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segformer-b0-scene-parse-150

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segformer-b0-scene-parse-150

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: 2.8146
  • Mean Iou: 0.1013
  • Mean Accuracy: 0.2187
  • Overall Accuracy: 0.4576
  • Per Category Iou: [0.43249623322594644, 0.5637680221886194, 0.84778269393654, 0.5706036649786878, 0.1805924417943763, 0.43941848036354814, 0.0, 0.1363376303405477, 0.27005944756462047, 0.0, 0.0, nan, 0.514424089281954, 0.0003499358450950659, 0.095533208606174, 0.1350582147477361, 0.0027549881062187485, 0.0, 0.0, 0.03443470867480693, nan, 0.0, 0.0, nan, nan, 0.0, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
  • Per Category Accuracy: [0.6296875682312658, 0.937216023659094, 0.993268656923568, 0.8063063063063063, 0.972428183904848, 0.4903302283719807, nan, 0.6384349882937896, 0.5483585921739276, nan, 0.0, nan, 0.6358667360749609, 0.0003499548947024606, 0.095533208606174, 0.15953545232273839, 0.2603211009174312, 0.0, 0.0, 0.45406415446901277, nan, 0.0, 0.0, nan, nan, nan, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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: 2
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Per Category Iou Per Category Accuracy
4.5263 1.0 20 4.2268 0.0609 0.1617 0.3986 [0.41782293653149255, 0.40413613715250546, 0.6569691532186662, 0.5934092253249197, 0.14039469820204772, 0.15342073967065759, 0.0, 0.07469063052445492, 0.2848398632246613, nan, 0.0, 0.0, 0.14432296047098403, 0.0, 0.0, 0.0223463687150838, 0.0, 0.0, 0.010514181919798799, 0.08158093020069868, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6038797742620748, 0.9523927947304746, 0.9654827830286881, 0.7812419562419562, 0.5919037351325033, 0.15386754278773332, nan, 0.673046752431754, 0.36387735707497626, nan, 0.0, nan, 0.15460697553357627, 0.0, 0.0, 0.035452322738386305, 0.0, 0.0, 0.01440536013400335, 0.37091248832139523, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
4.3185 2.0 40 3.8110 0.0649 0.1560 0.4071 [0.3728719129703012, 0.5767693909983777, 0.663351691288654, 0.5221179254148839, 0.17693390387503377, 0.2391236215479479, 0.0, 0.07723887465280148, 0.13630606146316268, nan, 0.0, nan, 0.09944278569119297, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05028925431603881, 0.005851555281798583, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 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, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6567154977767845, 0.9342788009141013, 0.9896462228143954, 0.6077734877734877, 0.7834318703484733, 0.24006497735305093, nan, 0.9014023315874586, 0.18479801263775655, nan, 0.0, nan, 0.10469306851399511, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05283560660445082, 0.005917159763313609, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
3.497 3.0 60 3.7339 0.0863 0.1658 0.4214 [0.3770087556458568, 0.658520990656288, 0.7540426233255977, 0.5637423139139158, 0.09690021243378162, 0.32010263695800295, 0.0, 0.2686838398982327, 0.1263308216553854, nan, 0.0, nan, 0.14041458013287314, 0.0, 0.0, 0.011308068459657702, 0.0, 0.0, 0.0, 0.13490064371676463, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.662528480533058, 0.9137720123672537, 0.9842160414151088, 0.7557593307593308, 0.9575293872156917, 0.3231452551166007, nan, 0.5709734256957351, 0.1814134947231531, nan, 0.0, nan, 0.14091218515997278, 0.0, 0.0, 0.011308068459657702, 0.0, 0.0, 0.0, 0.3002180006228589, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
3.0071 4.0 80 3.6535 0.0879 0.1834 0.4360 [0.42185903129385516, 0.6071024499365468, 0.7777535387453263, 0.5171630547096551, 0.136494654756166, 0.3668733032940584, 0.0, 0.10765210765210766, 0.2905898657089319, nan, 0.0, nan, 0.14057988212491596, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0032844630616907845, 0.14516403195648478, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6478483230199769, 0.9485414706277725, 0.977262633412444, 0.7311068211068211, 0.9571676984071781, 0.3836810255884914, nan, 0.866114744997707, 0.49642374831190916, nan, 0.0, nan, 0.14231369879469827, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0033022254127781764, 0.26596075988788537, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
3.9155 5.0 100 3.4380 0.0893 0.1870 0.4437 [0.4219302457549435, 0.5808710913892592, 0.750857008072125, 0.5091726799186272, 0.14423168544512463, 0.4551444464889807, 0.0, 0.12345494671978906, 0.30624465355004277, 0.0, 0.0, nan, 0.21987086105752196, 0.0, 0.0, 0.013431013431013432, 0.0, 0.0, 9.495323553150074e-05, 0.13691275167785236, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.645557036842957, 0.9431912891517678, 0.9940771120456343, 0.7183397683397683, 0.9475551227655282, 0.4705809180246299, nan, 0.8182037604692138, 0.5491255272678771, nan, 0.0, nan, 0.2236215112321307, 0.0, 0.0, 0.013447432762836185, 0.0, 0.0, 9.57166786312515e-05, 0.2223606353161009, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
3.0912 6.0 120 3.3256 0.0848 0.1766 0.4278 [0.39183512513151103, 0.648161153032224, 0.7607365706645159, 0.4568879630468255, 0.12260279900870649, 0.36418120670326826, 0.0, 0.11684717816810329, 0.24506194870748993, 0.0, 0.0, nan, 0.10020384507774091, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.09909660766961652, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6610643178414646, 0.9243245059819868, 0.994951492692676, 0.6492277992277993, 0.9655560965430896, 0.3708245830985709, nan, 0.7806714778788829, 0.4006735690825122, nan, 0.0, nan, 0.1003884194930525, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3347866708190595, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
2.6816 7.0 140 3.3083 0.0901 0.1788 0.4294 [0.376209450369014, 0.6787242506864867, 0.7879822220261596, 0.46182192213870843, 0.15198399247733907, 0.3383809936452917, 0.0, 0.08765508271077908, 0.24342855924160509, 0.0, 0.0, nan, 0.20895699926646974, 0.0, 0.0, 0.022865853658536585, 0.0, 0.0, 0.0, 0.24707233065442022, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6744703969422118, 0.9403145584083882, 0.9916517466794355, 0.6298519948519948, 0.9668220073728873, 0.34287993092497604, nan, 0.7612415823899978, 0.3805998766234849, nan, 0.0, nan, 0.21102791014295438, 0.0, 0.0, 0.022921760391198046, 0.0, 0.0, 0.0, 0.3350981002802865, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
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1.2348 22.0 440 2.9019 0.1012 0.1992 0.4544 [0.42496034609491035, 0.7221126567460108, 0.8407370430186463, 0.5661807428477275, 0.1378170437886916, 0.46096159620056226, 0.0, 0.08007222361895185, 0.26449475427940367, 0.0, 0.0, nan, 0.49386232972497024, 0.0, 0.0, 0.002139364303178484, 0.0, 0.0, 0.001145366039896917, 0.05333453388558737, nan, 0.0, 0.0, nan, nan, nan, 0.00037661020075629477, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6489759851631514, 0.9204194112111843, 0.993438675382715, 0.8402574002574003, 0.979550671210962, 0.49430350570381154, nan, 0.4227993531413676, 0.5430567365244502, nan, 0.0, nan, 0.5727185360189004, 0.0, 0.0, 0.002139364303178484, 0.0, 0.0, 0.001148600143575018, 0.553410152600436, nan, 0.0, 0.0, nan, nan, nan, 0.00037661020075629477, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
2.0177 23.0 460 2.8545 0.1001 0.2011 0.4552 [0.41243802392148843, 0.6804498809458984, 0.8549858408505635, 0.5643224082554363, 0.15868823643999075, 0.4525088349133337, 0.0, 0.09598047824763149, 0.24346492975557366, 0.0, 0.0, nan, 0.5314607510869193, 0.0, 0.0, 0.05287286063569682, 0.00015290812133259427, 0.0, 0.0, 0.04133373536358611, nan, 0.0, 0.0, nan, nan, nan, 0.01385003228087435, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6632554244659017, 0.9238943406371825, 0.9941638561574441, 0.8072715572715573, 0.9745844056479098, 0.4722199863898788, nan, 0.5249933624580628, 0.46864735990930156, nan, 0.0, nan, 0.6216513834941737, 0.0, 0.0, 0.05287286063569682, 0.009174311926605505, 0.0, 0.0, 0.5123014637184677, nan, 0.0, 0.0, nan, nan, nan, 0.01385003228087435, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
1.942 24.0 480 2.8348 0.0988 0.2007 0.4574 [0.4366025151537677, 0.549280146793595, 0.8547826216736564, 0.5688752769221264, 0.1723129747677271, 0.4432526123617455, 0.0, 0.09468950418075804, 0.2618013556845395, 0.0, 0.0, nan, 0.5233059281696235, 0.0, 0.0, 0.007640586797066014, 0.0, 0.0, 0.0, 0.03499011942606753, nan, 0.0, 0.0, nan, nan, nan, 0.005987333599778645, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6638539330749215, 0.9416252184433391, 0.9936191031352791, 0.8295109395109395, 0.9731793837379147, 0.45658298149462545, nan, 0.5021119451618353, 0.5376881908668034, nan, 0.0, nan, 0.6053337604612982, 0.0, 0.0, 0.007640586797066014, 0.0, 0.0, 0.0, 0.5073185923388353, nan, 0.0, 0.0, nan, nan, nan, 0.005987333599778645, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
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1.4107 45.0 900 2.8270 0.0993 0.2128 0.4534 [0.43671110554755793, 0.5622127152339509, 0.8398578496681007, 0.5810137157336173, 0.16004855012503258, 0.43588473904844593, 0.0, 0.11967364126858797, 0.2765840974408102, 0.0, 0.0, nan, 0.49274986633831797, 0.004012816125921548, 0.05396398503274088, 0.1442672741078208, 0.0029713104572240607, 0.0, 0.0, 0.04385724299777514, nan, 0.0, 0.0, nan, nan, 0.0, 0.016463245918775172, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6452179675880617, 0.9256822153515257, 0.9930292431749733, 0.8145109395109396, 0.9740418724351395, 0.4702004200112686, nan, 0.4389949554681277, 0.5391220260424482, nan, 0.0, nan, 0.6089376526648781, 0.004012816125921548, 0.05396398503274088, 0.17420537897310515, 0.34288990825688076, 0.0, 0.0, 0.4481469947056992, nan, 0.0, 0.0, nan, nan, nan, 0.016463245918775172, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
1.6095 46.0 920 2.8216 0.1008 0.2089 0.4567 [0.42654857139014146, 0.5779100099174105, 0.8554803716073783, 0.5715927490647857, 0.1680072306545229, 0.4275991743138016, 0.0, 0.1207184448367758, 0.2672960477004573, 0.0, 0.0, nan, 0.5154064317646493, 0.0015009176595016643, 0.08734798877455566, 0.1390402075226978, 0.0, 0.0, 0.0006055242442591644, 0.050780838743639235, nan, 0.0, 0.0, nan, nan, 0.0, 0.024618009653518614, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6516808330828845, 0.9321683021911548, 0.9927204341369308, 0.7905341055341055, 0.9748626278083049, 0.45927573666610566, nan, 0.6089884386087712, 0.5291685423231465, nan, 0.0, nan, 0.6440155367797221, 0.0015009176595016643, 0.08734798877455566, 0.16381418092909536, 0.0, 0.0, 0.0006221584111031348, 0.45063843039551543, nan, 0.0, 0.0, nan, nan, nan, 0.024618009653518614, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
2.2728 47.0 940 2.7928 0.1011 0.2106 0.4555 [0.42399934914202725, 0.59715982442551, 0.8489143385556523, 0.5609154784895427, 0.17992261503552814, 0.4321042932045891, 0.0, 0.12357543362467674, 0.2686347849318728, 0.0, 0.0, nan, 0.5068659858240006, 0.00018664261050797896, 0.10962347988774555, 0.12551915089986157, 0.0, 0.0, 0.0, 0.03141294671245072, nan, 0.0, 0.0, nan, nan, 0.0, 0.03534755741384081, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6291892391748287, 0.9327060088721603, 0.9938168797102053, 0.7905984555984557, 0.9729011615775196, 0.48724965791765146, nan, 0.6378074388742729, 0.5364544257156671, nan, 0.0, nan, 0.6170864533696392, 0.00018664261050797896, 0.10962347988774555, 0.16625916870415647, 0.0, 0.0, 0.0, 0.46153846153846156, nan, 0.0, 0.0, nan, nan, nan, 0.03534755741384081, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
1.7516 48.0 960 2.8100 0.1030 0.2163 0.4574 [0.4280226903508944, 0.5924685978609489, 0.8527528007844283, 0.5755679351758067, 0.18216790952511094, 0.4395528760977351, 0.0, 0.13245033112582782, 0.2699749471605422, 0.0, 0.0, nan, 0.5111345048182039, 0.00024105566830740042, 0.11991347053320861, 0.1542251786154225, 0.0010109709065039129, 0.0, 0.0, 0.032695356991312506, nan, 0.0, 0.0, nan, nan, 0.0, 0.03343376272020168, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6165434971911194, 0.934924048931308, 0.9927863596619062, 0.8190990990990991, 0.9736106280865271, 0.5046867111068833, nan, 0.6507204750066375, 0.5515763850681071, nan, 0.0, nan, 0.6318824330276699, 0.00024108003857280618, 0.11991347053320861, 0.19132029339853301, 0.09288990825688073, 0.0, 0.0, 0.45593273123637496, nan, 0.0, 0.0, nan, nan, nan, 0.03343376272020168, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
2.0142 49.0 980 2.8073 0.1040 0.2145 0.4579 [0.42900205558281973, 0.6429983863596086, 0.8513674268108442, 0.5597736532367588, 0.179800418684099, 0.43163707626018794, 0.0, 0.1280679322281575, 0.26677115736779394, 0.0, 0.0, nan, 0.5240266800824421, 0.0, 0.1439831844456122, 0.1464182629231173, 8.777961464749169e-05, 0.0, 0.0, 0.03054985507859606, nan, 0.0, 0.0, nan, nan, 0.0, 0.031604513173671106, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.630979627588935, 0.9266904153784111, 0.9933033545682919, 0.7957142857142857, 0.9737636502747444, 0.48672281451453575, nan, 0.6938282928242138, 0.5561946681338469, nan, 0.0, nan, 0.6464982180755215, 0.0, 0.14417680074836295, 0.17053789731051344, 0.006880733944954129, 0.0, 0.0, 0.44970414201183434, nan, 0.0, 0.0, nan, nan, nan, 0.031604513173671106, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
1.2816 50.0 1000 2.8146 0.1013 0.2187 0.4576 [0.43249623322594644, 0.5637680221886194, 0.84778269393654, 0.5706036649786878, 0.1805924417943763, 0.43941848036354814, 0.0, 0.1363376303405477, 0.27005944756462047, 0.0, 0.0, nan, 0.514424089281954, 0.0003499358450950659, 0.095533208606174, 0.1350582147477361, 0.0027549881062187485, 0.0, 0.0, 0.03443470867480693, nan, 0.0, 0.0, nan, nan, 0.0, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 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, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] [0.6296875682312658, 0.937216023659094, 0.993268656923568, 0.8063063063063063, 0.972428183904848, 0.4903302283719807, nan, 0.6384349882937896, 0.5483585921739276, nan, 0.0, nan, 0.6358667360749609, 0.0003499548947024606, 0.095533208606174, 0.15953545232273839, 0.2603211009174312, 0.0, 0.0, 0.45406415446901277, nan, 0.0, 0.0, nan, nan, nan, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]

Framework versions

  • Transformers 4.28.0
  • Pytorch 2.0.0+cu118
  • Datasets 2.12.0
  • Tokenizers 0.13.3
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Dataset used to train az00/segformer-b0-scene-parse-150

Evaluation results

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