segformer-b0-finetuned-segments-sidewalk-2
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: 2.1850
- Mean Iou: 0.0074
- Mean Accuracy: 0.0858
- Overall Accuracy: 0.0532
- Accuracy Unlabeled: 0.0
- Accuracy Flat-road: 0.0521
- Accuracy Flat-sidewalk: 0.2880
- Accuracy Flat-crosswalk: 0.0002
- Accuracy Flat-cyclinglane: 0.0414
- Accuracy Flat-parkingdriveway: nan
- Accuracy Flat-railtrack: 0.0
- Accuracy Flat-curb: 0.0
- Accuracy Human-person: 0.0
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.7261
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: 0.0
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: nan
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.8347
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.0011
- Accuracy Construction-fenceguardrail: 0.0
- Accuracy Construction-bridge: nan
- Accuracy Construction-tunnel: 0.0
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.0
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.7158
- Accuracy Nature-terrain: 0.0
- Accuracy Sky: 0.0001
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0
- Accuracy Void-static: 0.0
- Accuracy Void-unclear: nan
- Iou Unlabeled: 0.0
- Iou Flat-road: 0.0373
- Iou Flat-sidewalk: 0.0114
- Iou Flat-crosswalk: 0.0002
- Iou Flat-cyclinglane: 0.0279
- Iou Flat-parkingdriveway: 0.0
- Iou Flat-railtrack: 0.0
- Iou Flat-curb: 0.0
- Iou Human-person: 0.0
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.0081
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: 0.0
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: nan
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.0229
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.0011
- Iou Construction-fenceguardrail: 0.0
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: 0.0
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.0
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.1347
- Iou Nature-terrain: 0.0
- Iou Sky: 0.0000
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0
- Iou Void-static: 0.0
- Iou Void-unclear: nan
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: 1e-06
- train_batch_size: 6
- eval_batch_size: 6
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 40
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3.583 | 0.43 | 50 | 3.5690 | 0.0035 | 0.0283 | 0.0143 | 0.0179 | 0.0003 | 0.0008 | 0.0087 | 0.2546 | nan | 0.0010 | 0.0022 | 0.0015 | 0.0234 | 0.2546 | 0.0 | 0.0330 | 0.0 | 0.0004 | nan | 0.0 | 0.0105 | 0.0 | 0.0027 | 0.0120 | 0.0 | nan | 0.0 | 0.0000 | 0.0061 | 0.0439 | 0.0009 | 0.0312 | 0.0055 | 0.0143 | 0.0679 | 0.0008 | 0.0841 | nan | 0.0156 | 0.0003 | 0.0008 | 0.0069 | 0.0354 | 0.0 | 0.0007 | 0.0004 | 0.0001 | 0.0096 | 0.0010 | 0.0 | 0.0001 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0097 | 0.0 | 0.0023 | 0.0081 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0033 | 0.0005 | 0.0009 | 0.0144 | 0.0041 | 0.0056 | 0.0014 | 0.0007 | 0.0001 | 0.0 |
3.541 | 0.85 | 100 | 3.5349 | 0.0040 | 0.0309 | 0.0152 | 0.0195 | 0.0003 | 0.0033 | 0.0139 | 0.2434 | nan | 0.0007 | 0.0027 | 0.0032 | 0.0195 | 0.3347 | 0.0 | 0.0174 | 0.0 | 0.0005 | nan | 0.0 | 0.0105 | 0.0003 | 0.0033 | 0.0132 | 0.0 | nan | 0.0 | 0.0 | 0.0086 | 0.0445 | 0.0007 | 0.0547 | 0.0053 | 0.0147 | 0.0689 | 0.0011 | 0.0731 | nan | 0.0166 | 0.0003 | 0.0029 | 0.0102 | 0.0339 | 0.0 | 0.0005 | 0.0004 | 0.0002 | 0.0079 | 0.0013 | 0.0 | 0.0000 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0098 | 0.0002 | 0.0028 | 0.0089 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0046 | 0.0005 | 0.0007 | 0.0263 | 0.0039 | 0.0056 | 0.0014 | 0.0009 | 0.0001 | 0.0 |
3.4975 | 1.28 | 150 | 3.5016 | 0.0044 | 0.0336 | 0.0165 | 0.0157 | 0.0004 | 0.0078 | 0.0120 | 0.2803 | nan | 0.0004 | 0.0011 | 0.0018 | 0.0176 | 0.4099 | 0.0 | 0.0113 | 0.0 | 0.0004 | nan | 0.0 | 0.0090 | 0.0008 | 0.0025 | 0.0113 | 0.0 | nan | 0.0 | 0.0 | 0.0141 | 0.0421 | 0.0004 | 0.0806 | 0.0057 | 0.0142 | 0.0624 | 0.0011 | 0.0390 | nan | 0.0136 | 0.0004 | 0.0044 | 0.0095 | 0.0338 | 0.0 | 0.0003 | 0.0002 | 0.0001 | 0.0071 | 0.0016 | 0.0 | 0.0000 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0085 | 0.0005 | 0.0022 | 0.0085 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0073 | 0.0004 | 0.0004 | 0.0415 | 0.0042 | 0.0057 | 0.0015 | 0.0009 | 0.0000 | 0.0 |
3.5169 | 1.71 | 200 | 3.4636 | 0.0052 | 0.0399 | 0.0195 | 0.0159 | 0.0003 | 0.0224 | 0.0081 | 0.3090 | nan | 0.0002 | 0.0010 | 0.0022 | 0.0136 | 0.4941 | 0.0 | 0.0071 | 0.0 | 0.0003 | nan | 0.0 | 0.0112 | 0.0032 | 0.0018 | 0.0168 | 0.0 | nan | 0.0 | 0.0 | 0.0127 | 0.0408 | 0.0002 | 0.1364 | 0.0040 | 0.0128 | 0.0652 | 0.0014 | 0.0562 | nan | 0.0138 | 0.0003 | 0.0047 | 0.0068 | 0.0366 | 0.0 | 0.0001 | 0.0002 | 0.0002 | 0.0062 | 0.0021 | 0.0 | 0.0000 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0106 | 0.0016 | 0.0017 | 0.0111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0071 | 0.0006 | 0.0002 | 0.0657 | 0.0031 | 0.0052 | 0.0017 | 0.0012 | 0.0000 | 0.0 |
3.3938 | 2.14 | 250 | 3.4255 | 0.0057 | 0.0433 | 0.0208 | 0.0139 | 0.0005 | 0.0461 | 0.0090 | 0.2873 | nan | 0.0002 | 0.0015 | 0.0016 | 0.0119 | 0.5499 | 0.0 | 0.0067 | 0.0 | 0.0003 | nan | 0.0 | 0.0101 | 0.0044 | 0.0021 | 0.0197 | 0.0 | nan | 0.0 | 0.0 | 0.0134 | 0.0390 | 0.0001 | 0.1878 | 0.0037 | 0.0157 | 0.0644 | 0.0011 | 0.0534 | nan | 0.0121 | 0.0005 | 0.0054 | 0.0075 | 0.0382 | 0.0 | 0.0001 | 0.0003 | 0.0002 | 0.0052 | 0.0025 | 0.0 | 0.0000 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0096 | 0.0021 | 0.0019 | 0.0132 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0071 | 0.0006 | 0.0001 | 0.0801 | 0.0029 | 0.0062 | 0.0018 | 0.0010 | 0.0000 | 0.0 |
3.4231 | 2.56 | 300 | 3.3861 | 0.0062 | 0.0466 | 0.0232 | 0.0130 | 0.0005 | 0.0759 | 0.0072 | 0.2834 | nan | 0.0001 | 0.0006 | 0.0022 | 0.0097 | 0.5913 | 0.0 | 0.0017 | 0.0 | 0.0003 | nan | 0.0 | 0.0109 | 0.0069 | 0.0018 | 0.0223 | 0.0 | nan | 0.0 | 0.0 | 0.0136 | 0.0389 | 0.0000 | 0.2467 | 0.0033 | 0.0148 | 0.0719 | 0.0010 | 0.0262 | nan | 0.0113 | 0.0005 | 0.0060 | 0.0062 | 0.0426 | 0.0 | 0.0001 | 0.0002 | 0.0003 | 0.0045 | 0.0031 | 0.0 | 0.0000 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0105 | 0.0031 | 0.0016 | 0.0150 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0072 | 0.0008 | 0.0000 | 0.0909 | 0.0027 | 0.0059 | 0.0019 | 0.0010 | 0.0000 | 0.0 |
3.3664 | 2.99 | 350 | 3.3542 | 0.0065 | 0.0503 | 0.0246 | 0.0112 | 0.0006 | 0.1034 | 0.0054 | 0.2629 | nan | 0.0002 | 0.0002 | 0.0015 | 0.0066 | 0.6758 | 0.0 | 0.0009 | 0.0 | 0.0002 | nan | 0.0 | 0.0073 | 0.0123 | 0.0020 | 0.0218 | 0.0 | nan | 0.0 | 0.0 | 0.0118 | 0.0363 | 0.0 | 0.3115 | 0.0032 | 0.0066 | 0.0634 | 0.0008 | 0.0131 | nan | 0.0099 | 0.0006 | 0.0065 | 0.0048 | 0.0455 | 0.0 | 0.0001 | 0.0001 | 0.0002 | 0.0035 | 0.0031 | 0.0 | 0.0000 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0071 | 0.0042 | 0.0019 | 0.0151 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0072 | 0.0008 | 0.0 | 0.1091 | 0.0027 | 0.0030 | 0.0021 | 0.0007 | 0.0000 | 0.0 |
3.3089 | 3.42 | 400 | 3.3039 | 0.0069 | 0.0551 | 0.0281 | 0.0107 | 0.0006 | 0.1407 | 0.0043 | 0.2687 | nan | 0.0002 | 0.0002 | 0.0011 | 0.0051 | 0.6984 | 0.0 | 0.0002 | 0.0 | 0.0002 | nan | 0.0 | 0.0081 | 0.0164 | 0.0018 | 0.0267 | 0.0 | nan | 0.0 | 0.0 | 0.0104 | 0.0366 | 0.0 | 0.3861 | 0.0041 | 0.0079 | 0.0729 | 0.0007 | 0.0069 | nan | 0.0094 | 0.0006 | 0.0075 | 0.0039 | 0.0495 | 0.0 | 0.0002 | 0.0001 | 0.0002 | 0.0025 | 0.0037 | 0.0 | 0.0000 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0079 | 0.0054 | 0.0018 | 0.0179 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0066 | 0.0010 | 0.0 | 0.1123 | 0.0033 | 0.0032 | 0.0025 | 0.0007 | 0.0000 | 0.0 |
3.2464 | 3.85 | 450 | 3.2705 | 0.0070 | 0.0575 | 0.0288 | 0.0092 | 0.0006 | 0.1587 | 0.0043 | 0.2538 | nan | 0.0001 | 0.0 | 0.0001 | 0.0027 | 0.7500 | 0.0 | 0.0001 | 0.0 | 0.0001 | nan | 0.0 | 0.0068 | 0.0248 | 0.0020 | 0.0284 | 0.0 | nan | 0.0 | 0.0 | 0.0089 | 0.0347 | 0.0 | 0.4160 | 0.0040 | 0.0057 | 0.0694 | 0.0005 | 0.0007 | nan | 0.0083 | 0.0006 | 0.0080 | 0.0040 | 0.0504 | 0.0 | 0.0001 | 0.0 | 0.0000 | 0.0016 | 0.0036 | 0.0 | 0.0000 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0067 | 0.0065 | 0.0019 | 0.0191 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0012 | 0.0 | 0.1181 | 0.0032 | 0.0025 | 0.0026 | 0.0005 | 0.0000 | 0.0 |
3.2788 | 4.27 | 500 | 3.2230 | 0.0074 | 0.0616 | 0.0320 | 0.0100 | 0.0009 | 0.1784 | 0.0041 | 0.2465 | nan | 0.0001 | 0.0 | 0.0 | 0.0020 | 0.7658 | 0.0 | 0.0 | 0.0 | 0.0001 | nan | 0.0 | 0.0060 | 0.0325 | 0.0018 | 0.0373 | 0.0 | nan | 0.0 | 0.0 | 0.0075 | 0.0318 | 0.0 | 0.4977 | 0.0046 | 0.0049 | 0.0783 | 0.0004 | 0.0 | nan | 0.0089 | 0.0009 | 0.0084 | 0.0038 | 0.0523 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0012 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0058 | 0.0071 | 0.0018 | 0.0231 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0013 | 0.0 | 0.1257 | 0.0037 | 0.0023 | 0.0029 | 0.0004 | 0.0 | 0.0 |
3.2179 | 4.7 | 550 | 3.1821 | 0.0074 | 0.0641 | 0.0337 | 0.0090 | 0.0011 | 0.2000 | 0.0030 | 0.2313 | nan | 0.0001 | 0.0 | 0.0 | 0.0016 | 0.7777 | 0.0 | 0.0 | 0.0 | 0.0000 | nan | 0.0 | 0.0054 | 0.0473 | 0.0018 | 0.0371 | 0.0 | nan | 0.0 | 0.0 | 0.0042 | 0.0317 | 0.0 | 0.5484 | 0.0049 | 0.0047 | 0.0782 | 0.0004 | 0.0 | nan | 0.0081 | 0.0011 | 0.0090 | 0.0028 | 0.0523 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0010 | 0.0042 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0053 | 0.0088 | 0.0018 | 0.0229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0016 | 0.0 | 0.1282 | 0.0039 | 0.0022 | 0.0034 | 0.0003 | 0.0 | 0.0 |
3.1906 | 5.13 | 600 | 3.1424 | 0.0074 | 0.0651 | 0.0338 | 0.0104 | 0.0015 | 0.2149 | 0.0034 | 0.2067 | nan | 0.0001 | 0.0 | 0.0 | 0.0011 | 0.8076 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0044 | 0.0642 | 0.0017 | 0.0322 | 0.0 | nan | 0.0 | 0.0 | 0.0024 | 0.0266 | 0.0 | 0.5584 | 0.0044 | 0.0047 | 0.0734 | 0.0002 | 0.0 | nan | 0.0093 | 0.0015 | 0.0094 | 0.0032 | 0.0515 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0008 | 0.0041 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0044 | 0.0099 | 0.0017 | 0.0211 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0016 | 0.0016 | 0.0 | 0.1304 | 0.0035 | 0.0021 | 0.0034 | 0.0002 | 0.0 | 0.0 |
3.2075 | 5.56 | 650 | 3.1091 | 0.0075 | 0.0678 | 0.0367 | 0.0088 | 0.0019 | 0.2249 | 0.0032 | 0.2201 | nan | 0.0000 | 0.0 | 0.0 | 0.0009 | 0.8058 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0035 | 0.0846 | 0.0014 | 0.0332 | 0.0 | nan | 0.0 | 0.0 | 0.0009 | 0.0145 | 0.0 | 0.6252 | 0.0050 | 0.0049 | 0.0639 | 0.0002 | 0.0 | nan | 0.0080 | 0.0018 | 0.0096 | 0.0030 | 0.0525 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0006 | 0.0042 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0034 | 0.0114 | 0.0014 | 0.0220 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0013 | 0.0 | 0.1327 | 0.0041 | 0.0022 | 0.0035 | 0.0002 | 0.0 | 0.0 |
3.0888 | 5.98 | 700 | 3.0596 | 0.0075 | 0.0690 | 0.0364 | 0.0080 | 0.0025 | 0.2672 | 0.0028 | 0.1936 | nan | 0.0001 | 0.0 | 0.0 | 0.0008 | 0.8043 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0033 | 0.1121 | 0.0018 | 0.0380 | 0.0 | nan | 0.0 | 0.0000 | 0.0007 | 0.0109 | 0.0 | 0.6151 | 0.0053 | 0.0040 | 0.0672 | 0.0001 | 0.0 | nan | 0.0073 | 0.0024 | 0.0108 | 0.0027 | 0.0502 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0006 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0033 | 0.0125 | 0.0018 | 0.0244 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0005 | 0.0012 | 0.0 | 0.1313 | 0.0043 | 0.0017 | 0.0041 | 0.0001 | 0.0 | 0.0 |
3.1177 | 6.41 | 750 | 3.0297 | 0.0075 | 0.0700 | 0.0387 | 0.0082 | 0.0029 | 0.2403 | 0.0022 | 0.2030 | nan | 0.0000 | 0.0 | 0.0 | 0.0004 | 0.8050 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0028 | 0.1223 | 0.0012 | 0.0318 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0030 | 0.0 | 0.6823 | 0.0056 | 0.0042 | 0.0556 | 0.0001 | 0.0 | nan | 0.0077 | 0.0028 | 0.0099 | 0.0022 | 0.0513 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0003 | 0.0042 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0028 | 0.0131 | 0.0012 | 0.0210 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0005 | 0.0 | 0.1343 | 0.0045 | 0.0018 | 0.0039 | 0.0001 | 0.0 | 0.0 |
3.0981 | 6.84 | 800 | 2.9921 | 0.0075 | 0.0716 | 0.0382 | 0.0071 | 0.0029 | 0.3004 | 0.0017 | 0.1831 | nan | 0.0000 | 0.0 | 0.0 | 0.0004 | 0.8008 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0026 | 0.1617 | 0.0013 | 0.0377 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0003 | 0.0 | 0.6584 | 0.0052 | 0.0035 | 0.0532 | 0.0001 | 0.0 | nan | 0.0066 | 0.0028 | 0.0117 | 0.0016 | 0.0489 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0003 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0139 | 0.0013 | 0.0245 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0001 | 0.0 | 0.1324 | 0.0042 | 0.0013 | 0.0044 | 0.0001 | 0.0 | 0.0 |
2.9986 | 7.26 | 850 | 2.9500 | 0.0073 | 0.0718 | 0.0379 | 0.0051 | 0.0029 | 0.3269 | 0.0015 | 0.1622 | nan | 0.0000 | 0.0 | 0.0 | 0.0002 | 0.7995 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0019 | 0.1661 | 0.0011 | 0.0342 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.6631 | 0.0057 | 0.0034 | 0.0505 | 0.0000 | 0.0 | nan | 0.0049 | 0.0028 | 0.0124 | 0.0015 | 0.0477 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0002 | 0.0043 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0139 | 0.0011 | 0.0226 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.1328 | 0.0044 | 0.0012 | 0.0047 | 0.0000 | 0.0 | 0.0 |
3.01 | 7.69 | 900 | 2.9155 | 0.0075 | 0.0726 | 0.0397 | 0.0057 | 0.0048 | 0.2827 | 0.0016 | 0.1780 | nan | 0.0 | 0.0 | 0.0 | 0.0001 | 0.7988 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0018 | 0.1896 | 0.0014 | 0.0313 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7004 | 0.0053 | 0.0027 | 0.0462 | 0.0 | 0.0 | nan | 0.0054 | 0.0044 | 0.0112 | 0.0016 | 0.0495 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0043 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0018 | 0.0146 | 0.0014 | 0.0215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1358 | 0.0041 | 0.0010 | 0.0043 | 0.0 | 0.0 | 0.0 |
2.7829 | 8.12 | 950 | 2.9108 | 0.0075 | 0.0737 | 0.0396 | 0.0046 | 0.0056 | 0.3126 | 0.0016 | 0.1523 | nan | 0.0 | 0.0 | 0.0 | 0.0001 | 0.7949 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0012 | 0.2263 | 0.0013 | 0.0359 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.6970 | 0.0047 | 0.0030 | 0.0449 | 0.0 | 0.0 | nan | 0.0045 | 0.0051 | 0.0120 | 0.0016 | 0.0474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0158 | 0.0013 | 0.0238 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.1359 | 0.0036 | 0.0010 | 0.0057 | 0.0 | 0.0 | 0.0 |
2.8855 | 8.55 | 1000 | 2.8632 | 0.0075 | 0.0762 | 0.0407 | 0.0035 | 0.0060 | 0.3065 | 0.0012 | 0.1668 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.7886 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0011 | 0.2899 | 0.0015 | 0.0307 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.7177 | 0.0046 | 0.0028 | 0.0425 | 0.0 | 0.0 | nan | 0.0034 | 0.0053 | 0.0118 | 0.0012 | 0.0482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0177 | 0.0015 | 0.0216 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.1363 | 0.0035 | 0.0008 | 0.0067 | 0.0 | 0.0 | 0.0 |
2.9367 | 8.97 | 1050 | 2.8275 | 0.0073 | 0.0747 | 0.0400 | 0.0028 | 0.0064 | 0.3273 | 0.0011 | 0.1432 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.7941 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0007 | 0.2668 | 0.0013 | 0.0213 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7122 | 0.0036 | 0.0029 | 0.0306 | 0.0 | 0.0 | nan | 0.0027 | 0.0057 | 0.0123 | 0.0011 | 0.0455 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0044 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0169 | 0.0013 | 0.0157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1387 | 0.0028 | 0.0007 | 0.0061 | 0.0 | 0.0 | 0.0 |
2.7874 | 9.4 | 1100 | 2.7847 | 0.0072 | 0.0772 | 0.0396 | 0.0020 | 0.0044 | 0.3967 | 0.0012 | 0.1218 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.7892 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0007 | 0.3182 | 0.0009 | 0.0262 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7052 | 0.0033 | 0.0022 | 0.0224 | 0.0 | 0.0 | nan | 0.0020 | 0.0040 | 0.0142 | 0.0012 | 0.0427 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0045 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0183 | 0.0009 | 0.0183 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1382 | 0.0025 | 0.0005 | 0.0057 | 0.0 | 0.0 | 0.0 |
2.7519 | 9.83 | 1150 | 2.7757 | 0.0074 | 0.0773 | 0.0408 | 0.0016 | 0.0078 | 0.3511 | 0.0007 | 0.1389 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.7855 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0005 | 0.3444 | 0.0012 | 0.0257 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7131 | 0.0030 | 0.0018 | 0.0220 | 0.0 | 0.0 | nan | 0.0016 | 0.0068 | 0.0130 | 0.0007 | 0.0451 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0190 | 0.0012 | 0.0186 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1375 | 0.0023 | 0.0004 | 0.0067 | 0.0 | 0.0 | 0.0 |
2.8513 | 10.26 | 1200 | 2.7939 | 0.0076 | 0.0773 | 0.0420 | 0.0021 | 0.0113 | 0.3051 | 0.0007 | 0.1357 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7816 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.3811 | 0.0013 | 0.0213 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7334 | 0.0018 | 0.0024 | 0.0175 | 0.0 | 0.0 | nan | 0.0021 | 0.0096 | 0.0117 | 0.0007 | 0.0452 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0047 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0194 | 0.0013 | 0.0157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1406 | 0.0014 | 0.0005 | 0.0058 | 0.0 | 0.0 | 0.0 |
2.9147 | 10.68 | 1250 | 2.7415 | 0.0073 | 0.0800 | 0.0437 | 0.0016 | 0.0124 | 0.3254 | 0.0004 | 0.1348 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.7681 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.4424 | 0.0013 | 0.0158 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7583 | 0.0027 | 0.0016 | 0.0161 | 0.0 | 0.0 | nan | 0.0016 | 0.0105 | 0.0123 | 0.0004 | 0.0444 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0210 | 0.0013 | 0.0118 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1361 | 0.0020 | 0.0004 | 0.0062 | 0.0 | 0.0 | 0.0 |
2.9311 | 11.11 | 1300 | 2.7368 | 0.0071 | 0.0793 | 0.0437 | 0.0013 | 0.0122 | 0.3176 | 0.0005 | 0.1358 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7735 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.4230 | 0.0011 | 0.0100 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7709 | 0.0014 | 0.0014 | 0.0102 | 0.0 | 0.0 | nan | 0.0012 | 0.0103 | 0.0121 | 0.0005 | 0.0446 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0205 | 0.0011 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1390 | 0.0011 | 0.0003 | 0.0044 | 0.0 | 0.0 | 0.0 |
2.7803 | 11.54 | 1350 | 2.6650 | 0.0074 | 0.0813 | 0.0444 | 0.0014 | 0.0140 | 0.3329 | 0.0005 | 0.1260 | nan | 0.0 | 0.0 | 0.0 | 0.0000 | 0.7640 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.4862 | 0.0011 | 0.0122 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7668 | 0.0018 | 0.0015 | 0.0107 | 0.0 | 0.0 | nan | 0.0014 | 0.0116 | 0.0125 | 0.0005 | 0.0432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0057 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0218 | 0.0011 | 0.0093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1369 | 0.0014 | 0.0003 | 0.0050 | 0.0 | 0.0 | 0.0 |
2.8496 | 11.97 | 1400 | 2.6764 | 0.0073 | 0.0794 | 0.0434 | 0.0009 | 0.0170 | 0.3417 | 0.0005 | 0.0959 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7733 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.4785 | 0.0010 | 0.0090 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7354 | 0.0010 | 0.0012 | 0.0066 | 0.0 | 0.0 | nan | 0.0009 | 0.0139 | 0.0128 | 0.0005 | 0.0392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0210 | 0.0010 | 0.0073 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1408 | 0.0007 | 0.0002 | 0.0035 | 0.0 | 0.0 | 0.0 |
2.9356 | 12.39 | 1450 | 2.6741 | 0.0075 | 0.0819 | 0.0451 | 0.0009 | 0.0190 | 0.3118 | 0.0005 | 0.1236 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7635 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.5493 | 0.0008 | 0.0110 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7487 | 0.0006 | 0.0008 | 0.0074 | 0.0 | 0.0 | nan | 0.0009 | 0.0154 | 0.0120 | 0.0005 | 0.0447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0055 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0220 | 0.0008 | 0.0086 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1411 | 0.0004 | 0.0002 | 0.0040 | 0.0 | 0.0 | 0.0 |
2.7973 | 12.82 | 1500 | 2.6146 | 0.0073 | 0.0828 | 0.0454 | 0.0007 | 0.0191 | 0.3251 | 0.0005 | 0.1108 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7611 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.5792 | 0.0008 | 0.0056 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7606 | 0.0005 | 0.0009 | 0.0028 | 0.0 | 0.0 | nan | 0.0007 | 0.0155 | 0.0123 | 0.0004 | 0.0422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0056 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0227 | 0.0008 | 0.0046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1418 | 0.0003 | 0.0002 | 0.0018 | 0.0 | 0.0 | 0.0 |
2.5603 | 13.25 | 1550 | 2.6177 | 0.0074 | 0.0830 | 0.0463 | 0.0007 | 0.0228 | 0.3112 | 0.0006 | 0.1018 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7591 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.6096 | 0.0007 | 0.0062 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7584 | 0.0002 | 0.0007 | 0.0022 | 0.0 | 0.0 | nan | 0.0007 | 0.0181 | 0.0120 | 0.0006 | 0.0412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0056 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0228 | 0.0007 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1425 | 0.0001 | 0.0001 | 0.0015 | 0.0 | 0.0 | 0.0 |
2.7181 | 13.68 | 1600 | 2.5973 | 0.0074 | 0.0822 | 0.0472 | 0.0005 | 0.0246 | 0.2926 | 0.0005 | 0.1116 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7616 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.5796 | 0.0007 | 0.0033 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7706 | 0.0002 | 0.0003 | 0.0013 | 0.0 | 0.0 | nan | 0.0005 | 0.0195 | 0.0114 | 0.0005 | 0.0438 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0056 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0230 | 0.0007 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1411 | 0.0002 | 0.0001 | 0.0009 | 0.0 | 0.0 | 0.0 |
2.6034 | 14.1 | 1650 | 2.5914 | 0.0073 | 0.0843 | 0.0469 | 0.0005 | 0.0228 | 0.3196 | 0.0004 | 0.1056 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7544 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.6371 | 0.0006 | 0.0031 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7686 | 0.0002 | 0.0004 | 0.0013 | 0.0 | 0.0 | nan | 0.0005 | 0.0181 | 0.0122 | 0.0004 | 0.0417 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0238 | 0.0006 | 0.0027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1402 | 0.0001 | 0.0001 | 0.0009 | 0.0 | 0.0 | 0.0 |
2.6792 | 14.53 | 1700 | 2.5773 | 0.0073 | 0.0857 | 0.0463 | 0.0003 | 0.0232 | 0.3367 | 0.0005 | 0.0953 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7459 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7004 | 0.0004 | 0.0066 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7443 | 0.0000 | 0.0002 | 0.0015 | 0.0 | 0.0 | nan | 0.0003 | 0.0184 | 0.0127 | 0.0005 | 0.0395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0237 | 0.0004 | 0.0055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1410 | 0.0000 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 |
2.5936 | 14.96 | 1750 | 2.5147 | 0.0072 | 0.0859 | 0.0459 | 0.0003 | 0.0228 | 0.3530 | 0.0005 | 0.0813 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7462 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7110 | 0.0004 | 0.0043 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7411 | 0.0000 | 0.0002 | 0.0006 | 0.0 | 0.0 | nan | 0.0003 | 0.0181 | 0.0131 | 0.0005 | 0.0362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0236 | 0.0004 | 0.0037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1414 | 0.0000 | 0.0000 | 0.0005 | 0.0 | 0.0 | 0.0 |
2.7846 | 15.38 | 1800 | 2.5288 | 0.0074 | 0.0855 | 0.0491 | 0.0003 | 0.0307 | 0.3131 | 0.0004 | 0.0913 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7464 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.6968 | 0.0005 | 0.0032 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7653 | 0.0000 | 0.0001 | 0.0008 | 0.0 | 0.0 | nan | 0.0003 | 0.0237 | 0.0121 | 0.0004 | 0.0395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0063 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0242 | 0.0005 | 0.0028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1411 | 0.0000 | 0.0000 | 0.0006 | 0.0 | 0.0 | 0.0 |
2.7533 | 15.81 | 1850 | 2.5347 | 0.0074 | 0.0849 | 0.0480 | 0.0002 | 0.0296 | 0.3023 | 0.0005 | 0.0928 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7478 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7060 | 0.0004 | 0.0031 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7481 | 0.0000 | 0.0001 | 0.0002 | 0.0 | 0.0 | nan | 0.0002 | 0.0229 | 0.0117 | 0.0005 | 0.0408 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0239 | 0.0004 | 0.0027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1413 | 0.0000 | 0.0000 | 0.0001 | 0.0 | 0.0 | 0.0 |
2.6202 | 16.24 | 1900 | 2.5233 | 0.0074 | 0.0854 | 0.0484 | 0.0002 | 0.0319 | 0.3158 | 0.0005 | 0.0869 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7452 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7275 | 0.0004 | 0.0038 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7336 | 0.0 | 0.0000 | 0.0003 | 0.0 | 0.0 | nan | 0.0002 | 0.0246 | 0.0121 | 0.0005 | 0.0393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0235 | 0.0004 | 0.0034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1412 | 0.0 | 0.0000 | 0.0002 | 0.0 | 0.0 | 0.0 |
2.7831 | 16.67 | 1950 | 2.4872 | 0.0072 | 0.0865 | 0.0486 | 0.0001 | 0.0311 | 0.3382 | 0.0005 | 0.0763 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7401 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7483 | 0.0002 | 0.0027 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7429 | 0.0000 | 0.0000 | 0.0006 | 0.0 | 0.0 | nan | 0.0001 | 0.0240 | 0.0128 | 0.0005 | 0.0355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0067 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0240 | 0.0002 | 0.0024 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1395 | 0.0000 | 0.0000 | 0.0005 | 0.0 | 0.0 | 0.0 |
2.6771 | 17.09 | 2000 | 2.4556 | 0.0073 | 0.0866 | 0.0501 | 0.0002 | 0.0324 | 0.3120 | 0.0006 | 0.0705 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7385 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7390 | 0.0002 | 0.0023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7900 | 0.0 | 0.0000 | 0.0001 | 0.0 | 0.0 | nan | 0.0002 | 0.0248 | 0.0120 | 0.0005 | 0.0346 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0067 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0243 | 0.0002 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1415 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 |
2.4096 | 17.52 | 2050 | 2.4846 | 0.0075 | 0.0859 | 0.0507 | 0.0001 | 0.0400 | 0.2959 | 0.0005 | 0.0812 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7376 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7732 | 0.0002 | 0.0027 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7321 | 0.0 | 0.0000 | 0.0005 | 0.0 | 0.0 | nan | 0.0001 | 0.0301 | 0.0116 | 0.0005 | 0.0383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0069 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0234 | 0.0002 | 0.0024 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1399 | 0.0 | 0.0000 | 0.0004 | 0.0 | 0.0 | 0.0 |
2.4462 | 17.95 | 2100 | 2.4614 | 0.0075 | 0.0857 | 0.0510 | 0.0001 | 0.0405 | 0.2981 | 0.0004 | 0.0742 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7409 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7569 | 0.0002 | 0.0023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7419 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0001 | 0.0303 | 0.0116 | 0.0004 | 0.0373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0066 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0237 | 0.0002 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1409 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 |
2.4129 | 18.38 | 2150 | 2.4534 | 0.0075 | 0.0858 | 0.0504 | 0.0001 | 0.0399 | 0.3024 | 0.0004 | 0.0796 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7393 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7732 | 0.0001 | 0.0027 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7230 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0001 | 0.0300 | 0.0118 | 0.0004 | 0.0388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0235 | 0.0001 | 0.0025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1393 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 |
2.4048 | 18.8 | 2200 | 2.4267 | 0.0073 | 0.0858 | 0.0474 | 0.0001 | 0.0349 | 0.3520 | 0.0004 | 0.0593 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7348 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.7945 | 0.0001 | 0.0046 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.0000 | 0.0004 | 0.0 | 0.0 | nan | 0.0001 | 0.0265 | 0.0132 | 0.0004 | 0.0314 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0071 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0226 | 0.0001 | 0.0043 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.1353 | 0.0 | 0.0000 | 0.0003 | 0.0 | 0.0 | nan |
2.4369 | 19.23 | 2250 | 2.4101 | 0.0075 | 0.0866 | 0.0501 | 0.0000 | 0.0377 | 0.3220 | 0.0004 | 0.0694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7360 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7833 | 0.0001 | 0.0025 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7331 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0000 | 0.0284 | 0.0123 | 0.0004 | 0.0352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0233 | 0.0001 | 0.0023 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1399 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | nan |
2.4132 | 19.66 | 2300 | 2.4152 | 0.0078 | 0.0863 | 0.0530 | 0.0001 | 0.0452 | 0.2873 | 0.0003 | 0.0791 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7368 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7715 | 0.0001 | 0.0022 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7518 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0001 | 0.0334 | 0.0113 | 0.0003 | 0.0395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0238 | 0.0001 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1405 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | nan |
2.3273 | 20.09 | 2350 | 2.3988 | 0.0075 | 0.0866 | 0.0500 | 0.0000 | 0.0381 | 0.3221 | 0.0004 | 0.0691 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7351 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7904 | 0.0001 | 0.0023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7258 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0287 | 0.0124 | 0.0004 | 0.0353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0071 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0231 | 0.0001 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1392 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.7112 | 20.51 | 2400 | 2.3673 | 0.0074 | 0.0866 | 0.0520 | 0.0000 | 0.0426 | 0.3041 | 0.0004 | 0.0661 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7337 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7843 | 0.0001 | 0.0018 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7502 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0317 | 0.0118 | 0.0004 | 0.0347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0073 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0236 | 0.0001 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1397 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 |
2.4112 | 20.94 | 2450 | 2.3806 | 0.0078 | 0.0864 | 0.0528 | 0.0000 | 0.0441 | 0.2836 | 0.0004 | 0.0771 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7364 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7745 | 0.0001 | 0.0018 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7590 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0327 | 0.0112 | 0.0004 | 0.0391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0069 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0235 | 0.0001 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1416 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4846 | 21.37 | 2500 | 2.3986 | 0.0075 | 0.0856 | 0.0530 | 0.0000 | 0.0499 | 0.2838 | 0.0004 | 0.0694 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7335 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.7987 | 0.0001 | 0.0024 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7143 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0000 | 0.0364 | 0.0113 | 0.0004 | 0.0369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0072 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0001 | 0.0022 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1385 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 |
2.5263 | 21.79 | 2550 | 2.3352 | 0.0074 | 0.0864 | 0.0496 | 0.0000 | 0.0387 | 0.3347 | 0.0004 | 0.0515 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7344 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.7991 | 0.0001 | 0.0022 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7161 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0290 | 0.0127 | 0.0004 | 0.0297 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0071 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0001 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1389 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.453 | 22.22 | 2600 | 2.3465 | 0.0076 | 0.0859 | 0.0539 | 0.0000 | 0.0505 | 0.2887 | 0.0003 | 0.0537 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7331 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7891 | 0.0001 | 0.0023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7443 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0368 | 0.0114 | 0.0003 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0235 | 0.0001 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1386 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.7019 | 22.65 | 2650 | 2.3168 | 0.0075 | 0.0868 | 0.0511 | 0.0000 | 0.0408 | 0.3173 | 0.0004 | 0.0563 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7320 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7998 | 0.0001 | 0.0023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7425 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0303 | 0.0122 | 0.0004 | 0.0317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0232 | 0.0001 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1395 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.7737 | 23.08 | 2700 | 2.3540 | 0.0074 | 0.0859 | 0.0512 | 0.0000 | 0.0454 | 0.2955 | 0.0004 | 0.0657 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7311 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8175 | 0.0001 | 0.0020 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7042 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0334 | 0.0116 | 0.0004 | 0.0359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0073 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0222 | 0.0001 | 0.0019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1383 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 |
2.369 | 23.5 | 2750 | 2.3262 | 0.0076 | 0.0873 | 0.0528 | 0.0000 | 0.0433 | 0.3015 | 0.0004 | 0.0616 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7300 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.7972 | 0.0001 | 0.0020 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7695 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0320 | 0.0118 | 0.0004 | 0.0341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0234 | 0.0001 | 0.0019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1410 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4282 | 23.93 | 2800 | 2.3334 | 0.0077 | 0.0866 | 0.0519 | 0.0000 | 0.0442 | 0.2954 | 0.0004 | 0.0671 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7318 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8095 | 0.0001 | 0.0018 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7334 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0325 | 0.0116 | 0.0004 | 0.0366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0073 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0226 | 0.0001 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1401 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2932 | 24.36 | 2850 | 2.2981 | 0.0076 | 0.0864 | 0.0520 | 0.0000 | 0.0451 | 0.3003 | 0.0003 | 0.0589 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7315 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8105 | 0.0001 | 0.0018 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7309 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0332 | 0.0117 | 0.0003 | 0.0335 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0001 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1399 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.334 | 24.79 | 2900 | 2.3066 | 0.0071 | 0.0863 | 0.0526 | 0.0000 | 0.0481 | 0.3031 | 0.0003 | 0.0563 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7274 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8170 | 0.0000 | 0.0023 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7204 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0351 | 0.0118 | 0.0003 | 0.0327 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0230 | 0.0000 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1365 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 |
2.547 | 25.21 | 2950 | 2.3064 | 0.0077 | 0.0861 | 0.0537 | 0.0000 | 0.0512 | 0.2805 | 0.0003 | 0.0633 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7264 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8193 | 0.0000 | 0.0019 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7269 | 0.0 | 0.0001 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0370 | 0.0111 | 0.0003 | 0.0358 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0228 | 0.0000 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1373 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.3814 | 25.64 | 3000 | 2.3104 | 0.0076 | 0.0862 | 0.0519 | 0.0000 | 0.0472 | 0.2887 | 0.0003 | 0.0643 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7270 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8368 | 0.0001 | 0.0017 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7072 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0345 | 0.0114 | 0.0003 | 0.0362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0221 | 0.0001 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1380 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3606 | 26.07 | 3050 | 2.2659 | 0.0073 | 0.0853 | 0.0503 | 0.0000 | 0.0451 | 0.3161 | 0.0003 | 0.0466 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7313 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8180 | 0.0000 | 0.0018 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0000 | 0.0330 | 0.0122 | 0.0003 | 0.0287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0000 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1333 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.5409 | 26.5 | 3100 | 2.2998 | 0.0074 | 0.0865 | 0.0538 | 0.0000 | 0.0502 | 0.2868 | 0.0002 | 0.0582 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7246 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8215 | 0.0000 | 0.0015 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7395 | 0.0 | 0.0002 | 0.0000 | 0.0 | 0.0 | nan | 0.0000 | 0.0364 | 0.0113 | 0.0002 | 0.0340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0081 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0230 | 0.0000 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1379 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.3258 | 26.92 | 3150 | 2.2954 | 0.0077 | 0.0860 | 0.0531 | 0.0 | 0.0498 | 0.2769 | 0.0003 | 0.0603 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7307 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8194 | 0.0001 | 0.0017 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7267 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0361 | 0.0110 | 0.0003 | 0.0353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0225 | 0.0001 | 0.0017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1391 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3487 | 27.35 | 3200 | 2.2857 | 0.0076 | 0.0860 | 0.0532 | 0.0 | 0.0509 | 0.2855 | 0.0003 | 0.0558 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7280 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8264 | 0.0000 | 0.0016 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7172 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0368 | 0.0113 | 0.0003 | 0.0333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0077 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0226 | 0.0000 | 0.0016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1372 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2953 | 27.78 | 3250 | 2.2727 | 0.0075 | 0.0861 | 0.0521 | 0.0 | 0.0496 | 0.2988 | 0.0002 | 0.0515 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7236 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8456 | 0.0000 | 0.0013 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6973 | 0.0 | 0.0001 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0359 | 0.0117 | 0.0002 | 0.0316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0223 | 0.0000 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1353 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.3487 | 28.21 | 3300 | 2.3029 | 0.0075 | 0.0855 | 0.0522 | 0.0 | 0.0500 | 0.2892 | 0.0002 | 0.0581 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7283 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8276 | 0.0000 | 0.0019 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6952 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0362 | 0.0114 | 0.0002 | 0.0344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0228 | 0.0000 | 0.0018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1340 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3138 | 28.63 | 3350 | 2.2554 | 0.0074 | 0.0860 | 0.0504 | 0.0 | 0.0444 | 0.3070 | 0.0003 | 0.0495 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7290 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8402 | 0.0000 | 0.0012 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6956 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0325 | 0.0119 | 0.0003 | 0.0306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0075 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0222 | 0.0000 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1364 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3157 | 29.06 | 3400 | 2.2679 | 0.0074 | 0.0860 | 0.0539 | 0.0 | 0.0529 | 0.2817 | 0.0001 | 0.0563 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7253 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8286 | 0.0000 | 0.0012 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7203 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0380 | 0.0112 | 0.0001 | 0.0340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0081 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0230 | 0.0000 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1355 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | nan |
2.2678 | 29.49 | 3450 | 2.2538 | 0.0073 | 0.0867 | 0.0497 | 0.0 | 0.0414 | 0.3204 | 0.0003 | 0.0485 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7255 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8487 | 0.0001 | 0.0009 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7005 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0305 | 0.0123 | 0.0003 | 0.0296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0221 | 0.0001 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1367 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3993 | 29.91 | 3500 | 2.2745 | 0.0075 | 0.0865 | 0.0557 | 0.0 | 0.0555 | 0.2680 | 0.0002 | 0.0589 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7239 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8238 | 0.0000 | 0.0014 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7502 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0397 | 0.0108 | 0.0002 | 0.0352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0082 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0231 | 0.0000 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1381 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2576 | 30.34 | 3550 | 2.2471 | 0.0074 | 0.0851 | 0.0524 | 0.0 | 0.0520 | 0.2844 | 0.0002 | 0.0489 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7285 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8330 | 0.0000 | 0.0014 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0375 | 0.0113 | 0.0002 | 0.0311 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0077 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0224 | 0.0000 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1337 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2889 | 30.77 | 3600 | 2.2595 | 0.0075 | 0.0860 | 0.0525 | 0.0 | 0.0496 | 0.2902 | 0.0002 | 0.0503 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7281 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8338 | 0.0000 | 0.0011 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7116 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0359 | 0.0114 | 0.0002 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0077 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0225 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1366 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2409 | 31.2 | 3650 | 2.2224 | 0.0072 | 0.0860 | 0.0505 | 0.0 | 0.0449 | 0.3076 | 0.0002 | 0.0437 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7269 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8424 | 0.0000 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6995 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0328 | 0.0119 | 0.0002 | 0.0281 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0224 | 0.0000 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1350 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4857 | 31.62 | 3700 | 2.2306 | 0.0075 | 0.0863 | 0.0525 | 0.0 | 0.0488 | 0.2940 | 0.0002 | 0.0471 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7261 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8368 | 0.0000 | 0.0012 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7218 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0354 | 0.0115 | 0.0002 | 0.0300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1371 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.5056 | 32.05 | 3750 | 2.2192 | 0.0075 | 0.0852 | 0.0540 | 0.0 | 0.0560 | 0.2740 | 0.0002 | 0.0424 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7282 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8345 | 0.0000 | 0.0012 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7061 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0400 | 0.0109 | 0.0002 | 0.0281 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0225 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1356 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4911 | 32.48 | 3800 | 2.2501 | 0.0074 | 0.0850 | 0.0518 | 0.0 | 0.0529 | 0.2857 | 0.0002 | 0.0483 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7249 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8575 | 0.0000 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6644 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0380 | 0.0113 | 0.0002 | 0.0311 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0220 | 0.0000 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1316 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2452 | 32.91 | 3850 | 2.2030 | 0.0071 | 0.0870 | 0.0509 | 0.0 | 0.0424 | 0.3135 | 0.0002 | 0.0466 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7250 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8420 | 0.0000 | 0.0009 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7275 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0311 | 0.0121 | 0.0002 | 0.0294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0226 | 0.0000 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1377 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 |
2.3314 | 33.33 | 3900 | 2.2650 | 0.0075 | 0.0851 | 0.0527 | 0.0 | 0.0539 | 0.2782 | 0.0001 | 0.0562 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7247 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8481 | 0.0000 | 0.0008 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6774 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0386 | 0.0111 | 0.0001 | 0.0345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0224 | 0.0000 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1317 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.456 | 33.76 | 3950 | 2.2260 | 0.0075 | 0.0859 | 0.0526 | 0.0 | 0.0501 | 0.2881 | 0.0002 | 0.0473 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7281 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8343 | 0.0000 | 0.0013 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7135 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0362 | 0.0114 | 0.0002 | 0.0305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0226 | 0.0000 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1364 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.1795 | 34.19 | 4000 | 2.2383 | 0.0073 | 0.0854 | 0.0515 | 0.0 | 0.0501 | 0.2940 | 0.0002 | 0.0445 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7254 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8502 | 0.0000 | 0.0008 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6823 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0362 | 0.0115 | 0.0002 | 0.0293 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0222 | 0.0000 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1333 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2701 | 34.62 | 4050 | 2.1953 | 0.0073 | 0.0858 | 0.0516 | 0.0 | 0.0493 | 0.3067 | 0.0001 | 0.0430 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7213 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8499 | 0.0 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6893 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0355 | 0.0119 | 0.0001 | 0.0282 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0085 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0229 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1312 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | nan |
2.5063 | 35.04 | 4100 | 2.2152 | 0.0074 | 0.0856 | 0.0531 | 0.0 | 0.0525 | 0.2859 | 0.0002 | 0.0434 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7272 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8357 | 0.0000 | 0.0011 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7079 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0376 | 0.0113 | 0.0002 | 0.0286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1349 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3872 | 35.47 | 4150 | 2.2011 | 0.0072 | 0.0846 | 0.0519 | 0.0 | 0.0524 | 0.2894 | 0.0001 | 0.0414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7295 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8320 | 0.0 | 0.0011 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0375 | 0.0114 | 0.0001 | 0.0278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0228 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1304 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4513 | 35.9 | 4200 | 2.2279 | 0.0074 | 0.0851 | 0.0519 | 0.0 | 0.0516 | 0.2789 | 0.0002 | 0.0485 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7288 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8479 | 0.0000 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6822 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0371 | 0.0111 | 0.0002 | 0.0315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0219 | 0.0000 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1344 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.2309 | 36.32 | 4250 | 2.2145 | 0.0073 | 0.0852 | 0.0519 | 0.0 | 0.0514 | 0.2921 | 0.0002 | 0.0441 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7270 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8437 | 0.0000 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6814 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0369 | 0.0115 | 0.0002 | 0.0292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0224 | 0.0000 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1322 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.225 | 36.75 | 4300 | 2.2065 | 0.0073 | 0.0853 | 0.0533 | 0.0 | 0.0542 | 0.2830 | 0.0002 | 0.0383 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7264 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8384 | 0.0000 | 0.0012 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7026 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0387 | 0.0112 | 0.0002 | 0.0262 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0227 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1337 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.1982 | 37.18 | 4350 | 2.2199 | 0.0074 | 0.0854 | 0.0531 | 0.0 | 0.0537 | 0.2812 | 0.0002 | 0.0431 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7279 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8403 | 0.0000 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6995 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0384 | 0.0112 | 0.0002 | 0.0288 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0078 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0224 | 0.0000 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1351 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.1423 | 37.61 | 4400 | 2.2118 | 0.0073 | 0.0850 | 0.0520 | 0.0 | 0.0521 | 0.2897 | 0.0002 | 0.0408 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7267 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8429 | 0.0000 | 0.0010 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6826 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0374 | 0.0114 | 0.0002 | 0.0276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0226 | 0.0000 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1315 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3004 | 38.03 | 4450 | 2.2279 | 0.0075 | 0.0866 | 0.0528 | 0.0 | 0.0497 | 0.2876 | 0.0002 | 0.0478 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7201 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8572 | 0.0 | 0.0008 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7209 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0359 | 0.0114 | 0.0002 | 0.0307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0083 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0223 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1366 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.3405 | 38.46 | 4500 | 2.2198 | 0.0074 | 0.0850 | 0.0519 | 0.0 | 0.0535 | 0.2824 | 0.0002 | 0.0513 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7249 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8620 | 0.0000 | 0.0011 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6592 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0383 | 0.0112 | 0.0002 | 0.0327 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0080 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0219 | 0.0000 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1312 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4924 | 38.89 | 4550 | 2.2621 | 0.0076 | 0.0866 | 0.0536 | 0.0 | 0.0498 | 0.2829 | 0.0002 | 0.0517 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7265 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8296 | 0.0 | 0.0011 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7427 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0359 | 0.0112 | 0.0002 | 0.0325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0230 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1380 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.1744 | 39.32 | 4600 | 2.1896 | 0.0072 | 0.0852 | 0.0514 | 0.0 | 0.0507 | 0.2949 | 0.0002 | 0.0365 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7249 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8512 | 0.0000 | 0.0009 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6806 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0364 | 0.0116 | 0.0002 | 0.0253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0081 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0224 | 0.0000 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1315 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
2.4663 | 39.74 | 4650 | 2.1850 | 0.0074 | 0.0858 | 0.0532 | 0.0 | 0.0521 | 0.2880 | 0.0002 | 0.0414 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7261 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.8347 | 0.0 | 0.0011 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7158 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0373 | 0.0114 | 0.0002 | 0.0279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0081 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0229 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1347 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | nan |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.0
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Model tree for diegola123/segformer-b0-finetuned-segments-sidewalk-2
Base model
nvidia/mit-b0