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SalnikKirill/
segformer-b0-scene-parse-150

Name: segformer-b0-scene-parse-150
Rating: 2.5 (6 reviews)

transformers

pytorch

segformer

generated_from_trainer

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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: 1.9189
Mean Iou: 0.1362
Mean Accuracy: 0.2014
Overall Accuracy: 0.5622
Per Category Iou: [0.5394486238576831, nan, nan, 0.5953296561678437, nan, 0.5305918700503232, nan, nan, 0.45864878291107797, nan, 0.2527963616569211, nan, nan, nan, 0.29357850916534417, 0.0, nan, nan, 0.10623097394858876, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18785814116002794, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15775911336081969, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.21968459188747602, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15961103761497517, nan, nan, nan, nan, nan, nan, 0.4441676196699886, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004493932281716791, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
Per Category Accuracy: [0.7739608529583082, nan, nan, 0.7817504907601706, nan, 0.5577609008587373, nan, nan, 0.581178396072013, nan, 0.4749674205308391, nan, nan, nan, 0.3909988627966014, 0.0, nan, nan, 0.14556099872240696, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.28374527223150675, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3724984638369137, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3698572795407431, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.33803609248146843, nan, nan, nan, nan, nan, nan, 0.7644364258350224, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004869009836582626, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, 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
4.6747	1.0	20	4.8597	0.0065	0.0375	0.2163	[0.3265714548058666, nan, nan, 0.03815267090202893, nan, 0.0, nan, nan, 0.0009106251745364918, nan, 0.08879199595125939, 0.0, 0.0, 0.0, 0.00016071449070725855, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0684388266126513, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.07230662020905923, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.007989604232562456, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.007686209630165788, 0.0, nan, 0.0, 0.0, 0.008133079302644787, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0019369634611212693, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0]	[0.4868232668227273, nan, nan, 0.04002797897064465, nan, 0.0, nan, nan, 0.0009442276218053632, nan, 0.1881196285115719, nan, nan, nan, 0.0001608166422250897, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1830679919078195, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.10341253388614256, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.012343363925167666, nan, nan, nan, nan, nan, nan, 0.010450226694940076, 0.0, nan, nan, nan, 0.04648258366669919, nan, nan, nan, nan, 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, 0.016110323495295786, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
4.334	2.0	40	4.4109	0.0292	0.0904	0.3570	[0.40822193324211764, nan, nan, 0.4972948279565127, nan, 0.00677162341300753, nan, nan, 0.021716176263550612, nan, 0.20600620942703923, nan, nan, 0.0, 0.04702016385245008, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.07608189236319103, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0248319641523525, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.1290239135433433, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.007111797456008453, nan, nan, nan, nan, nan, nan, 0.08724145559119566, 0.0, nan, 0.0, nan, 0.00847684312426759, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0005462668513568879, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan]	[0.62539352358344, nan, nan, 0.6582729754732733, nan, 0.00702732217187511, nan, nan, 0.023303537706156365, nan, 0.30100130317876644, nan, nan, nan, 0.04788506970635647, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4021813703931744, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.025638863118832757, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2684380481581885, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.013512619131662549, nan, nan, nan, nan, nan, nan, 0.22177442974799957, 0.0, nan, nan, nan, 0.02597326568445702, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0005519525320822409, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
3.7046	3.0	60	3.8875	0.0540	0.1233	0.4073	[0.42447762223294944, nan, nan, 0.5596961061443035, nan, 0.014508170906673199, nan, nan, 0.0761798050625896, nan, 0.2211901122457286, nan, 0.0, 0.0, 0.19911595283640804, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.07939833997356549, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.11004576381014093, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.1745264842754246, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.009196143783822528, nan, nan, nan, nan, nan, nan, 0.12928620315549433, 0.0, nan, 0.0, nan, 0.0002515602726434193, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0016980579681858104, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.6149858176648253, nan, nan, 0.8783411178050047, nan, 0.01469993830706065, nan, nan, 0.07960468336900416, nan, 0.40340805991323136, nan, nan, nan, 0.21163470116821803, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3682821708153751, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.13095338498054193, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3520969542337745, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.014152400282386164, nan, nan, nan, nan, nan, nan, 0.5067891327014773, 0.0, nan, nan, nan, 0.00040979607766611375, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0017149953675412485, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
3.7447	4.0	80	3.5751	0.0669	0.1409	0.4531	[0.45553073786639314, nan, nan, 0.5089103314226779, nan, 0.17654022857065982, nan, nan, 0.10651963305385784, nan, 0.22449823943661973, nan, nan, 0.0, 0.30572018678160917, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.07968346267949343, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.11395532482154166, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.18828325532236148, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08695018124748267, nan, nan, nan, nan, nan, nan, 0.15928904841484798, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0023818897637795274, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.652654179817423, nan, nan, 0.9263295651977707, nan, 0.1861070337042001, nan, nan, 0.11212388266398086, nan, 0.4206957984856733, nan, nan, nan, 0.3389287314247206, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3075996129826722, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.17560452535572718, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.372847233296125, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1381155135898341, nan, nan, nan, nan, nan, nan, 0.45336644914886887, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.002385223442212541, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
3.3946	5.0	100	3.3308	0.0755	0.1365	0.4706	[0.47825793108154574, nan, nan, 0.5095164268167514, nan, 0.18855495049817325, nan, nan, 0.15197077711659696, nan, 0.24498588309108021, nan, 0.0, 0.0, 0.30906703391730456, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.07518666666666667, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.09868151894967828, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1753476126847209, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027675953079178885, nan, nan, nan, nan, nan, nan, 0.21760887149161592, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.016221485669721192, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7282167024846812, nan, nan, 0.7459870484442338, nan, 0.21189751880925536, nan, nan, 0.16236938184565025, nan, 0.3864667359495884, nan, nan, nan, 0.3694953803505037, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.2975987333978362, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.12786901047000565, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.26419231382554614, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03830965407695023, nan, nan, nan, nan, nan, nan, 0.6083039469522125, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.01640087523901516, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
3.1622	6.0	120	3.0382	0.0808	0.1282	0.5014	[0.5027396406688129, nan, nan, 0.5289850095300239, nan, 0.18454429129290398, nan, nan, 0.06691391050583657, nan, 0.2852541675241819, nan, 0.0, nan, 0.23331035904306713, 0.0, nan, nan, 0.00045393770324028985, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.07002929119258877, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.09297910912421577, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20443002433393648, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.038015874382328126, nan, nan, nan, nan, nan, nan, 0.20494239929494218, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010389307184964688, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.8463981664373714, nan, nan, 0.8341298314492656, nan, 0.1973819502059977, nan, nan, 0.06928112803726552, nan, 0.4572837795483413, nan, nan, nan, 0.2773742471292315, 0.0, nan, nan, 0.000465348461388769, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18736916175565133, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.11802551837973951, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3265428161377771, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04871161313095658, nan, nan, nan, nan, nan, nan, 0.3432641728270675, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010526523290425594, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
3.3025	7.0	140	3.1524	0.1060	0.1674	0.5038	[0.4903212647056243, nan, nan, 0.5730280573974511, nan, 0.34883955536780514, nan, nan, 0.2538729876714406, nan, 0.31698155519425913, nan, nan, nan, 0.3404773678746281, 0.0, nan, nan, 0.06970904342585463, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0892728785451911, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.14084552219656146, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.13866976024748648, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.05071803412626088, nan, nan, nan, nan, nan, nan, 0.26098956242472904, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.6700846144393057, nan, nan, 0.9152959227419392, nan, 0.39233163855028685, nan, nan, 0.29502706785849175, nan, 0.4663400471783705, nan, nan, nan, 0.503536051645116, 0.0, nan, nan, 0.07046221793537578, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.27747383235113027, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.26452125929228065, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1786995694466592, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0890178256265443, nan, nan, nan, nan, nan, nan, 0.731187834623991, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
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2.458	10.0	200	2.7997	0.1118	0.1752	0.5345	[0.5189824235742848, nan, nan, 0.6309644272489466, nan, 0.4062005618281672, nan, nan, 0.2818202866825233, nan, 0.28525179856115107, nan, nan, nan, 0.36049601417183347, 0.0, nan, nan, 0.11053868329040124, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.08626577264324763, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.16039669583788493, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.021968989351765365, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.017832301522091067, nan, nan, nan, nan, nan, nan, 0.36056531853777346, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0008189369418554771, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7139794163811716, nan, nan, 0.9088968613912769, nan, 0.47885066763106204, nan, nan, 0.3371270300893869, nan, 0.5755761204863001, nan, nan, nan, 0.5625787331477561, 0.0, nan, nan, 0.11582100159910654, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.24997801037910106, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3148953601850625, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.023441237442194226, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.024179315213554535, nan, nan, nan, nan, nan, nan, 0.773527654439589, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0008279287981233614, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
2.4763	11.0	220	2.7091	0.1107	0.1814	0.5285	[0.5221737140202368, nan, nan, 0.6033950617283951, nan, 0.42039942851186207, nan, nan, 0.33818909454727364, nan, 0.254512233457327, nan, nan, nan, 0.31728579745175056, 0.0, nan, nan, 0.10649007842114148, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.08993000198430348, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.17330938315552694, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.017868717481561935, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.030161625253649793, nan, nan, nan, nan, nan, nan, 0.3379329284722366, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.6872472881716627, nan, nan, 0.9686996547756042, nan, 0.48616872664354954, nan, nan, 0.42555709429686517, nan, 0.6410814734168028, nan, nan, nan, 0.4945800962602473, 0.0, nan, nan, 0.11742010813006067, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.23120766997976955, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.38245039096856587, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.020331685536597033, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04213731027179668, nan, nan, nan, nan, nan, nan, 0.7640498143093126, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
2.7051	12.0	240	2.5901	0.1105	0.1679	0.5346	[0.5310226625325941, nan, nan, 0.6151119176437254, nan, 0.4563928654637707, nan, nan, 0.31029750216422797, nan, 0.22618250206100576, nan, nan, nan, 0.31585478547854784, 0.0, nan, nan, 0.091978995850082, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.07873067704431, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.13975993476900517, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.012786748908448263, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0540444822212778, nan, nan, nan, nan, nan, nan, 0.3726201541090756, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0004889210490290028, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7748050990465515, nan, nan, 0.8229472686658093, nan, 0.5000673658533126, nan, nan, 0.3700365101347098, nan, 0.5793042015143267, nan, nan, nan, 0.41225346234401744, 0.0, nan, nan, 0.13145670990176916, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1857771132025684, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.26640080000963867, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.01471057247647903, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08416431344864102, nan, nan, nan, nan, nan, nan, 0.728001218412081, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0004928147607877151, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
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2.3828	14.0	280	2.5078	0.1193	0.1838	0.5477	[0.5280734141921487, nan, nan, 0.6025553228251246, nan, 0.5171013707025587, nan, nan, 0.3704119025210757, nan, 0.2956095310682338, nan, nan, nan, 0.2806907047339981, 0.0, nan, nan, 0.10593010783765905, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.09898012228630838, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15109840010319045, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.078531796841656, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04915315365302188, nan, nan, nan, nan, nan, nan, 0.38174480845220415, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7470668692857279, nan, nan, 0.9489835059455313, nan, 0.6222406591926025, nan, nan, 0.46576860128414954, nan, 0.4862506392174329, nan, nan, nan, 0.39759617409550213, 0.0, nan, nan, 0.13954531224881758, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14068079866303104, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.40929408788057686, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09535959177164727, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.07817463819272856, nan, nan, nan, nan, nan, nan, 0.7979310425624143, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
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2.0536	17.0	340	2.3724	0.1241	0.1900	0.5546	[0.5406704115366824, nan, nan, 0.6087180467824713, nan, 0.5276504623238292, nan, nan, 0.3488144189288853, nan, 0.27182844954192603, nan, nan, nan, 0.3413455697740342, 0.0, nan, nan, 0.10585926548920661, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13718397744471825, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.172533179457588, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.04846456905391548, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09489862690124436, nan, nan, nan, nan, nan, nan, 0.4013095350520981, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7310461757650418, nan, nan, 0.890638326677046, nan, 0.6098169776132633, nan, nan, 0.43467203827269296, nan, 0.5129410600287029, nan, nan, nan, 0.5164013830231231, 0.0, nan, nan, 0.14376729192578114, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.22083736476383148, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.45390908324196677, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.053699569446659226, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.19676579597599717, nan, nan, nan, nan, nan, nan, 0.7467694506601684, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.8059	18.0	360	2.3022	0.1192	0.1845	0.5401	[0.53597285367566, nan, nan, 0.6497640013619158, nan, 0.4784000106897565, nan, nan, 0.3531139250587345, nan, 0.24750178034044704, nan, nan, nan, 0.3251670952629137, 0.0, nan, nan, 0.10761885177426196, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1328562072132395, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15540835638375308, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.03998973682281358, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08272937423550902, nan, nan, nan, nan, nan, nan, 0.3495277595710617, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7276611985496951, nan, nan, 0.8784268598118189, nan, 0.50776125541586, nan, nan, 0.4465693063074405, nan, 0.5331815707428119, nan, nan, nan, 0.43477545019087405, 0.0, nan, nan, 0.1416943760523221, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.31937725393614214, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3858480222653285, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.04349386062828895, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16935448288033886, nan, nan, nan, nan, nan, nan, 0.7621987651862179, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.8136	19.0	380	2.2049	0.1256	0.1912	0.5640	[0.5592516204200882, nan, nan, 0.6434089406750397, nan, 0.46773654296222, nan, nan, 0.3629524526002038, nan, 0.2627158904571437, nan, nan, nan, 0.36372094001145844, 0.0, nan, nan, 0.11443694587799391, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14987294839627316, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.16752710854520558, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.04671770230025762, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14570086937589993, nan, nan, nan, nan, nan, nan, 0.3572925729652772, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7596376435842792, nan, nan, 0.8828809314289582, nan, 0.4861049063614639, nan, nan, 0.4798438876998615, nan, 0.5655795846323881, nan, nan, nan, 0.5299214678730467, 0.0, nan, nan, 0.1463393997850936, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.2474623977482628, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.4363185098615646, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.05096874501674374, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.324810271796682, nan, nan, nan, nan, nan, nan, 0.635062150731633, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.5968	20.0	400	2.1796	0.1189	0.1755	0.5497	[0.5433915024762972, nan, nan, 0.6365312537782614, nan, 0.4801903597851951, nan, nan, 0.4146550381560505, nan, 0.25313602884762926, nan, nan, nan, 0.2515097802836583, 0.0, nan, nan, 0.1034400455327144, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.10866204456926058, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15400222139948166, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.03940369665379894, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.11472991166110322, nan, nan, nan, nan, nan, nan, 0.34880173504427975, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.8027521423368932, nan, nan, 0.8553035943951804, nan, 0.5237517816495415, nan, nan, 0.5363212891854463, nan, 0.4354101713927517, nan, nan, nan, 0.33630971753705485, 0.0, nan, nan, 0.1430058126253268, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14157797519570764, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.501162664610417, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.044151650454472974, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.20586613130956583, nan, nan, nan, nan, nan, nan, 0.5652494815890905, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.5885	21.0	420	2.1733	0.1241	0.1918	0.5546	[0.5518680867732368, nan, nan, 0.6711952153329812, nan, 0.4542386936276073, nan, nan, 0.4035475868938502, nan, 0.22322162258200634, nan, nan, nan, 0.32190156214105214, 0.0, nan, nan, 0.1107397235946647, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13838727682958468, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.13521821765098213, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.012715033657442034, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.18361593318472044, nan, nan, nan, nan, nan, nan, 0.3923409596480545, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7389950773958854, nan, nan, 0.9232383402152575, nan, 0.5049673452889996, nan, nan, 0.530454488228629, nan, 0.497401890434008, nan, nan, nan, 0.4292234470664364, 0.0, nan, nan, 0.14772698428814376, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.30966663734717215, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3248713839925782, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.013554457024398022, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.40159504059301093, nan, nan, nan, nan, nan, nan, 0.7397284346919409, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.7179	22.0	440	2.1331	0.1279	0.1919	0.5567	[0.5407152606678928, nan, nan, 0.640393092993675, nan, 0.5059346897732407, nan, nan, 0.4340458811261731, nan, 0.2667586469384842, nan, nan, nan, 0.35736981944750307, 0.0, nan, nan, 0.11399412086583612, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13403302572300538, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1549745500115877, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.031011989358988374, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15219575565050594, nan, nan, nan, nan, nan, nan, 0.3785306952145044, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7472586979827015, nan, nan, 0.8292786389584602, nan, 0.5637174605200644, nan, nan, 0.5450081833060556, nan, 0.462463502746573, nan, nan, nan, 0.47844482649032993, 0.0, nan, nan, 0.15158514607711246, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.2595918726361158, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.43506548271665924, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.033926008611066816, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.33083303918108015, nan, nan, nan, nan, nan, nan, 0.7286572864557096, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.551	23.0	460	2.1748	0.1289	0.1979	0.5486	[0.5302673858595567, nan, nan, 0.6543187935619585, nan, 0.5230766419801208, nan, nan, 0.42064031233069904, nan, 0.2636325503355705, nan, nan, nan, 0.3506173043960685, 0.0, nan, nan, 0.10941001737193173, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12985505681664822, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.12469822842333227, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09842093110001954, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14629834028288774, nan, nan, nan, nan, nan, nan, 0.38620698867279335, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00023543722654947126, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.6967737810135549, nan, nan, 0.9138022067284912, nan, 0.6090227696584196, nan, nan, 0.6158252549414579, nan, 0.5391201068936508, nan, nan, nan, 0.4863899344097838, 0.0, nan, nan, 0.13961299929774687, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.29621778520538306, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.33854624754515117, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.11044889172380801, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.31580921284857044, nan, nan, nan, nan, nan, nan, 0.6774605480511264, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00023655108517810325, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
2.6506	24.0	480	2.0269	0.1234	0.1817	0.5617	[0.5525422064371466, nan, nan, 0.6196956626755461, nan, 0.4085995872525047, nan, nan, 0.3600016146285345, nan, 0.23511772835128159, nan, nan, nan, 0.32839825854366445, 0.0, nan, nan, 0.14647867348988927, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13265312662227377, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1523991450839861, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09562010433576573, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1358322018922006, nan, nan, nan, nan, nan, nan, 0.4123524432268858, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.809505111935042, nan, nan, 0.8104605248313365, nan, 0.4254047269555598, nan, nan, 0.44912501573712704, nan, 0.4462315039342802, nan, nan, nan, 0.4418973300608423, 0.0, nan, nan, 0.20972832110736012, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18205646934646846, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3719924336437788, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1209336628926806, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.27809521708436286, nan, nan, nan, nan, nan, nan, 0.7247677401970547, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.1313	25.0	500	2.1754	0.1257	0.1930	0.5385	[0.5163691768158599, nan, nan, 0.6111452030374193, nan, 0.47701926104754905, nan, nan, 0.43844390042066067, nan, 0.2673019136485845, nan, nan, nan, 0.3197018315267674, 0.0, nan, nan, 0.0974255142644226, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12563952025496938, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15008373857422466, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.10513018900696341, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1377857897355763, nan, nan, nan, nan, nan, nan, 0.39593732311017343, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0037101016842683836, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7249556146361299, nan, nan, 0.8044766353031432, nan, 0.5156182412548486, nan, nan, 0.6403499937051492, nan, 0.5576120486300127, nan, nan, nan, 0.3956051109060486, 0.0, nan, nan, 0.11725089050773747, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.27669979769548775, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3584621501463873, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.13271408068888535, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.34820640663607483, nan, nan, nan, nan, nan, nan, 0.7211359349555396, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0037256795915551265, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.4835	26.0	520	2.0864	0.1243	0.1817	0.5657	[0.559302719100987, nan, nan, 0.6107915089458348, nan, 0.48585956543391084, nan, nan, 0.33680820871083944, nan, 0.22455920306809138, nan, nan, nan, 0.295588035266041, 0.0, nan, nan, 0.17899678096250937, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11919783983140148, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.13633210296929033, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09000918622699483, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14585114361688178, nan, nan, nan, nan, nan, nan, 0.42108332774686597, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.8272412735427264, nan, nan, 0.8097249486676144, nan, 0.5257940306762823, nan, nan, 0.3884552436107264, nan, 0.4607314297025783, nan, nan, nan, 0.3661182308637768, 0.0, nan, nan, 0.26487634422248735, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.15919605945993492, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3101724117158038, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.11327938127890289, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3067530003529827, nan, nan, nan, nan, nan, nan, 0.7358857504364024, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.1974	27.0	540	2.0758	0.1271	0.1893	0.5533	[0.5418119177933745, nan, nan, 0.5957885030238373, nan, 0.47952538667685074, nan, nan, 0.47696640514986927, nan, 0.23137281894207937, nan, nan, nan, 0.32036491683102336, 0.0, nan, nan, 0.10613075150082223, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.15525686064864314, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.13537630669148784, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09283213622392794, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15935994690421498, nan, nan, nan, nan, nan, nan, 0.391030329544134, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0001353546291283162, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7692830302539831, nan, nan, 0.7988988921230172, nan, 0.5164195403521461, nan, nan, 0.6268538335641445, nan, 0.44360865046765974, nan, nan, nan, 0.4086236009909368, 0.0, nan, nan, 0.13596635953668215, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.26822059987685815, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3986554054868131, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1125817254026471, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3390178256265443, nan, nan, nan, nan, nan, nan, 0.6701852220673172, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00013798813302056022, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.2545	28.0	560	2.0396	0.1261	0.1927	0.5467	[0.5428271519055256, nan, nan, 0.5793324093801929, nan, 0.4949198918926169, nan, nan, 0.41405518068991654, nan, 0.21922988417580733, nan, nan, nan, 0.32665494738362993, 0.0, nan, nan, 0.1122084113740848, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.15211585509610145, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.14669498434810618, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09567134517451248, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.18284179320519423, nan, nan, nan, nan, nan, nan, 0.39080778138572786, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7429755228580878, nan, nan, 0.7583203592138812, nan, 0.523312130817396, nan, nan, 0.49520332368122877, nan, 0.4714702825753452, nan, nan, nan, 0.41551957176825555, 0.0, nan, nan, 0.15054445769982486, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.34618699973612455, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3511849540355908, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.12282730027108914, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.43473129191669607, nan, nan, nan, nan, nan, nan, 0.7769134341647433, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.2573	29.0	580	2.0749	0.1288	0.1982	0.5523	[0.5407501920185525, nan, nan, 0.6258466958730868, nan, 0.5336967455141309, nan, nan, 0.42843264940111453, nan, 0.22713386668368282, nan, nan, nan, 0.3074065010564515, 0.0, nan, nan, 0.11521737819403319, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1494445977974281, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.13910014653246536, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.07673313063781895, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.20001007121186054, nan, nan, nan, nan, nan, nan, 0.392364108221817, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7287282456766108, nan, nan, 0.8593470069270516, nan, 0.5831755554137327, nan, nan, 0.5052624952788619, nan, 0.46973820953135054, nan, nan, nan, 0.3944104729923765, 0.0, nan, nan, 0.16164513372422604, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.276198434338992, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.34883552813889324, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09105405836389731, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5257567066713731, nan, nan, nan, nan, nan, nan, 0.8041402579753272, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.2354	30.0	600	2.0321	0.1299	0.1931	0.5626	[0.5436276449865103, nan, nan, 0.6175610676223711, nan, 0.5086764824852358, nan, nan, 0.44692373311863204, nan, 0.2449996699452109, nan, nan, nan, 0.3202495854161944, 0.0, nan, nan, 0.10947263346210688, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14288613559976437, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.14291667352052595, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09996825396825397, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.17812968708265703, nan, nan, nan, nan, nan, nan, 0.4115354487434669, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7795009056912178, nan, nan, 0.8273832893341456, nan, 0.5350479715787011, nan, nan, 0.5870326073272063, nan, 0.48979726497418385, nan, nan, nan, 0.41112391688076977, 0.0, nan, nan, 0.14289582117081673, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.2539009587474712, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3140399281919059, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.12553819167596875, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3825339745852453, nan, nan, nan, nan, nan, nan, 0.750905022435184, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.0198	31.0	620	2.0350	0.1258	0.1870	0.5513	[0.5316018761048684, nan, nan, 0.5563531695282036, nan, 0.519974614851607, nan, nan, 0.4169984076433121, nan, 0.25132304823406515, nan, nan, nan, 0.3119115287783833, 0.0, nan, nan, 0.11509891703974189, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14253731718728777, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1527291954771008, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.08129233976029182, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1615988322496256, nan, nan, nan, nan, nan, nan, 0.4067063011441535, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7796607629386958, nan, nan, 0.7204810577855999, nan, 0.569383283340779, nan, nan, 0.5011330731461664, nan, 0.4802131274640801, nan, nan, nan, 0.39752725267740563, 0.0, nan, nan, 0.15574789958626292, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.24920397572345854, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.31669056253689803, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.10261521288470739, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.37612513236851397, nan, nan, nan, nan, nan, nan, 0.7750038075377532, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
1.2584	32.0	640	1.9909	0.1266	0.1861	0.5614	[0.5483564247014744, nan, nan, 0.5891474404714713, nan, 0.4834495247950764, nan, nan, 0.44016676921771236, nan, 0.2437364676770801, nan, nan, nan, 0.269376327068112, 0.0, nan, nan, 0.12376821384340983, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.15329818634317008, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1583520811373493, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09325679272142105, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15593432849944405, nan, nan, nan, nan, nan, nan, 0.4118917425778626, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 5.611777249855029e-05, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.8130129794093874, nan, nan, 0.8048105778559985, nan, 0.5035491167982074, nan, nan, 0.522359310084351, nan, 0.4679566486860989, nan, nan, nan, 0.34149413976497794, 0.0, nan, nan, 0.17672242387322215, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.22430292901750373, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.36381161218809865, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.12013634189124542, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.290835686551359, nan, nan, nan, nan, nan, nan, 0.7686422906147123, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 5.913777129452581e-05, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.3293	33.0	660	2.0436	0.1251	0.1868	0.5420	[0.5251843371930203, nan, nan, 0.5477793894805798, nan, 0.50790599285567, nan, nan, 0.40767945280012435, nan, 0.24572450315261748, nan, nan, nan, 0.30113729719394994, 0.0, nan, nan, 0.10681833524606764, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.15814649594628674, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1367315326774925, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.12132030664775353, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16560336240616116, nan, nan, nan, nan, nan, nan, 0.4035358431093263, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]	[0.7640716839862003, nan, nan, 0.686788961844807, nan, 0.5414299997872657, nan, nan, 0.5282638801460405, nan, 0.4737962092344237, nan, nan, nan, 0.38597142824323133, 0.0, nan, nan, 0.13387652190099078, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3364587914504354, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.32118459258545284, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.15173018657311432, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3759486410165902, nan, nan, nan, nan, nan, nan, 0.7169300701758496, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 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, 0.0, 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, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
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1.218	35.0	700	1.9754	0.1306	0.1950	0.5517	[0.5310752421578163, nan, nan, 0.5639738732115591, nan, 0.5182865763218945, nan, nan, 0.4563482926731603, nan, 0.26370587278347163, nan, nan, nan, 0.32847488769776184, 0.0, nan, nan, 0.10614076463164336, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.163564250325029, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15613857005283568, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.14408570153251005, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15472001969452964, nan, nan, nan, nan, nan, nan, 0.399513172793383, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0002691272587466359, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.751177198761506, nan, nan, 0.7200703987003317, nan, 0.5798285361754633, nan, nan, 0.5739141382349239, nan, 0.4545784464129592, nan, nan, nan, 0.4462968139160001, 0.0, nan, nan, 0.14089059234628695, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.32754859706218664, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3613898962638104, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.19303141444745656, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.33276341334274623, nan, nan, nan, nan, nan, nan, 0.7729887414037513, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00027597626604112044, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.0877	36.0	720	1.9537	0.1321	0.1961	0.5509	[0.5290157816119943, nan, nan, 0.6244180973027199, nan, 0.5253635407780666, nan, nan, 0.4805143887712695, nan, 0.25736405865743694, nan, nan, nan, 0.31234337966392856, 0.0, nan, nan, 0.11252576461701937, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14719172103834227, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1406463403849744, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.15278885050343993, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13889803792405778, nan, nan, nan, nan, nan, nan, 0.4099232855182897, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0006110018520993642, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7423640688864843, nan, nan, 0.8201899862361516, nan, 0.5633629033973664, nan, nan, 0.6171975324184816, nan, 0.4661091041058379, nan, nan, nan, 0.40518518802145753, 0.0, nan, nan, 0.14873382914096675, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.2684756794792858, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.344919818311064, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20628687609631638, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.35818919872926225, nan, nan, nan, nan, nan, nan, 0.7455861850814813, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0006308028938082753, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.6182	37.0	740	1.9325	0.1308	0.1940	0.5575	[0.5462714819286625, nan, nan, 0.6094434648562469, nan, 0.5016285104197638, nan, nan, 0.4479808926579828, nan, 0.23465769831764136, nan, nan, nan, 0.30325210366309774, 0.0, nan, nan, 0.10976996966632963, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.16322523029253444, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.14537595507154163, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1668306414145555, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1494155316121163, nan, nan, nan, nan, nan, nan, 0.4157746728652319, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 5.659950192438306e-05, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7738869189813496, nan, nan, 0.7814391118933189, nan, 0.5264109600697768, nan, nan, 0.5360317260480927, nan, 0.4880157041289322, nan, nan, nan, 0.4113498259734193, 0.0, nan, nan, 0.14696550498768943, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.29098425543143636, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.33308835046205376, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.24336230266305214, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.32429182845040594, nan, nan, nan, nan, nan, nan, 0.7690640486427592, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 5.913777129452581e-05, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.2029	38.0	760	1.9596	0.1303	0.1911	0.5625	[0.547270869232796, nan, nan, 0.5958648216955525, nan, 0.4972577820615506, nan, nan, 0.45257469537639794, nan, 0.23454290735057132, nan, nan, nan, 0.281511258197822, 0.0, nan, nan, 0.10925744786194737, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1715806467275199, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15400276765973692, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.16194559076886092, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1421774996025601, nan, nan, nan, nan, nan, nan, 0.43129480844594154, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00030074057366264427, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.8031148184671089, nan, nan, 0.7895575261174665, nan, 0.5194900050347111, nan, nan, 0.5461664358554702, nan, 0.47777172926873523, nan, nan, nan, 0.37325542660443317, 0.0, nan, nan, 0.15309964379690502, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.2486674289735245, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.349956023566549, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.24170786158507415, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2663585421814331, nan, nan, nan, nan, nan, nan, 0.7710322527736448, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00031540144690413765, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.0948	39.0	780	1.9408	0.1337	0.1987	0.5599	[0.5475721196918115, nan, nan, 0.5862451643427681, nan, 0.5150557457641998, nan, nan, 0.4686218338451392, nan, 0.23554004701365674, nan, nan, nan, 0.2994180278102741, 0.0, nan, nan, 0.11251422212775535, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.17581622137884234, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1472264531027367, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.19258342022940564, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.17445508501599513, nan, nan, nan, nan, nan, nan, 0.4214045517519497, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0005448669773034722, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7755314504147796, nan, nan, 0.760463909384237, nan, 0.540848526106041, nan, nan, 0.5725292710562759, nan, 0.4776892495999736, nan, nan, nan, 0.38709714473880696, 0.0, nan, nan, 0.15227893832863754, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3076435922244701, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.36102844612585694, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2945104449051188, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.37416166607836215, nan, nan, nan, nan, nan, nan, 0.759023864475087, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0005716651225137495, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.8454	40.0	800	1.9290	0.1336	0.1955	0.5676	[0.5534406090385048, nan, nan, 0.5982712724955549, nan, 0.5181269192102258, nan, nan, 0.4510831150471914, nan, 0.22589783209252237, nan, nan, nan, 0.2921025385215497, 0.0, nan, nan, 0.11306923639363317, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18230409525875577, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15606319720099784, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.19258298689245712, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15304973607237218, nan, nan, nan, nan, nan, nan, 0.43914381453874035, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00040955377254872757, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.8031657729647425, nan, nan, 0.7880592973668178, nan, 0.537224952312067, nan, nan, 0.5463426916782073, nan, 0.477507794328698, nan, nan, nan, 0.38564979495878116, 0.0, nan, nan, 0.15308272203467269, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.26610080042220075, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.35953445222231595, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.30194546324350185, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.29840275326509, nan, nan, nan, nan, nan, nan, 0.7523225980294528, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0004336769894931893, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.1813	41.0	820	1.8980	0.1356	0.1962	0.5657	[0.5454874287977345, nan, nan, 0.5821041095501732, nan, 0.5205815735579336, nan, nan, 0.44728700742700594, nan, 0.2680647211223542, nan, nan, nan, 0.3184689632970267, 0.0, nan, nan, 0.1139409092907984, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.17270087124878994, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15631907529409228, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20837597024983154, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1483050847457627, nan, nan, nan, nan, nan, nan, 0.44793569347034956, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.001787004296414585, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7940339277025616, nan, nan, 0.7406575058101491, nan, 0.5443586416207515, nan, nan, 0.5406017877376306, nan, 0.45230200755513766, nan, nan, nan, 0.43180800024505395, 0.0, nan, nan, 0.15345500080378371, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.27460638578590907, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3493415583320281, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.332841652049115, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.32160033533356863, nan, nan, nan, nan, nan, nan, 0.7527326405567206, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.001852983500561809, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.18	42.0	840	1.9486	0.1363	0.2058	0.5553	[0.5289912419353803, nan, nan, 0.6077625298956149, nan, 0.5335069918655856, nan, nan, 0.45716595634251267, nan, 0.23974374668462073, nan, nan, nan, 0.29912095929582605, 0.0, nan, nan, 0.10971110515363895, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1871020642031899, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1556600212398645, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.21478199220134703, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.18191330202257405, nan, nan, nan, nan, nan, nan, 0.42937315582069596, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.006981321252181663, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.740633614182535, nan, nan, 0.7832442067736185, nan, 0.5678657788556314, nan, nan, 0.5766461034873474, nan, 0.4846010458421999, nan, nan, nan, 0.38931411702091, 0.0, nan, nan, 0.1454256246245484, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3331779400123142, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3726189472162315, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.36232259607718065, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4238329509354042, nan, nan, nan, nan, nan, nan, 0.7825017280363649, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.007411934002247236, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.3556	43.0	860	1.9185	0.1369	0.2011	0.5673	[0.5447002148748874, nan, nan, 0.6018435672818827, nan, 0.5053337543589884, nan, nan, 0.4623591476653142, nan, 0.24620944696587663, nan, nan, nan, 0.30531036228638514, 0.0, nan, nan, 0.10615525864670343, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.19499854708305556, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.16054959844673902, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.22329960156553014, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16255091442026898, nan, nan, nan, nan, nan, nan, 0.45112674445207046, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0060604950930130365, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7851378718804108, nan, nan, 0.7831584647668043, nan, 0.5220144517483212, nan, nan, 0.5925217172353016, nan, 0.4832318833407565, nan, nan, nan, 0.42022537303717544, 0.0, nan, nan, 0.13989220837458013, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3010291142580702, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3506909721803877, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.37870754265667356, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.32971893752206144, nan, nan, nan, nan, nan, nan, 0.7392480991599986, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.006524867432829348, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.3514	44.0	880	1.9189	0.1367	0.2016	0.5630	[0.5365605458832694, nan, nan, 0.6115515366723097, nan, 0.4998901521392871, nan, nan, 0.4432597415810357, nan, 0.25816073215013524, nan, nan, nan, 0.30992744393720395, 0.0, nan, nan, 0.10463610296723477, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18476309462566537, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15964102223403312, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.234754262218739, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16650100381844665, nan, nan, nan, nan, nan, nan, 0.449007822264665, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005108084098312112, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7707087570799276, nan, nan, 0.8020668336379431, nan, 0.5163202643577907, nan, nan, 0.5485081203575475, nan, 0.4597416736774385, nan, nan, nan, 0.41461593539765745, 0.0, nan, nan, 0.1373962484453131, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.309587474711936, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3474138242629429, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.41197576144155634, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3732461171902577, nan, nan, nan, nan, nan, nan, 0.7491476973183219, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005440674959096375, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
0.6995	45.0	900	1.9183	0.1357	0.2015	0.5596	[0.536002289967887, nan, nan, 0.6085282258767115, nan, 0.5221465769773245, nan, nan, 0.43787713117077715, nan, 0.24861233345823058, nan, nan, nan, 0.30050708672148274, 0.0, nan, nan, 0.10566951782605405, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.19760858828728134, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15496350402938408, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2197358811345378, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1597033993837521, nan, nan, nan, nan, nan, nan, 0.43884484333637835, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004827867939243139, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7614370367262036, nan, nan, 0.7880096572576096, nan, 0.5460321512398862, nan, nan, 0.5445045952410927, nan, 0.4706454858877287, nan, nan, nan, 0.40526176737489805, 0.0, nan, nan, 0.14173668045790289, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.334338991995778, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3588717936360679, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3658308084834955, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.35161489587010236, nan, nan, nan, nan, nan, nan, 0.7710439682744239, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005125273512192237, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
0.7327	46.0	920	1.9247	0.1340	0.2001	0.5519	[0.5317877210293457, nan, nan, 0.5908658454455724, nan, 0.5244862000322806, nan, nan, 0.43596171376481313, nan, 0.24977768478317727, nan, nan, nan, 0.3015336894709633, 0.0, nan, nan, 0.1084569158306368, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18479852281932208, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.1450999802019402, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2093453009503696, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16581039998937963, nan, nan, nan, nan, nan, nan, 0.432951447147651, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0050402663343686645, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7489981446568215, nan, nan, 0.7483020826282182, nan, 0.5530311088419455, nan, nan, 0.5298501825506735, nan, 0.47260850200425597, nan, nan, nan, 0.40199565795065995, 0.0, nan, nan, 0.14689781793876014, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.32307151024716335, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.35320907480813024, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3319446659225004, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.41332068478644546, nan, nan, nan, nan, nan, nan, 0.7739025504645196, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005342112006938832, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
0.9967	47.0	940	1.9456	0.1362	0.2016	0.5604	[0.5353111314613159, nan, nan, 0.6040013121273711, nan, 0.545502022899754, nan, nan, 0.45684015634643077, nan, 0.25318063928220946, nan, nan, nan, 0.2856860344391353, 0.0, nan, nan, 0.1072091593763776, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18243552431680485, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15668005125098508, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.22132359737498844, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15359945987003124, nan, nan, nan, nan, nan, nan, 0.44487135971760233, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.003769365339874114, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7668352161519763, nan, nan, 0.8059974277397955, nan, 0.5851398018734798, nan, nan, 0.5591590079315121, nan, 0.4766500057735768, nan, nan, nan, 0.3761348102937967, 0.0, nan, nan, 0.146094034232725, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.26300466179963056, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3521247243942698, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.38183702758730664, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.36136604306388986, nan, nan, nan, nan, nan, nan, 0.7677636280562813, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004119931400185298, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
0.8229	48.0	960	1.9207	0.1370	0.2033	0.5613	[0.5370950646304242, nan, nan, 0.6015766777930628, nan, 0.5451042354180416, nan, nan, 0.45685997171145687, nan, 0.2515579650144248, nan, nan, nan, 0.29504979047977775, 0.0, nan, nan, 0.10680781799430922, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1833671075085324, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15836257065322534, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.225375833615915, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16521674028599237, nan, nan, nan, nan, nan, nan, 0.4436385927211615, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.003923013168800073, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7649818711890282, nan, nan, 0.7913490827861639, nan, 0.5798001716056473, nan, nan, 0.5652398338159386, nan, 0.4761056399597499, nan, nan, nan, 0.38391144363568136, 0.0, nan, nan, 0.14545946814901303, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.30244524584396165, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.36490801093989084, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.39744458619040024, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.36513854571126014, nan, nan, nan, nan, nan, nan, 0.7546071206813735, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004198781761911333, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
1.1484	49.0	980	1.9097	0.1355	0.2011	0.5595	[0.5379186069232229, nan, nan, 0.5945120151660874, nan, 0.5255949799414508, nan, nan, 0.45422437885814315, nan, 0.251876614761539, nan, nan, nan, 0.29943005664467703, 0.0, nan, nan, 0.10638311114430461, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18116246389662377, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15605314727932793, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.21733286169083835, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16492020475760313, nan, nan, nan, nan, nan, nan, 0.4350193418472789, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00479151426481346, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7673877227635721, nan, nan, 0.7726979399354679, nan, 0.5499960998716503, nan, nan, 0.5586050610600529, nan, 0.4760231602909883, nan, nan, nan, 0.39347237591273015, 0.0, nan, nan, 0.14462184091851327, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.30730055413844665, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.35787178158773, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.36740551746132993, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.36249117543240383, nan, nan, nan, nan, nan, nan, 0.7694037981653525, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005164698693055254, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]
0.6254	50.0	1000	1.9189	0.1362	0.2014	0.5622	[0.5394486238576831, nan, nan, 0.5953296561678437, nan, 0.5305918700503232, nan, nan, 0.45864878291107797, nan, 0.2527963616569211, nan, nan, nan, 0.29357850916534417, 0.0, nan, nan, 0.10623097394858876, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.18785814116002794, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.15775911336081969, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.21968459188747602, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15961103761497517, nan, nan, nan, nan, nan, nan, 0.4441676196699886, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004493932281716791, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]	[0.7739608529583082, nan, nan, 0.7817504907601706, nan, 0.5577609008587373, nan, nan, 0.581178396072013, nan, 0.4749674205308391, nan, nan, nan, 0.3909988627966014, 0.0, nan, nan, 0.14556099872240696, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.28374527223150675, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.3724984638369137, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3698572795407431, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.33803609248146843, nan, nan, nan, nan, nan, nan, 0.7644364258350224, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004869009836582626, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 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, 0.0, nan, 0.0, nan, nan]

Framework versions

Transformers 4.32.1
Pytorch 2.1.1+cpu
Datasets 2.12.0
Tokenizers 0.13.2

SalnikKirill/segformer-b0-scene-parse-150

segformer-b0-scene-parse-150

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

SalnikKirill/
segformer-b0-scene-parse-150