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segformer-b0-scene-parse-150_epoch_700_230609

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PyTorch
segformer
generated_from_trainer
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segformer-b0-scene-parse-150_epoch_700_230609

This model is a fine-tuned version of nvidia/mit-b0 on the scene_parse_150 dataset. It achieves the following results on the evaluation set:

  • Loss: 3.2664
  • Mean Iou: 0.0803
  • Mean Accuracy: 0.1857
  • Overall Accuracy: 0.4773
  • Per Category Iou: [0.38135235162810605, 0.3049243117307669, 0.924829451766912, 0.26519470185597666, 0.39995983873708274, 0.4687557439743856, 0.0, 0.2039855677103414, 0.30152527917170796, 0.001004533977683056, 0.006553591741795276, 0.2868683016133338, 0.21741156321231125, 0.0, 0.027095755875131532, 0.03984556894874893, 0.954066916316116, 0.020356442119032047, 0.0, 0.23048925714094026, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005366279795332584, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.02866207198337162, 0.0, 0.0, 0.07392870930382191, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
  • Per Category Accuracy: [0.7726736645638683, 0.6668978764272756, 0.9710981350715191, 0.8580677290836654, 0.45500553534714533, 0.5083788823869848, nan, 0.7506352702015924, 0.8831183920065063, 0.001004533977683056, 0.007586776209756673, 0.4324731479564847, 0.22371291212944525, nan, 0.029368901279939172, 0.044152705659514714, 0.9761633401901373, 0.07002249718785152, 0.0, 0.25451447409849426, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007753462830915499, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03047929269427641, nan, 0.0, 0.4154013015184382, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 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: 6e-05
  • 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: 700

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Per Category Iou Per Category Accuracy
3.5411 10.0 100 3.6529 0.0742 0.1515 0.4010 [0.29309931834980424, 0.16055518431896648, 0.5090888144918329, 0.2965334161097046, 0.3611002456464256, 0.40953520845800917, 0.0, 0.09173964678809754, 0.11911365343502629, 0.0, 0.0, 0.40459618353545385, 0.1059844409570406, 0.0, 0.0, 0.0, 0.9234964840858624, 0.0, 0.0, 0.036933787176367305, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.6293919030630802, 0.9230338277665137, 0.5500822318788098, 0.861722919642186, 0.4055564341820866, 0.5280689344736673, nan, 0.708283923428765, 0.23951434878587197, 0.0, 0.0, 0.8950872835161803, 0.10910064748543266, nan, 0.0, 0.0, 0.9248485016956691, 0.0, 0.0, 0.044413164669494194, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
2.5494 20.0 200 3.1411 0.0920 0.1662 0.4505 [0.362244674297501, 0.15342323551745018, 0.855605060653022, 0.2153885181557455, 0.2618758352569554, 0.427066603161241, nan, 0.08010074004822357, 0.43506325845597726, 0.0014389270491135667, 0.0, 0.5164062922320125, 0.1331328893330758, 0.0, 0.0, 0.0, 0.9321381975450207, 0.0, 0.0, 0.041857716005158335, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.5768415406151144, 0.8516700458862448, 0.9663188786287645, 0.8616289558746147, 0.30302071801360114, 0.4958652176708893, nan, 0.7112061663560901, 0.5873126524921576, 0.0014389270491135667, 0.0, 0.9887186917822397, 0.1369438169244658, nan, 0.0, 0.0, 0.9566029169214804, 0.0, 0.0, 0.04328338858740948, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
1.56 30.0 300 2.8515 0.0980 0.1765 0.4695 [0.3419767034628223, 0.20454871162830693, 0.900934291868304, 0.21162715009066413, 0.3907624858202778, 0.43512198821286185, nan, 0.12814327293704278, 0.29279673374161563, 0.022384817962153504, 0.0, 0.5220398735716022, 0.1396002471999526, 0.0, 0.0, 0.0, 0.9720447722946258, 0.07803790412486064, 0.0, 0.0647103343883308, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.6350058968979745, 0.7615515953473482, 0.9719204538596173, 0.8981526723295498, 0.4479413780378512, 0.5165391293164426, nan, 0.7243986108758258, 0.6998954339491111, 0.022384817962153504, 0.0, 0.9876722095724373, 0.14245543408304573, nan, 0.0, 0.0, 0.9841320583384296, 0.07874015748031496, 0.0, 0.06967569870168355, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
1.6674 40.0 400 2.7168 0.1093 0.1878 0.4952 [0.3224233888060824, 0.20915061424341044, 0.8783425647733698, 0.22344668827110595, 0.29428567017153795, 0.4457716672660378, 0.0, 0.1626409482696389, 0.2734992742791534, 0.6769700257697002, 0.0, 0.7086778078358995, 0.1819004869463682, 0.0, 0.0, 0.0, 0.9190142097494176, 0.0, 0.0, 0.05899963867237908, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.693034312230644, 0.7612314587557358, 0.9726296095117388, 0.8701138840862963, 0.3349324336197656, 0.5181081602469294, nan, 0.7156318820938505, 0.7334146624840246, 0.6775581679472212, 0.0, 0.9670300604889717, 0.18571903710838794, nan, 0.0, 0.0, 0.9576407034710254, 0.0, 0.0, 0.06350823254866371, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
1.316 50.0 500 2.6662 0.0999 0.1889 0.4960 [0.328267108906343, 0.18548795983900548, 0.8826176107930249, 0.26391309347935704, 0.31381258777803184, 0.4921503169196761, 0.0, 0.1575202937680346, 0.3470346298364984, 0.29518570209075756, 0.0, 0.41207317367874147, 0.24306599605506163, 0.0, 0.0, 0.0, 0.9445655629740655, 0.0, 0.0, 0.23167036376553143, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.6668932349169842, 0.7905506349375734, 0.9693365622548132, 0.8409663233857024, 0.3376737483965066, 0.561211497652884, nan, 0.7548492292054887, 0.7940629719995352, 0.29572665815980237, 0.0, 0.9804733319533568, 0.2507051500792619, nan, 0.0, 0.0, 0.9634967847148866, 0.0, 0.0, 0.29594577074805994, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
1.1433 60.0 600 2.6223 0.1081 0.1936 0.5104 [0.3231322802748759, 0.2055514116582819, 0.8964745325059348, 0.2626792180396846, 0.3021599730003375, 0.4680731565959837, nan, 0.19887115176849524, 0.2789266076978245, 0.3183378328879, 0.0, 0.6390427036624635, 0.3018780000989723, 0.0, 0.0, 0.0, 0.933999145101252, 0.0, 0.0, 0.2757422338896181, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.713340950925317, 0.6910681890940135, 0.9743459170740539, 0.8752255130421709, 0.31465373328413027, 0.5037618159603884, nan, 0.834152126037608, 0.8133495991634716, 0.31853229440990416, 0.0, 0.97678189470779, 0.31619663860464514, nan, 0.0, 0.0, 0.9718361409165879, 0.0, 0.0, 0.4085344396495842, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
1.0203 70.0 700 2.6162 0.0991 0.1877 0.5023 [0.3369045662360838, 0.27707539642403606, 0.9022842417736877, 0.272114323034101, 0.37930395525907956, 0.47585113862507, 0.0, 0.19874185855220614, 0.2502571827467117, 0.03683446207299032, 0.0, 0.48832927034053863, 0.2885391661467651, 0.0, 0.0, 0.0, 0.9291027532393665, 0.0, 0.0, 0.31737545873598394, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0014620358036323466, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7380417889829045, 0.6577473055170205, 0.9734142072545114, 0.8221547771179433, 0.39568067197357093, 0.5135618288212976, nan, 0.8135058444858546, 0.7913907284768212, 0.036841962370700185, 0.0, 0.969813013178776, 0.3016530532026556, nan, 0.0, 0.0, 0.9687042493652823, 0.0, 0.0, 0.4628933380252996, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0014752889107450208, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.7795 80.0 800 2.5860 0.1097 0.2017 0.5156 [0.3480296033904738, 0.22243834476269744, 0.9037074333987195, 0.3859603139813907, 0.43068671271840714, 0.4532669066291626, nan, 0.17993376890718696, 0.24856862846237168, 0.5730935505292116, 0.0, 0.5844738988865106, 0.22074482460407546, 0.0, 0.0, 0.0009305818585515575, 0.9321563111491719, 0.0, 0.0, 0.31666331134611514, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.011019452394435176, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7479471079481367, 0.6559331981645502, 0.9749155048584707, 0.8025257460723145, 0.4656369163723268, 0.4891003793968234, nan, 0.8514314755209216, 0.8398396653886372, 0.5740504438954198, 0.0, 0.9639941121000943, 0.22932819606843735, nan, 0.0, 0.0009307338101303027, 0.9733001612275533, 0.0, 0.0, 0.49524938417943065, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011802311285960166, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.603 90.0 900 2.6148 0.0977 0.1883 0.4980 [0.34786093815618896, 0.18707895256081405, 0.9067313237590199, 0.28688567195987213, 0.3677223182241127, 0.4584614864636496, nan, 0.20443772974640784, 0.334834654013825, 0.06651761517615176, 0.0, 0.4713292188651437, 0.2612856303323066, 0.0, 0.0, 0.025225547992052892, 0.95526240321193, 0.0, 0.0, 0.29180253279745205, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.010473182305913646, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.6999599525308898, 0.7082488528438801, 0.9726333816162713, 0.8297752386679697, 0.38889767515419893, 0.5233554112275738, nan, 0.813781128239878, 0.807598466364587, 0.06663861211413678, 0.0, 0.9414659950780837, 0.2707862693349344, nan, 0.0, 0.02529309950687437, 0.9876762847241526, 0.0, 0.0, 0.4276109866093753, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011359724612736662, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.6714 100.0 1000 2.6585 0.0987 0.1913 0.4950 [0.34532824176286697, 0.18941402497598464, 0.894095232787776, 0.3294554943510528, 0.3141150478684232, 0.4654260716621192, 0.0, 0.17673014974859905, 0.4013303172294932, 0.2529143164114961, 0.0, 0.3871721797047616, 0.26410230010501823, 0.0, 0.0, 0.03168093008235104, 0.9667201741508545, 0.0, 0.0023551577955723034, 0.28806572977758105, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0108642578125, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.011881485937734998, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.6631750662252872, 0.7890566641767154, 0.9683030056128915, 0.7378974667368263, 0.33728715272286364, 0.5309047649668832, nan, 0.7539810265966458, 0.8657488091088649, 0.25564032253685554, 0.0, 0.9733089537477863, 0.27699763726129645, nan, 0.0, 0.03203683746448516, 0.9793369285224514, 0.0, 0.00474293302978562, 0.3857166669753487, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011671174493893943, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.042841648590021694, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
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0.3991 120.0 1200 2.6413 0.0954 0.1896 0.4946 [0.367822132568921, 0.34812144738666295, 0.898623270361217, 0.31362959522410894, 0.34506696466365283, 0.4739910498008786, 0.0, 0.19540583526712382, 0.24145410376539997, 0.04977718782592206, 8.501088139281828e-05, 0.45044943960304695, 0.24934085219286206, 0.0, 0.0, 0.03841055371887627, 0.9274214641977758, 0.0, 0.0, 0.27756196395655286, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.007583600786830935, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.06328687050359712, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7637346285689092, 0.6698858179489916, 0.9710679582352586, 0.8628880703600692, 0.35812817403834324, 0.5196771911774163, nan, 0.7934948331356937, 0.8083536656210062, 0.04988732929709771, 9.827430323519007e-05, 0.8309988730191586, 0.25898121471549945, nan, 0.0, 0.03927043532216453, 0.9527807119957006, 0.0, 0.0, 0.33745115107513934, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009605770018850913, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.30531453362255967, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
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0.3119 140.0 1400 2.7110 0.0929 0.1887 0.4810 [0.3674824104088553, 0.2785538617784991, 0.9001316187701035, 0.2724123944779852, 0.3036647460806646, 0.4705455986862595, nan, 0.2257407685004747, 0.40079599056603776, 0.06540122814321399, 0.0, 0.29864732525400906, 0.20983242098198368, 0.0, 0.0, 0.06111601905892917, 0.9645622815053851, 0.0, 0.0, 0.28793794919987825, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00437532371943407, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.092424998218485, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.723069914063275, 0.7463451072457582, 0.9648138089202728, 0.8772081485379237, 0.3185899801430404, 0.5343450581956144, nan, 0.7653311875317635, 0.7897641454629952, 0.06824043656503678, 0.0, 0.5611099611306608, 0.21607180652323216, nan, 0.0, 0.06890695927631364, 0.9804488426826782, 0.0, 0.0, 0.40290408015853907, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.005261863781657241, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.4689081706435286, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.2476 150.0 1500 2.7296 0.0965 0.1980 0.4977 [0.3652887099090521, 0.21800860479409956, 0.9193811741185929, 0.32177525880871194, 0.43737693555755086, 0.47359676668650175, 0.0, 0.21530018336197698, 0.39892423710030545, 0.13923985486734772, 0.0, 0.3664858067671099, 0.2574205050025408, 0.0, 0.00022842132313051424, 0.03766212542156324, 0.9741076593050741, 0.0, 0.0, 0.29431825010516194, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.009989280371299666, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.06887184403962927, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.6822067992519574, 0.8516433678369437, 0.9749004164403404, 0.7873975794933473, 0.48791888519865745, 0.5169120956851649, nan, 0.7135990174487549, 0.8573835250377599, 0.14690630684440584, 0.0, 0.9049196163665217, 0.26694627901050055, nan, 0.0002534533012292485, 0.04139316155579504, 0.9908915698374752, 0.0, 0.0, 0.3628433315429778, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.013900499959019753, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.3116413593637021, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
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0.3069 170.0 1700 2.7502 0.0923 0.1933 0.5030 [0.390386831964516, 0.23875746910043383, 0.9159860227578174, 0.34807115059584914, 0.3650854312966767, 0.4916004877723244, 0.0, 0.2086907332568221, 0.3820742637644046, 0.042546402169866514, 0.0, 0.44761381414048523, 0.26712842952240723, 0.0, 0.0, 0.04802170472529957, 0.9536462532042282, 0.0018924302788844622, 0.0, 0.293373791341212, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009185564762320105, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.040782467783007946, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.754101191504058, 0.7781720200618931, 0.9640857927454886, 0.8378937081861234, 0.4028854095278261, 0.5210661693781751, nan, 0.8124682364899204, 0.7800627396305333, 0.04343930714305107, 0.0, 0.9179948940868006, 0.278198444134404, nan, 0.0, 0.05202312138728324, 0.9755517874020125, 0.005343082114735658, 0.0, 0.37425221788009555, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011048274731579379, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.1910701373825018, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.2261 180.0 1800 2.7222 0.0930 0.1961 0.5039 [0.38527350573599567, 0.22744788998778517, 0.9238092171635864, 0.33364468864468866, 0.47406819499984737, 0.4861333669421388, 0.0, 0.20998069717270354, 0.3569220289247537, 0.01288649404050041, 0.0, 0.44324938996943924, 0.24517847762463416, 0.0, 0.0, 0.05119049361216396, 0.9762403945197488, 0.0033459540371577, 0.0, 0.30156550398242243, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008241050733968582, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.04703542094455852, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7528005672779111, 0.7699818589264753, 0.9740516929205142, 0.8558689769224986, 0.5458028010613809, 0.5208732557391808, nan, 0.7832034558698967, 0.7913907284768212, 0.013018217359433117, 0.0, 0.8606453690287265, 0.25402248705245106, nan, 0.0, 0.05711766434799647, 0.9923509571727729, 0.010686164229471317, 0.0, 0.3660474505954476, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011540037701827719, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.2650036153289949, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.2227 190.0 1900 2.7372 0.0916 0.1983 0.5027 [0.40527689836034586, 0.3122014654762798, 0.9037625606864627, 0.33177148059304645, 0.3538769866546522, 0.5168640858284123, 0.0, 0.20955612725981632, 0.2897649099718849, 0.00024215029461619177, 0.0, 0.47085237478116543, 0.2380090725173094, 0.0, 0.0, 0.04560356360535717, 0.9333857400449455, 0.019860737458458618, 0.0, 0.28729633967355045, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.005928596464874068, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.07744427350986874, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7562909430260456, 0.6660975349482445, 0.9662170318063854, 0.8629350522438548, 0.4002671024654261, 0.5774612565108354, nan, 0.762387768931052, 0.844196584175671, 0.00024434610267966224, 0.0, 0.9526208054463075, 0.24544406097334467, nan, 0.0, 0.05065151366709121, 0.9736800652322974, 0.07058492688413948, 0.0, 0.35891689663474896, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009704122612900582, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.42769342010122924, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.1739 200.0 2000 2.7598 0.0945 0.1997 0.5084 [0.39335386550502666, 0.3056324178462805, 0.924083384998011, 0.30675063638467387, 0.4240419383872037, 0.4754550235445594, 0.0, 0.25368187720141466, 0.26465567339822754, 0.04664224664224664, 0.0, 0.5150143785905721, 0.25212236107993047, 0.0, 0.0, 0.061495112440574755, 0.9653481321897853, 0.0016662699357295882, 0.0, 0.3064328134539602, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.004480049965168513, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.07419274449072591, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7813040778610978, 0.7131042578166684, 0.972671102661597, 0.8718804029166354, 0.47191030980371484, 0.5057874091698283, nan, 0.7488353379637472, 0.8465783664459161, 0.04667010561181549, 0.0, 0.9082430598679823, 0.2619486763047976, nan, 0.0, 0.07519349466052709, 0.9840116009710717, 0.005905511811023622, 0.0, 0.4090159835534236, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0061142529300876975, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.3767172812725958, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.1269 210.0 2100 2.8035 0.0972 0.1998 0.5060 [0.39117064625461745, 0.24291327532977827, 0.931143715775938, 0.34787015509124036, 0.4271971154574515, 0.4514267122957536, 0.0, 0.21301050065039936, 0.3363963427209606, 0.4018626280080299, 0.0, 0.4138116716924714, 0.23498860053155532, 0.0, 0.0, 0.041948986659439275, 0.9666384789546906, 0.0, 0.0, 0.2853651322446565, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.007870351218301411, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.03996463845872455, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7547845703347454, 0.8312346601216519, 0.9724070553443177, 0.8449409907539652, 0.4955102184265556, 0.4818082438428397, nan, 0.7177918007792647, 0.852794237248751, 0.4293568267586132, 0.0, 0.7511787299615906, 0.24174661247197757, nan, 0.0, 0.0454916560530355, 0.9850447545449491, 0.0, 0.0, 0.33950697312614597, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.012474387345299565, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.23698481561822127, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.193 220.0 2200 2.8156 0.0921 0.1980 0.5077 [0.39483919750552304, 0.3048503489885248, 0.9272012510939899, 0.3215706155790556, 0.5052863369681613, 0.479280453856725, 0.0, 0.20367112135769716, 0.27726781362795216, 0.01474697909969955, 0.0, 0.49170557266315684, 0.2762833168805528, 0.0, 0.0, 0.05656314093173161, 0.9631643587320284, 0.004939209726443769, 0.0, 0.24805681908866012, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.008640018117993432, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.04692556634304207, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7597409038970964, 0.6874666524383737, 0.9750890216669684, 0.8463316545140194, 0.5887149208357496, 0.5247829721561315, nan, 0.7819540911400983, 0.8791100267224352, 0.015258056633996687, 0.0, 0.9107845166632167, 0.29013740167853797, nan, 0.0, 0.06304496913882629, 0.9773679138637164, 0.014623172103487065, 0.0, 0.28785212897968254, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.012507171543316122, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.2935647143890094, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
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0.1467 240.0 2400 2.9549 0.0861 0.1852 0.4886 [0.3891816508097501, 0.32132996260353924, 0.9186552983125396, 0.2974923171887017, 0.38659438304970567, 0.4688365566469404, 0.0, 0.20217380915718436, 0.2645058238661857, 0.0, 0.0, 0.35104418906444407, 0.25214401831331695, 0.0, 0.003144560799786407, 0.04908896352881729, 0.9403518809898441, 0.008832096213473644, 0.0, 0.2675972826915584, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007239483599975292, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.039873770187488396, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7782031545648603, 0.7358339558211504, 0.9737876456032349, 0.8468484552356611, 0.4235507055371044, 0.49416114719310655, nan, 0.8062849398610876, 0.8561635877773905, 0.0, 0.0, 0.603498240529911, 0.2626268298266605, nan, 0.003358256241287543, 0.0539335749975507, 0.9746298252441579, 0.026434195725534307, 0.0, 0.2925564425018058, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009605770018850913, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.19414316702819956, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
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0.0304 680.0 6800 3.2585 0.0811 0.1871 0.4785 [0.3836714277368852, 0.31253481188920956, 0.9220934264094564, 0.2626557565317255, 0.40419673520023, 0.4701913524764653, 0.0, 0.20916872695336233, 0.3062558167765953, 0.001832595770097467, 0.006802605107921029, 0.2863922957001221, 0.22442601425473094, 0.0, 0.030572990483903623, 0.04094280049930245, 0.9521999628085867, 0.022802888906922017, 0.0, 0.24011107988825892, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005504712626648279, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.027961980548187444, 0.0, 0.0, 0.07942169288580345, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7721666415604551, 0.6586543591932558, 0.9731086667873741, 0.8596087348718334, 0.46948530057813626, 0.5113176001543309, nan, 0.7363205149923767, 0.8793423957244103, 0.001832595770097467, 0.007842289398168167, 0.42885070953793786, 0.2310818924370764, nan, 0.03348751742491446, 0.045524313379706735, 0.9726561776097552, 0.07902137232845895, 0.0, 0.2690348748911896, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007917383820998278, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.029432294090274546, nan, 0.0, 0.4508315256688359, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.0931 690.0 6900 3.2673 0.0804 0.1860 0.4775 [0.381807964853642, 0.29618868771333073, 0.9231733299912269, 0.265215964309469, 0.39949741043792714, 0.4686357143280521, 0.0, 0.20682579048892172, 0.30543916277391286, 0.0016696983683110254, 0.007308925028404755, 0.2881366316918128, 0.22144501616616555, 0.0, 0.025483842718276556, 0.039882092851879145, 0.9530733940803344, 0.01823604601619088, 0.0, 0.23015699773318782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005683163627752783, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.03136652774731301, 0.0, 0.0, 0.0751698304869532, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7688820142774738, 0.6690321203713584, 0.9724862695395015, 0.8580019544463655, 0.4581510183281494, 0.5084174651147836, nan, 0.7469930543791292, 0.8850354362728012, 0.0016696983683110254, 0.008471244938873383, 0.4326456450240346, 0.22809283360185909, nan, 0.027658091496641744, 0.04418536298618595, 0.9759548562850948, 0.06017997750281215, 0.0, 0.2538662419202489, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008261617900172116, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0332712889716147, nan, 0.0, 0.42805495300072305, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
0.079 700.0 7000 3.2664 0.0803 0.1857 0.4773 [0.38135235162810605, 0.3049243117307669, 0.924829451766912, 0.26519470185597666, 0.39995983873708274, 0.4687557439743856, 0.0, 0.2039855677103414, 0.30152527917170796, 0.001004533977683056, 0.006553591741795276, 0.2868683016133338, 0.21741156321231125, 0.0, 0.027095755875131532, 0.03984556894874893, 0.954066916316116, 0.020356442119032047, 0.0, 0.23048925714094026, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005366279795332584, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.02866207198337162, 0.0, 0.0, 0.07392870930382191, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.7726736645638683, 0.6668978764272756, 0.9710981350715191, 0.8580677290836654, 0.45500553534714533, 0.5083788823869848, nan, 0.7506352702015924, 0.8831183920065063, 0.001004533977683056, 0.007586776209756673, 0.4324731479564847, 0.22371291212944525, nan, 0.029368901279939172, 0.044152705659514714, 0.9761633401901373, 0.07002249718785152, 0.0, 0.25451447409849426, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007753462830915499, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03047929269427641, nan, 0.0, 0.4154013015184382, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]

Framework versions

  • Transformers 4.29.2
  • Pytorch 2.0.1
  • Datasets 2.12.0
  • Tokenizers 0.13.3
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Dataset used to train manadopeee/segformer-b0-scene-parse-150_epoch_700_230609

Evaluation results

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