segformer-b0-scene-parse-150

smldr/segformer-b0-scene-parse-150

segformer-b0-scene-parse-150 is a machine learning model from smldr. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.

should probably proofread and complete it, then remove this comment. --

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At a glance

Library: transformers
License: other
Model type: segformer
Access: Public
Created: Jul 7, 2023
Updated: Jul 7, 2023
SHA: 7175ed10

Datasets

scene_parse_150

Model card

From the Hugging Face model README

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: 2.7923
Mean Iou: 0.0832
Mean Accuracy: 0.1445
Overall Accuracy: 0.4339
Per Category Iou: [0.3132159702867133, 0.2815886300683978, 0.6256497198610469, 0.2590630678154856, 0.6124828651750657, 0.5683571713887273, 0.2094782523998658, 0.0, 0.12756123483032206, 0.003235560931357726, 0.0, 0.0, 0.5419137212177083, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.031913440257930546, 0.0, nan, 0.0, nan, 0.004364885520240778, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
Per Category Accuracy: [0.5409298304721759, 0.9749351909283204, 0.6560250672416233, 0.7242135015566115, 0.9411090087999572, 0.7792467332820907, 0.22717376633588995, nan, 0.2245475113122172, 0.005665322402732062, 0.0, 0.0, 0.6009944931105793, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08926933659431367, 0.0, nan, 0.0, nan, 0.014023896314297287, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 6e-05
train_batch_size: 4
eval_batch_size: 4
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Per Category Iou	Per Category Accuracy
3.863	2.0	20	3.8145	0.0447	0.1086	0.3287	[0.2508679748630348, 0.20388840373213218, 0.5812327712181038, 0.19783623186972898, 0.37920267135683516, 0.15404690725564246, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00039412284020683564, 0.20649126550106864, 0.0, 0.004936551682364699, 0.0005434514105034336, 0.0, 0.0, 0.0, 0.023112978826571845, 0.0, nan, 0.0, nan, 0.009885568316338186, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 1.4000504018144654e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.44404746047789556, 0.9877061564642079, 0.5814685352759901, 0.8196686056038014, 0.9293995323349339, 0.21437355880092238, 0.0, nan, 0.0, 0.0, 0.0, 0.0003965861861099654, 0.2136378774852646, nan, 0.05103318722604884, 0.0005501467057882102, 0.0, 0.0, nan, 0.07650565576276368, 0.0, nan, 0.0, nan, 0.024098825435398947, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 1.4000504018144654e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
3.4859	4.0	40	3.5408	0.0585	0.1193	0.3984	[0.3301401677889994, 0.27924298921277774, 0.8632929309846485, 0.20389575854274697, 0.3865589842985168, 0.2706966274988555, 0.0, 0.0, 0.000355646882162333, 0.0, 0.0, 0.0, 0.22802251627682663, 0.0, 0.0, 8.152085303420614e-05, 0.0, 0.0, 0.0, 0.011682242990654205, 0.0, nan, 0.0, nan, 0.0014066301703163017, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5687657193897938, 0.9790225360624711, 0.8700167695708514, 0.6909921350155661, 0.9603064812666227, 0.4090411222136818, 0.0, nan, 0.0003915767490428124, 0.0, 0.0, 0.0, 0.23436810186583637, nan, 0.0, 8.335556148306216e-05, 0.0, 0.0, nan, 0.056557627636808314, 0.0, nan, 0.0, nan, 0.0037464560550830297, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
3.3458	6.0	60	3.3718	0.0610	0.1243	0.4021	[0.3165003520384064, 0.24550069220119983, 0.7438600423160148, 0.21560794578875248, 0.40535812801916116, 0.3605824379052836, 0.0, 0.0, 0.002606902455157387, 0.0, 0.0, 0.0, 0.3772112647417649, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017033618562317727, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 7.000252009072327e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5564957807394871, 0.9899327257979865, 0.7589809763374822, 0.6461371456660658, 0.9410197597415347, 0.591967717140661, 0.0, nan, 0.002915071353985381, 0.0, 0.0, 0.0, 0.40231661128796153, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08124426780800978, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 7.000252009072327e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.8546	8.0	80	3.2745	0.0655	0.1327	0.4252	[0.3321085703735939, 0.27802134658106314, 0.8754999361783602, 0.2260565233086755, 0.42503274436410543, 0.46493874977481536, 1.7604910596395687e-05, 0.0, 0.0009627384560527724, 0.0, 0.0, 0.0, 0.32548884339208356, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01741065284213424, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5261944124506708, 0.9772730887287879, 0.8962736706848301, 0.7567180075372768, 0.9571961515806008, 0.7935049961568025, 1.7604910596395687e-05, nan, 0.0011747302471284372, 0.0, 0.0, 0.0, 0.33985098093888205, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.05800978294099664, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.5634	10.0	100	3.3416	0.0765	0.1381	0.4365	[0.3383971119133574, 0.26313191194899554, 0.8805473372781065, 0.23024531828964948, 0.5349008787754751, 0.45237990206890466, 0.0005574593934841799, 0.0, 0.044449686594325, 0.0, 0.0, 0.0, 0.43632368361719415, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.03159159159159159, 0.0, nan, 0.0, nan, 0.002556111908680276, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.4896274880055996, 0.9918094056650285, 0.9139443337362386, 0.7782545469441259, 0.9447102083073023, 0.7882398155265181, 0.0005574888355525301, nan, 0.05738774799860773, 0.0, 0.0, 0.0, 0.47214412404829953, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08040354631611128, 0.0, nan, 0.0, nan, 0.007391656541109761, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.2719	12.0	120	3.1706	0.0729	0.1398	0.4376	[0.3422437773201835, 0.27495249157754664, 0.8736822019749082, 0.23440170362561086, 0.4867359152694529, 0.46031877939734406, 0.0020647219957415108, 0.0, 0.07056789021532969, 0.0, 0.0, 0.0, 0.4338291312737189, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.029052569922389807, 0.0, nan, 0.0, nan, 0.00016108988815759193, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.4948535729862858, 0.9825691429298472, 0.8974714971742184, 0.7992073570375225, 0.958119879335273, 0.7983089930822445, 0.0020656428433104275, nan, 0.1100765750087017, 0.0, 0.0, 0.0, 0.47191951111834, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.07581779272393763, 0.0, nan, 0.0, nan, 0.00035439449169704333, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.2517	14.0	140	3.1260	0.0688	0.1343	0.4040	[0.2936304837107923, 0.3062783313696907, 0.6340815353251613, 0.2329915985701951, 0.5288471952816534, 0.5104340236451639, 0.0023859213056324157, 0.0, 0.0514495492090914, 0.0, 0.0, 0.0, 0.4342719285611407, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.034793056727254135, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5073507327227094, 0.9757144901951429, 0.6587555671708427, 0.8096940029493692, 0.9587178480267033, 0.8035069177555726, 0.002388399537577682, nan, 0.08292725374173338, 0.0, 0.0, 0.0, 0.4670632246671469, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.10402017731580557, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9298	16.0	160	3.0748	0.0793	0.1432	0.4470	[0.34574935234350596, 0.3350252971454284, 0.8769345756874677, 0.22845121083599745, 0.5531799430058743, 0.4895110967039837, 0.021661935899056527, 0.0, 0.12466700674488465, 0.0, 0.0, 0.0, 0.4918243955568278, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015949607796529593, 0.0, nan, 0.0, nan, 0.004421945656088679, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.49147920927062033, 0.9709909823941982, 0.9039207038864024, 0.7662010486645912, 0.9597977616336147, 0.8125, 0.022123504316137247, nan, 0.1913940132265924, 0.0, 0.0, 0.0, 0.5456119153286707, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.05128401100580862, 0.0, nan, 0.0, nan, 0.01118874038072094, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.2007	18.0	180	2.9957	0.0795	0.1432	0.4460	[0.35119952503044194, 0.42619507210173724, 0.8914760979725331, 0.20577805517180117, 0.5461910753059113, 0.5324085903753726, 0.010440902408815733, 0.0, 0.08558798019081727, 0.0, 0.0, 0.0, 0.42801433009680745, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.019939261940550325, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.485106571912862, 0.9551346279243602, 0.9319906787320462, 0.9015033590037687, 0.9608821376934473, 0.840814757878555, 0.01058641957196594, nan, 0.1330925861468848, 0.0, 0.0, 0.0, 0.4598988467287838, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.049678997248547845, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9696	20.0	200	2.9253	0.0798	0.1424	0.4564	[0.3598609583283722, 0.3427695103941838, 0.9014034695368837, 0.23256448382957803, 0.5352379046380147, 0.5033803962434393, 0.07701143600398655, 0.0, 0.0789317200548101, 0.0, 0.0, 0.0, 0.4657523569280043, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010551248923341947, 0.0, nan, 0.0, nan, 0.0024180706548449877, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5288688307516317, 0.9597786153919557, 0.9436477083401391, 0.794455595608717, 0.9547685771915106, 0.7611548808608762, 0.08026078740896794, nan, 0.13283153498085626, 0.0, 0.0, 0.0, 0.5090968236633594, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.026215224701926016, 0.0, nan, 0.0, nan, 0.0062272174969623326, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.1686	22.0	220	2.9800	0.0765	0.1383	0.4176	[0.31165515457497867, 0.42869521722896575, 0.663330413450164, 0.20660957030428012, 0.5722382840318448, 0.5105854417107054, 0.0413539477634344, 0.0, 0.1283058713748987, 0.0, 0.0, 0.0, 0.49276817787578614, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.009740175634018081, 0.0, nan, 0.0, nan, 0.002611295960914796, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5097822595178212, 0.9677942649935588, 0.682358193677654, 0.8043994756677044, 0.9609758492047908, 0.7602709454265949, 0.04203465820066077, nan, 0.2273320570831883, 0.0, 0.0, 0.0, 0.5434548566737148, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.028737389177621524, 0.0, nan, 0.0, nan, 0.006277845281490482, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.1138	24.0	240	2.9429	0.0755	0.1392	0.4179	[0.3033981744794764, 0.3508947139617676, 0.6365649994695399, 0.23960420042616717, 0.5527425282393669, 0.521425953774026, 0.0341301891646997, 0.0, 0.1354081090223747, 0.0, 0.0, 0.0, 0.5185490231662118, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0204029584289722, 0.0, nan, 0.0, nan, 0.007209217142286304, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5129790251431885, 0.94994990218999, 0.6697075125499549, 0.7692323447484843, 0.9483560323438588, 0.7928900845503459, 0.03580838815306883, nan, 0.24382178907065785, 0.0, 0.0, 0.0, 0.5754118549155378, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.04891470498318557, 0.0, nan, 0.0, nan, 0.021921830700688538, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.7601	26.0	260	2.8303	0.0846	0.1485	0.4665	[0.35918970453224397, 0.28952630950960506, 0.8923846636162484, 0.2522781725819515, 0.5815612150261407, 0.5471433378410122, 0.12899202560635745, 0.0, 0.12833962069143715, 0.0, 0.0, 0.0, 0.5196284907965124, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01768192968111202, 0.0, nan, 0.0, nan, 0.005440943096803446, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5180640763462849, 0.9647883963929577, 0.9376340748968236, 0.7623607242339833, 0.9486014672545204, 0.8280169100691775, 0.13716572676005093, nan, 0.216106856943961, 0.0, 0.0, 0.0, 0.5732973952645398, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.03966676857230205, 0.0, nan, 0.0, nan, 0.015795868772782502, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.7967	28.0	280	2.8569	0.0824	0.1433	0.4479	[0.3381557428607372, 0.2958594281570805, 0.7621912941096793, 0.2574155092100978, 0.538031193347967, 0.5738686364045816, 0.11176018447348193, 0.0, 0.11197149996289057, 0.0, 0.0, 0.0, 0.5323603457685604, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.020846905537459284, 0.0, nan, 0.0, nan, 0.0009164585167747848, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5475871471217356, 0.9474211555894843, 0.7965709494408328, 0.7447566770440767, 0.9548846009674598, 0.7957244427363567, 0.11945518670007688, nan, 0.19691959624086322, 0.0, 0.0, 0.0, 0.5855155641269915, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.041577499235707735, 0.0, nan, 0.0, nan, 0.0025820170109356016, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.0672	30.0	300	2.9038	0.0786	0.1416	0.4204	[0.2986404354896972, 0.3350598174911584, 0.6225514797084528, 0.22987342541520414, 0.6329161937757601, 0.5695928477732072, 0.0782018827190935, 0.0, 0.13961596766043458, 0.0, 0.0, 0.0, 0.5327121769281098, 0.0, 0.0, 0.0005071408706463593, 0.0, 0.0, 0.0, 0.01249694451234417, 0.0, nan, 0.0, nan, 0.005688539419664602, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.494464424229603, 0.9763665569286066, 0.6517646162055035, 0.774629280681632, 0.9456517858736591, 0.859435049961568, 0.08375242801058642, nan, 0.2404281239122868, 0.0, 0.0, 0.0, 0.5896283043272843, nan, 0.0, 0.0005168044811949854, 0.0, 0.0, nan, 0.03125955365331703, 0.0, nan, 0.0, nan, 0.016555285540704737, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.4707	32.0	320	2.8176	0.0828	0.1419	0.4525	[0.34698112514565993, 0.28659611161896503, 0.8307741290853649, 0.254996813728079, 0.5937015699750691, 0.563243977564663, 0.08002014175027479, 0.0, 0.06957211643685708, 0.00026098837834103507, 0.0, 0.0, 0.51044426185383, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.020769478948217453, 0.0, nan, 0.0, nan, 0.0025216626049282425, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5428259512597712, 0.9673171429934634, 0.8737136976903728, 0.7417151400950353, 0.9436615318708388, 0.8046790930053804, 0.08672765790137729, nan, 0.1106421858684302, 0.0004500489759179675, 0.0, 0.0, 0.5581515130391679, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.03936105166615714, 0.0, nan, 0.0, nan, 0.007543539894694208, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.6198	34.0	340	2.8367	0.0796	0.1422	0.4296	[0.31457677359239816, 0.32919827539158436, 0.6738615086878308, 0.24365091230556224, 0.600498259734, 0.5474101518588238, 0.12653583385503145, 0.0, 0.13580153058638691, 0.0, 0.0, 0.0, 0.5059564407660149, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02123097996009886, 0.0, nan, 0.0, nan, 0.003383522246658772, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5255179726655645, 0.9593173974585302, 0.6995551707991681, 0.7677269375716861, 0.9562277992967174, 0.7906994619523443, 0.1364028473008738, nan, 0.23316219979115907, 0.0, 0.0, 0.0, 0.5544492723315597, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.054494038520330176, 0.0, nan, 0.0, nan, 0.01012555690562981, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.6611	36.0	360	2.8489	0.0769	0.1392	0.4179	[0.3056689831348538, 0.31448866851152696, 0.6221028168574726, 0.2486797840067151, 0.6081841845073549, 0.563832359460004, 0.07990548162509914, 0.0, 0.12317810167081408, 0.0, 0.0, 0.0, 0.4935499589203339, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.022075377912926523, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5331442436018982, 0.9723905402611448, 0.6514896605795303, 0.7706353432737998, 0.9415195544687004, 0.8065814757878556, 0.08513147934063742, nan, 0.21105986773407587, 0.0, 0.0, 0.0, 0.5373941802015321, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.057704066034851724, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9023	38.0	380	2.7928	0.0832	0.1472	0.4425	[0.32015885175833414, 0.2909835481464942, 0.7039435726574804, 0.25787875202145705, 0.6155369897810559, 0.5586639139761808, 0.17564224234877202, 0.0, 0.15490859210557434, 0.0059249174293422085, 0.0, 0.0, 0.5462376268561886, 0.0, 0.0, 0.00044318237775552746, 0.0, 0.0, 0.0, 0.023509590461378953, 0.0, nan, 0.0, nan, 0.006197271938815738, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.516277648496815, 0.9741240835281582, 0.7373765422016051, 0.7365025397345568, 0.9429341520446959, 0.798184089162183, 0.18789134249179903, nan, 0.2849808562478246, 0.010368775425561017, 0.0, 0.0, 0.6092780630620164, nan, 0.0, 0.0004501200320085356, 0.0, 0.0, nan, 0.0693213084683583, 0.0, nan, 0.0, nan, 0.019896719319562575, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.7161	40.0	400	2.8178	0.0799	0.1409	0.4239	[0.31229284261272017, 0.28509500691550094, 0.6390142792544363, 0.25819388263977394, 0.606902736776749, 0.5673639419540665, 0.11080152883177312, 0.0, 0.12355765604967445, 0.0, 0.0, 0.0, 0.5066431665464417, 0.0, 0.0, 0.00016424136911605296, 0.0, 0.0, 0.0, 0.022028798624543305, 0.0, nan, 0.0, nan, 0.0034846096407533393, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5376782183777459, 0.9769231992620513, 0.6655450654993303, 0.7634974602654432, 0.9421844599539475, 0.7929957724827056, 0.11738367555323431, nan, 0.213844413505047, 0.0, 0.0, 0.0, 0.55215279875456, nan, 0.0, 0.0001667111229661243, 0.0, 0.0, nan, 0.06267196575970652, 0.0, nan, 0.0, nan, 0.0106318347509113, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.5202	42.0	420	2.7736	0.0849	0.1469	0.4428	[0.3255871239259339, 0.2852122220456691, 0.7034828461688692, 0.2569307979457809, 0.6021902479381136, 0.5646105969804449, 0.19237604650272597, 0.0, 0.14369142033165105, 0.008521751429552847, 0.0, 0.0, 0.5351221671139337, 0.0, 0.0, 0.0008801238692853068, 0.0, 0.0, 0.0, 0.027648811586168665, 0.0, nan, 0.0, nan, 0.004039407348021153, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5281688853369271, 0.970593380727452, 0.7354518528197924, 0.7203629362608553, 0.9452144654873891, 0.7983858570330515, 0.2064469182604001, nan, 0.2601374869474417, 0.014886914164188456, 0.0, 0.0, 0.5899768416323938, nan, 0.0, 0.0009002400640170712, 0.0, 0.0, nan, 0.09148578416386426, 0.0, nan, 0.0, nan, 0.01326447954637505, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9157	44.0	440	2.7609	0.0901	0.1519	0.4706	[0.3610414853128275, 0.2779466473096815, 0.8726264791317907, 0.26037796214561504, 0.6091230194772429, 0.5653408315361306, 0.17674991784423266, 0.0, 0.1497116270052828, 0.008980109008266126, 0.0, 0.0, 0.5607235142118863, 0.0, 0.0, 0.00023130555463767637, 0.0, 0.0, 0.0, 0.03109986051557576, 0.0, nan, 0.0, nan, 0.0016247079394061305, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5210310091489134, 0.9743626445282059, 0.9110396044994719, 0.7334302801900705, 0.9427065669457187, 0.7958877786318217, 0.1893760232854284, nan, 0.268795683954055, 0.015760538646852746, 0.0, 0.0, 0.6252294537258638, nan, 0.0, 0.00023339557215257403, 0.0, 0.0, nan, 0.09202078874961786, 0.0, nan, 0.0, nan, 0.00531591737545565, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.2432	46.0	460	2.7965	0.0812	0.1452	0.4323	[0.30718955261355146, 0.2924235668637124, 0.637272516894659, 0.25628957998906315, 0.6085715681681665, 0.5652555161303479, 0.1745873182235032, 0.0, 0.14582833565225736, 0.005941671832242263, 0.0, 0.0, 0.5484789811410438, 0.0, 0.0, 0.00013139093731009903, 0.0, 0.0, 0.0, 0.029544212197724965, 0.0, nan, 0.0, nan, 0.0027069915056473445, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5176540336966259, 0.9700526424606772, 0.6672111332527523, 0.7439374078322136, 0.9449110186887528, 0.7989719446579554, 0.18768595186817444, nan, 0.2644883397145841, 0.010404073384456545, 0.0, 0.0, 0.6077444989195343, nan, 0.0, 0.00013336889837289943, 0.0, 0.0, nan, 0.08674717211861815, 0.0, nan, 0.0, nan, 0.008809234507897935, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9771	48.0	480	2.7780	0.0823	0.1435	0.4308	[0.3126886384663219, 0.2806790726248275, 0.6271605066391311, 0.25688746508595484, 0.60644182444606, 0.5685386177438555, 0.1766897842360194, 0.0, 0.13271369049086562, 0.00014648536156628211, 0.0, 0.0, 0.5417192451137096, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.030928656835392587, 0.0, nan, 0.0, nan, 0.004298941798941799, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0004321882667856346, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5384486806812454, 0.9736787696614024, 0.6580804286040965, 0.7242954284777978, 0.9417828391910466, 0.7801018447348194, 0.188378411684966, nan, 0.23420640445527324, 0.0002559102019925698, 0.0, 0.0, 0.5985005150606842, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08896361968816875, 0.0, nan, 0.0, nan, 0.01382138517618469, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.00043401562456248425, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.6352	50.0	500	2.7923	0.0832	0.1445	0.4339	[0.3132159702867133, 0.2815886300683978, 0.6256497198610469, 0.2590630678154856, 0.6124828651750657, 0.5683571713887273, 0.2094782523998658, 0.0, 0.12756123483032206, 0.003235560931357726, 0.0, 0.0, 0.5419137212177083, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.031913440257930546, 0.0, nan, 0.0, nan, 0.004364885520240778, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]	[0.5409298304721759, 0.9749351909283204, 0.6560250672416233, 0.7242135015566115, 0.9411090087999572, 0.7792467332820907, 0.22717376633588995, nan, 0.2245475113122172, 0.005665322402732062, 0.0, 0.0, 0.6009944931105793, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08926933659431367, 0.0, nan, 0.0, nan, 0.014023896314297287, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 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, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

Framework versions

Transformers 4.28.0
Pytorch 2.1.0.dev20230602
Datasets 2.13.0
Tokenizers 0.13.2

Library: transformers
Type: segformer
License: other
Created: Jul 7, 2023
Updated: Jul 7, 2023