.9513 0.6518 0.7364 0.5566 nan 0.5425 0.4657 0.0 0.9327 0.0 0.0 nan 0.0 0.5677 0.0 0.0 0.8959 0.0 0.5306 0.4128 0.0 nan 0.0 0.3408 0.0 0.0 0.9520 0.8735 0.9548 0.0 0.0 0.1924 0.0 nan 0.7241 0.8578 0.5561 0.5779 0.4191 nan 0.4193 0.4042 0.0 0.8086 0.0 0.0 nan 0.0 0.3795 0.0 0.0 0.7027 0.0 0.3963 0.3815 0.0 nan 0.0 0.2673 0.0 0.0 0.8369 0.7604 0.9187 0.0 0.0 0.1534 0.0
0.4533 6.7 1340 0.5830 0.3052 0.3725 0.8390 nan 0.8076 0.9474 0.6777 0.7975 0.5173 nan 0.5476 0.4662 0.0 0.9397 0.0 0.0 nan 0.0 0.5851 0.0 0.0 0.8903 0.0 0.5785 0.4557 0.0 nan 0.0 0.3384 0.0 0.0 0.9171 0.9185 0.9545 0.0 0.0 0.2086 0.0 nan 0.6955 0.8641 0.4621 0.5747 0.4068 nan 0.4199 0.4060 0.0 0.8046 0.0 0.0 nan 0.0 0.3753 0.0 0.0 0.6958 0.0 0.4234 0.4041 0.0 nan 0.0 0.2615 0.0 0.0 0.8418 0.7440 0.9185 0.0 0.0 0.1628 0.0
0.4431 6.8 1360 0.5965 0.3079 0.3716 0.8396 nan 0.9063 0.9083 0.6162 0.8022 0.4839 nan 0.5679 0.4944 0.0 0.9397 0.0 0.0 nan 0.0 0.5788 0.0 0.0 0.9175 0.0 0.5235 0.4825 0.0 nan 0.0 0.3448 0.0 0.0 0.9400 0.8798 0.9675 0.0 0.0 0.1664 0.0 nan 0.7017 0.8573 0.5427 0.5755 0.3769 nan 0.4289 0.4170 0.0 0.8026 0.0 0.0 nan 0.0 0.3763 0.0 0.0 0.6975 0.0 0.4024 0.4249 0.0 nan 0.0 0.2638 0.0 0.0 0.8461 0.7712 0.9157 0.0 0.0 0.1431 0.0
0.4814 6.9 1380 0.5858 0.3091 0.3683 0.8447 nan 0.8749 0.9559 0.6054 0.6724 0.4716 nan 0.5793 0.5114 0.0 0.9466 0.0 0.0 nan 0.0 0.5914 0.0 0.0 0.9019 0.0 0.4914 0.4580 0.0 nan 0.0 0.3607 0.0 0.0 0.9281 0.9113 0.9668 0.0 0.0 0.1902 0.0 nan 0.7352 0.8534 0.5436 0.5826 0.3838 nan 0.4293 0.4296 0.0 0.7971 0.0 0.0 nan 0.0 0.3719 0.0 0.0 0.7038 0.0 0.3838 0.4147 0.0 nan 0.0 0.2636 0.0 0.0 0.8452 0.7693 0.9185 0.0 0.0 0.1574 0.0
0.4765 7.0 1400 0.5937 0.3077 0.3727 0.8409 nan 0.8946 0.9235 0.6725 0.7406 0.4691 nan 0.6064 0.5834 0.0 0.9342 0.0 0.0 nan 0.0 0.5602 0.0 0.0 0.9083 0.0 0.5148 0.3851 0.0 nan 0.0 0.3517 0.0 0.0 0.9388 0.8882 0.9676 0.0 0.0 0.2146 0.0 nan 0.6928 0.8682 0.4465 0.6082 0.3684 nan 0.4403 0.4549 0.0 0.8080 0.0 0.0 nan 0.0 0.3872 0.0 0.0 0.6920 0.0 0.4152 0.3672 0.0 nan 0.0 0.2658 0.0 0.0 0.8474 0.7841 0.9152 0.0 0.0 0.1761 0.0
0.3616 7.1 1420 0.5733 0.3132 0.3776 0.8461 nan 0.8448 0.9405 0.6132 0.8331 0.5368 nan 0.5895 0.5248 0.0 0.9373 0.0 0.0 nan 0.0 0.5603 0.0 0.0 0.8932 0.0 0.5813 0.4069 0.0 nan 0.0 0.3559 0.0 0.0 0.9324 0.9075 0.9655 0.0 0.0 0.2818 0.0 nan 0.7223 0.8676 0.5453 0.5946 0.4112 nan 0.4264 0.4193 0.0 0.8046 0.0 0.0 nan 0.0 0.3849 0.0 0.0 0.7001 0.0 0.4327 0.3820 0.0 nan 0.0 0.2659 0.0 0.0 0.8487 0.7737 0.9185 0.0 0.0 0.2120 0.0
0.4933 7.2 1440 0.5813 0.3109 0.3753 0.8451 nan 0.8538 0.9437 0.5760 0.8191 0.5058 nan 0.5736 0.6060 0.0 0.9314 0.0 0.0 nan 0.0 0.5896 0.0 0.0 0.9101 0.0 0.4950 0.4585 0.0 nan 0.0 0.3675 0.0 0.0 0.9298 0.9159 0.9637 0.0 0.0 0.1930 0.0 nan 0.7222 0.8639 0.5238 0.6014 0.3986 nan 0.4346 0.4511 0.0 0.8135 0.0 0.0 nan 0.0 0.3784 0.0 0.0 0.6960 0.0 0.3766 0.4129 0.0 nan 0.0 0.2718 0.0 0.0 0.8480 0.7611 0.9201 0.0 0.0 0.1638 0.0
0.4028 7.3 1460 0.5729 0.3121 0.3725 0.8482 nan 0.8882 0.9510 0.5887 0.7435 0.5139 nan 0.5499 0.5656 0.0 0.9375 0.0 0.0 nan 0.0 0.6045 0.0 0.0 0.9055 0.0 0.4169 0.5068 0.0 nan 0.0 0.3830 0.0 0.0 0.9357 0.8909 0.9639 0.0 0.0 0.2030 0.0 nan 0.7279 0.8672 0.5187 0.6300 0.4068 nan 0.4401 0.4476 0.0 0.8015 0.0 0.0 nan 0.0 0.3645 0.0 0.0 0.6940 0.0 0.3380 0.4487 0.0 nan 0.0 0.2823 0.0 0.0 0.8485 0.7751 0.9158 0.0 0.0 0.1674 0.0
0.7888 7.4 1480 0.5864 0.3107 0.3756 0.8444 nan 0.8955 0.9296 0.6318 0.7855 0.5471 nan 0.5243 0.5552 0.0 0.9379 0.0 0.0 nan 0.0 0.6029 0.0 0.0 0.9031 0.0 0.4917 0.4499 0.0 nan 0.0 0.3496 0.0 0.0 0.9258 0.9006 0.9672 0.0 0.0 0.2454 0.0 nan 0.7057 0.8712 0.5006 0.6259 0.4010 nan 0.4206 0.4426 0.0 0.7998 0.0 0.0 nan 0.0 0.3727 0.0 0.0 0.6992 0.0 0.3834 0.4140 0.0 nan 0.0 0.2712 0.0 0.0 0.8454 0.7705 0.9131 0.0 0.0 0.1953 0.0
0.4472 7.5 1500 0.5824 0.3101 0.3722 0.8445 nan 0.8338 0.9448 0.5706 0.8580 0.5130 nan 0.5545 0.4821 0.0 0.9256 0.0 0.0 nan 0.0 0.5927 0.0 0.0 0.9045 0.0 0.5369 0.4377 0.0 nan 0.0 0.3506 0.0 0.0 0.9366 0.8973 0.9610 0.0 0.0 0.2392 0.0 nan 0.7096 0.8653 0.5068 0.5979 0.4057 nan 0.4239 0.4143 0.0 0.8112 0.0 0.0 nan 0.0 0.3738 0.0 0.0 0.7033 0.0 0.4068 0.4079 0.0 nan 0.0 0.2711 0.0 0.0 0.8453 0.7657 0.9190 0.0 0.0 0.1862 0.0
0.2959 7.6 1520 0.5668 0.3165 0.3833 0.8484 nan 0.8573 0.9417 0.6345 0.8128 0.5696 nan 0.5761 0.5790 0.0 0.9427 0.0 0.0 nan 0.0 0.6075 0.0 0.0 0.8679 0.0 0.5660 0.4868 0.0 nan 0.0 0.3390 0.0 0.0 0.9379 0.9009 0.9638 0.0 0.0 0.2990 0.0 nan 0.7247 0.8693 0.5410 0.6352 0.4291 nan 0.4455 0.4492 0.0 0.8027 0.0 0.0 nan 0.0 0.3639 0.0 0.0 0.7058 0.0 0.4061 0.4309 0.0 nan 0.0 0.2674 0.0 0.0 0.8437 0.7651 0.9195 0.0 0.0 0.2130 0.0
0.6112 7.7 1540 0.5789 0.3128 0.3782 0.8459 nan 0.8626 0.9375 0.6726 0.8403 0.5117 nan 0.5372 0.5917 0.0 0.9368 0.0 0.0 nan 0.0 0.5974 0.0 0.0 0.9098 0.0 0.5040 0.4817 0.0 nan 0.0 0.3231 0.0 0.0 0.9241 0.9213 0.9645 0.0 0.0 0.2064 0.0 nan 0.7126 0.8682 0.5547 0.6269 0.4078 nan 0.4295 0.4562 0.0 0.8116 0.0 0.0 nan 0.0 0.3813 0.0 0.0 0.7024 0.0 0.3765 0.4300 0.0 nan 0.0 0.2614 0.0 0.0 0.8421 0.7503 0.9187 0.0 0.0 0.1678 0.0
0.385 7.8 1560 0.5831 0.3131 0.3791 0.8448 nan 0.8485 0.9346 0.6713 0.8758 0.4915 nan 0.5322 0.6046 0.0 0.9425 0.0 0.0 nan 0.0 0.5874 0.0 0.0 0.8924 0.0 0.5252 0.4491 0.0 nan 0.0 0.3385 0.0 0.0 0.9377 0.9091 0.9658 0.0 0.0 0.2456 0.0 nan 0.7112 0.8643 0.5588 0.5947 0.4014 nan 0.4258 0.4594 0.0 0.8089 0.0 0.0 nan 0.0 0.3855 0.0 0.0 0.7088 0.0 0.3989 0.4132 0.0 nan 0.0 0.2616 0.0 0.0 0.8429 0.7604 0.9170 0.0 0.0 0.1948 0.0
0.3023 7.9 1580 0.5723 0.3149 0.3819 0.8466 nan 0.8500 0.9378 0.7040 0.8430 0.5060 nan 0.5910 0.5657 0.0 0.9353 0.0 0.0 nan 0.0 0.5876 0.0 0.0 0.9079 0.0 0.5166 0.5220 0.0 nan 0.0 0.3322 0.0 0.0 0.9274 0.8971 0.9669 0.0 0.0 0.2493 0.0 nan 0.7181 0.8674 0.5304 0.6254 0.4013 nan 0.4403 0.4496 0.0 0.8136 0.0 0.0 nan 0.0 0.3828 0.0 0.0 0.6964 0.0 0.3900 0.4504 0.0 nan 0.0 0.2613 0.0 0.0 0.8497 0.7753 0.9145 0.0 0.0 0.1965 0.0
0.2996 8.0 1600 0.5833 0.3115 0.3742 0.8446 nan 0.8598 0.9405 0.5576 0.8611 0.4879 nan 0.5030 0.6505 0.0 0.9331 0.0 0.0 nan 0.0 0.5664 0.0 0.0 0.8904 0.0 0.5266 0.4377 0.0 nan 0.0 0.3461 0.0 0.0 0.9471 0.8733 0.9674 0.0 0.0 0.2518 0.0 nan 0.7107 0.8647 0.5110 0.5997 0.3949 nan 0.4173 0.4636 0.0 0.8112 0.0 0.0 nan 0.0 0.3853 0.0 0.0 0.7031 0.0 0.4045 0.4033 0.0 nan 0.0 0.2658 0.0 0.0 0.8403 0.7659 0.9125 0.0 0.0 0.2029 0.0
0.6193 8.1 1620 0.5776 0.3150 0.3768 0.8475 nan 0.8553 0.9466 0.5537 0.8181 0.5218 nan 0.5600 0.6284 0.0 0.9381 0.0 0.0 nan 0.0 0.5590 0.0 0.0 0.8879 0.0 0.5564 0.4580 0.0 nan 0.0 0.3610 0.0 0.0 0.9447 0.8941 0.9605 0.0 0.0 0.2361 0.0 nan 0.7149 0.8665 0.5031 0.6349 0.4079 nan 0.4338 0.4728 0.0 0.8083 0.0 0.0 nan 0.0 0.3884 0.0 0.0 0.7066 0.0 0.4185 0.4150 0.0 nan 0.0 0.2718 0.0 0.0 0.8427 0.7671 0.9200 0.0 0.0 0.1932 0.0
0.3867 8.2 1640 0.5783 0.3154 0.3788 0.8485 nan 0.8492 0.9482 0.6227 0.8445 0.5045 nan 0.5666 0.5861 0.0 0.9364 0.0 0.0 nan 0.0 0.5957 0.0 0.0 0.8933 0.0 0.5372 0.4904 0.0 nan 0.0 0.3774 0.0 0.0 0.9419 0.8839 0.9666 0.0 0.0 0.1988 0.0 nan 0.7210 0.8676 0.5481 0.6260 0.4021 nan 0.4385 0.4505 0.0 0.8097 0.0 0.0 nan 0.0 0.3775 0.0 0.0 0.7023 0.0 0.4096 0.4369 0.0 nan 0.0 0.2813 0.0 0.0 0.8467 0.7758 0.9186 0.0 0.0 0.1659 0.0
0.317 8.3 1660 0.5688 0.3161 0.3812 0.8494 nan 0.8745 0.9402 0.6804 0.8045 0.5513 nan 0.5835 0.5725 0.0 0.9466 0.0 0.0 nan 0.0 0.5978 0.0 0.0 0.8948 0.0 0.5215 0.4635 0.0 nan 0.0 0.3691 0.0 0.0 0.9312 0.8965 0.9691 0.0 0.0 0.2206 0.0 nan 0.7271 0.8711 0.5578 0.6459 0.4147 nan 0.4456 0.4482 0.0 0.7997 0.0 0.0 nan 0.0 0.3772 0.0 0.0 0.7015 0.0 0.4000 0.4200 0.0 nan 0.0 0.2752 0.0 0.0 0.8472 0.7738 0.9171 0.0 0.0 0.1764 0.0
1.3707 8.4 1680 0.5730 0.3154 0.3780 0.8490 nan 0.8738 0.9492 0.6781 0.7945 0.4691 nan 0.5674 0.6020 0.0 0.9409 0.0 0.0 nan 0.0 0.5897 0.0 0.0 0.8936 0.0 0.5349 0.4505 0.0 nan 0.0 0.3486 0.0 0.0 0.9357 0.8928 0.9704 0.0 0.0 0.2273 0.0 nan 0.7278 0.8678 0.5609 0.6440 0.3773 nan 0.4447 0.4656 0.0 0.8115 0.0 0.0 nan 0.0 0.3821 0.0 0.0 0.7028 0.0 0.3953 0.4097 0.0 nan 0.0 0.2698 0.0 0.0 0.8456 0.7769 0.9117 0.0 0.0 0.1825 0.0
0.3326 8.5 1700 0.5753 0.3159 0.3826 0.8462 nan 0.8597 0.9398 0.6403 0.8407 0.4915 nan 0.5517 0.5957 0.0 0.9403 0.0 0.0 nan 0.0 0.5921 0.0 0.0 0.8785 0.0 0.5797 0.5061 0.0 nan 0.0 0.3642 0.0 0.0 0.9300 0.9048 0.9683 0.0 0.0 0.2772 0.0 nan 0.7204 0.8666 0.5546 0.6021 0.3889 nan 0.4336 0.4644 0.0 0.8123 0.0 0.0 nan 0.0 0.3759 0.0 0.0 0.7026 0.0 0.4171 0.4383 0.0 nan 0.0 0.2735 0.0 0.0 0.8466 0.7702 0.9170 0.0 0.0 0.2075 0.0
0.343 8.6 1720 0.5699 0.3183 0.3813 0.8500 nan 0.8720 0.9460 0.6340 0.8164 0.5137 nan 0.5698 0.5619 0.0 0.9335 0.0 0.0 nan 0.0 0.5860 0.0 0.0 0.8936 0.0 0.5409 0.5306 0.0 nan 0.0 0.3632 0.0 0.0 0.9313 0.8939 0.9638 0.0 0.0 0.2693 0.0 nan 0.7295 0.8693 0.5551 0.6398 0.4015 nan 0.4431 0.4498 0.0 0.8168 0.0 0.0 nan 0.0 0.3764 0.0 0.0 0.6999 0.0 0.4146 0.4559 0.0 nan 0.0 0.2766 0.0 0.0 0.8478 0.7674 0.9199 0.0 0.0 0.2053 0.0
0.4636 8.7 1740 0.5700 0.3170 0.3791 0.8494 nan 0.8801 0.9435 0.6036 0.8067 0.5080 nan 0.5780 0.5943 0.0 0.9338 0.0 0.0 nan 0.0 0.5831 0.0 0.0 0.9054 0.0 0.5190 0.4826 0.0 nan 0.0 0.3532 0.0 0.0 0.9301 0.9133 0.9593 0.0 0.0 0.2595 0.0 nan 0.7261 0.8706 0.5399 0.6449 0.4018 nan 0.4455 0.4644 0.0 0.8180 0.0 0.0 nan 0.0 0.3798 0.0 0.0 0.7039 0.0 0.4047 0.4369 0.0 nan 0.0 0.2706 0.0 0.0 0.8422 0.7544 0.9215 0.0 0.0 0.2013 0.0
0.4121 8.8 1760 0.5690 0.3166 0.3770 0.8504 nan 0.8629 0.9514 0.6429 0.8294 0.4950 nan 0.5736 0.6034 0.0 0.9316 0.0 0.0 nan 0.0 0.5776 0.0 0.0 0.9107 0.0 0.5116 0.4527 0.0 nan 0.0 0.3313 0.0 0.0 0.9344 0.9031 0.9622 0.0 0.0 0.2129 0.0 nan 0.7339 0.8671 0.5670 0.6443 0.4004 nan 0.4438 0.4655 0.0 0.8183 0.0 0.0 nan 0.0 0.3821 0.0 0.0 0.7003 0.0 0.3945 0.4177 0.0 nan 0.0 0.2684 0.0 0.0 0.8459 0.7742 0.9209 0.0 0.0 0.1710 0.0
0.3737 8.9 1780 0.5611 0.3183 0.3813 0.8513 nan 0.8763 0.9429 0.6298 0.8213 0.5577 nan 0.5642 0.6243 0.0 0.9447 0.0 0.0 nan 0.0 0.5873 0.0 0.0 0.9152 0.0 0.5375 0.4555 0.0 nan 0.0 0.3414 0.0 0.0 0.9293 0.8930 0.9650 0.0 0.0 0.2335 0.0 nan 0.7321 0.8707 0.5613 0.6495 0.4244 nan 0.4409 0.4685 0.0 0.8063 0.0 0.0 nan 0.0 0.3790 0.0 0.0 0.7031 0.0 0.4053 0.4191 0.0 nan 0.0 0.2713 0.0 0.0 0.8502 0.7808 0.9205 0.0 0.0 0.1839 0.0
0.4408 9.0 1800 0.5686 0.3186 0.3868 0.8498 nan 0.8582 0.9370 0.6738 0.8667 0.5464 nan 0.5771 0.6496 0.0 0.9442 0.0 0.0 nan 0.0 0.5956 0.0 0.0 0.8915 0.0 0.5419 0.4507 0.0 nan 0.0 0.3632 0.0 0.0 0.9340 0.9020 0.9687 0.0 0.0 0.2900 0.0 nan 0.7299 0.8694 0.5746 0.6252 0.4206 nan 0.4388 0.4654 0.0 0.8066 0.0 0.0 nan 0.0 0.3746 0.0 0.0 0.7127 0.0 0.4090 0.4180 0.0 nan 0.0 0.2755 0.0 0.0 0.8474 0.7750 0.9177 0.0 0.0 0.2170 0.0
0.402 9.1 1820 0.5630 0.3196 0.3841 0.8521 nan 0.8595 0.9464 0.6812 0.8413 0.5551 nan 0.5696 0.6260 0.0 0.9382 0.0 0.0 nan 0.0 0.5894 0.0 0.0 0.8971 0.0 0.5589 0.4594 0.0 nan 0.0 0.3541 0.0 0.0 0.9363 0.8953 0.9632 0.0 0.0 0.2347 0.0 nan 0.7346 0.8703 0.5700 0.6527 0.4236 nan 0.4401 0.4699 0.0 0.8127 0.0 0.0 nan 0.0 0.3778 0.0 0.0 0.7121 0.0 0.4124 0.4193 0.0 nan 0.0 0.2748 0.0 0.0 0.8471 0.7811 0.9195 0.0 0.0 0.1880 0.0
0.3377 9.2 1840 0.5694 0.3185 0.3830 0.8509 nan 0.8655 0.9424 0.6606 0.8551 0.5115 nan 0.5671 0.6184 0.0 0.9379 0.0 0.0 nan 0.0 0.5804 0.0 0.0 0.9100 0.0 0.5601 0.4767 0.0 nan 0.0 0.3502 0.0 0.0 0.9300 0.9088 0.9670 0.0 0.0 0.2307 0.0 nan 0.7342 0.8710 0.5740 0.6386 0.4059 nan 0.4415 0.4724 0.0 0.8146 0.0 0.0 nan 0.0 0.3815 0.0 0.0 0.7064 0.0 0.4131 0.4315 0.0 nan 0.0 0.2729 0.0 0.0 0.8475 0.7661 0.9172 0.0 0.0 0.1850 0.0
0.4663 9.3 1860 0.5681 0.3192 0.3833 0.8511 nan 0.8702 0.9435 0.6699 0.8311 0.5039 nan 0.5762 0.5998 0.0 0.9349 0.0 0.0 nan 0.0 0.5908 0.0 0.0 0.8964 0.0 0.5619 0.5139 0.0 nan 0.0 0.3556 0.0 0.0 0.9378 0.8993 0.9672 0.0 0.0 0.2300 0.0 nan 0.7313 0.8702 0.5734 0.6435 0.3982 nan 0.4442 0.4682 0.0 0.8179 0.0 0.0 nan 0.0 0.3761 0.0 0.0 0.7091 0.0 0.4147 0.4523 0.0 nan 0.0 0.2746 0.0 0.0 0.8468 0.7747 0.9172 0.0 0.0 0.1845 0.0
0.419 9.4 1880 0.5703 0.3185 0.3821 0.8510 nan 0.8632 0.9463 0.6844 0.8301 0.5153 nan 0.5890 0.6125 0.0 0.9357 0.0 0.0 nan 0.0 0.5848 0.0 0.0 0.9128 0.0 0.4967 0.5189 0.0 nan 0.0 0.3516 0.0 0.0 0.9318 0.8924 0.9689 0.0 0.0 0.2100 0.0 nan 0.7324 0.8705 0.5729 0.6473 0.4037 nan 0.4476 0.4693 0.0 0.8170 0.0 0.0 nan 0.0 0.3798 0.0 0.0 0.6988 0.0 0.3785 0.4589 0.0 nan 0.0 0.2752 0.0 0.0 0.8501 0.7819 0.9173 0.0 0.0 0.1715 0.0
0.2796 9.5 1900 0.5678 0.3168 0.3808 0.8499 nan 0.8652 0.9410 0.6789 0.8372 0.5167 nan 0.5874 0.5978 0.0 0.9425 0.0 0.0 nan 0.0 0.5874 0.0 0.0 0.9008 0.0 0.4731 0.5021 0.0 nan 0.0 0.3488 0.0 0.0 0.9399 0.9032 0.9677 0.0 0.0 0.2138 0.0 nan 0.7294 0.8708 0.5725 0.6440 0.4041 nan 0.4481 0.4663 0.0 0.8105 0.0 0.0 nan 0.0 0.3794 0.0 0.0 0.7025 0.0 0.3640 0.4497 0.0 nan 0.0 0.2714 0.0 0.0 0.8454 0.7704 0.9170 0.0 0.0 0.1765 0.0
0.3892 9.6 1920 0.5666 0.3184 0.3817 0.8511 nan 0.8720 0.9433 0.6665 0.8238 0.5257 nan 0.5873 0.5904 0.0 0.9392 0.0 0.0 nan 0.0 0.5954 0.0 0.0 0.9039 0.0 0.5012 0.4987 0.0 nan 0.0 0.3520 0.0 0.0 0.9354 0.9017 0.9666 0.0 0.0 0.2303 0.0 nan 0.7313 0.8705 0.5718 0.6482 0.4098 nan 0.4498 0.4632 0.0 0.8137 0.0 0.0 nan 0.0 0.3740 0.0 0.0 0.7050 0.0 0.3821 0.4487 0.0 nan 0.0 0.2734 0.0 0.0 0.8476 0.7743 0.9187 0.0 0.0 0.1872 0.0
0.4762 9.7 1940 0.5650 0.3186 0.3821 0.8515 nan 0.8680 0.9457 0.6698 0.8232 0.5305 nan 0.5911 0.5940 0.0 0.9374 0.0 0.0 nan 0.0 0.5999 0.0 0.0 0.8884 0.0 0.4855 0.4855 0.0 nan 0.0 0.3632 0.0 0.0 0.9414 0.9042 0.9673 0.0 0.0 0.2512 0.0 nan 0.7347 0.8701 0.5730 0.6501 0.4141 nan 0.4509 0.4629 0.0 0.8150 0.0 0.0 nan 0.0 0.3703 0.0 0.0 0.7088 0.0 0.3807 0.4421 0.0 nan 0.0 0.2731 0.0 0.0 0.8434 0.7698 0.9171 0.0 0.0 0.1997 0.0
0.2866 9.8 1960 0.5644 0.3189 0.3818 0.8522 nan 0.8639 0.9487 0.6788 0.8166 0.5314 nan 0.5863 0.5961 0.0 0.9381 0.0 0.0 nan 0.0 0.6016 0.0 0.0 0.9010 0.0 0.5091 0.4735 0.0 nan 0.0 0.3538 0.0 0.0 0.9399 0.8958 0.9638 0.0 0.0 0.2383 0.0 nan 0.7381 0.8699 0.5739 0.6515 0.4167 nan 0.4503 0.4642 0.0 0.8143 0.0 0.0 nan 0.0 0.3707 0.0 0.0 0.7074 0.0 0.3888 0.4333 0.0 nan 0.0 0.2740 0.0 0.0 0.8448 0.7760 0.9199 0.0 0.0 0.1921 0.0
0.1857 9.9 1980 0.5650 0.3193 0.3828 0.8521 nan 0.8701 0.9477 0.6701 0.8152 0.5338 nan 0.5782 0.5986 0.0 0.9404 0.0 0.0 nan 0.0 0.6036 0.0 0.0 0.9080 0.0 0.5119 0.4885 0.0 nan 0.0 0.3618 0.0 0.0 0.9304 0.9003 0.9645 0.0 0.0 0.2422 0.0 nan 0.7346 0.8706 0.5727 0.6517 0.4164 nan 0.4489 0.4635 0.0 0.8113 0.0 0.0 nan 0.0 0.3693 0.0 0.0 0.7051 0.0 0.3929 0.4436 0.0 nan 0.0 0.2765 0.0 0.0 0.8485 0.7771 0.9204 0.0 0.0 0.1940 0.0
0.3021 10.0 2000 0.5644 0.3202 0.3861 0.8525 nan 0.8598 0.9440 0.6837 0.8295 0.5586 nan 0.6015 0.6019 0.0 0.9395 0.0 0.0 nan 0.0 0.6060 0.0 0.0 0.8961 0.0 0.5249 0.4892 0.0 nan 0.0 0.3733 0.0 0.0 0.9376 0.9033 0.9668 0.0 0.0 0.2540 0.0 nan 0.7395 0.8717 0.5750 0.6481 0.4281 nan 0.4534 0.4648 0.0 0.8127 0.0 0.0 nan 0.0 0.3687 0.0 0.0 0.7090 0.0 0.3987 0.4429 0.0 nan 0.0 0.2772 0.0 0.0 0.8463 0.7719 0.9189 0.0 0.0 0.2004 0.0

Framework versions

  • Transformers 4.35.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.0
Downloads last month
14
Safetensors
Model size
3.72M params
Tensor type
F32
·

Finetuned from

Evaluation results

Metadata error: specify a dataset to view leaderboard