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# segformer-b0-scene-parse-150

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset.
It achieves the following results on the evaluation set:
- Loss: 2.8146
- Mean Iou: 0.1013
- Mean Accuracy: 0.2187
- Overall Accuracy: 0.4576
- Per Category Iou: [0.43249623322594644, 0.5637680221886194, 0.84778269393654, 0.5706036649786878, 0.1805924417943763, 0.43941848036354814, 0.0, 0.1363376303405477, 0.27005944756462047, 0.0, 0.0, nan, 0.514424089281954, 0.0003499358450950659, 0.095533208606174, 0.1350582147477361, 0.0027549881062187485, 0.0, 0.0, 0.03443470867480693, nan, 0.0, 0.0, nan, nan, 0.0, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
- Per Category Accuracy: [0.6296875682312658, 0.937216023659094, 0.993268656923568, 0.8063063063063063, 0.972428183904848, 0.4903302283719807, nan, 0.6384349882937896, 0.5483585921739276, nan, 0.0, nan, 0.6358667360749609, 0.0003499548947024606, 0.095533208606174, 0.15953545232273839, 0.2603211009174312, 0.0, 0.0, 0.45406415446901277, nan, 0.0, 0.0, nan, nan, nan, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
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| 4.5263        | 1.0   | 20   | 4.2268          | 0.0609   | 0.1617        | 0.3986           | [0.41782293653149255, 0.40413613715250546, 0.6569691532186662, 0.5934092253249197, 0.14039469820204772, 0.15342073967065759, 0.0, 0.07469063052445492, 0.2848398632246613, nan, 0.0, 0.0, 0.14432296047098403, 0.0, 0.0, 0.0223463687150838, 0.0, 0.0, 0.010514181919798799, 0.08158093020069868, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                      | [0.6038797742620748, 0.9523927947304746, 0.9654827830286881, 0.7812419562419562, 0.5919037351325033, 0.15386754278773332, nan, 0.673046752431754, 0.36387735707497626, nan, 0.0, nan, 0.15460697553357627, 0.0, 0.0, 0.035452322738386305, 0.0, 0.0, 0.01440536013400335, 0.37091248832139523, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                    |
| 4.3185        | 2.0   | 40   | 3.8110          | 0.0649   | 0.1560        | 0.4071           | [0.3728719129703012, 0.5767693909983777, 0.663351691288654, 0.5221179254148839, 0.17693390387503377, 0.2391236215479479, 0.0, 0.07723887465280148, 0.13630606146316268, nan, 0.0, nan, 0.09944278569119297, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05028925431603881, 0.005851555281798583, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        | [0.6567154977767845, 0.9342788009141013, 0.9896462228143954, 0.6077734877734877, 0.7834318703484733, 0.24006497735305093, nan, 0.9014023315874586, 0.18479801263775655, nan, 0.0, nan, 0.10469306851399511, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05283560660445082, 0.005917159763313609, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                   |
| 3.497         | 3.0   | 60   | 3.7339          | 0.0863   | 0.1658        | 0.4214           | [0.3770087556458568, 0.658520990656288, 0.7540426233255977, 0.5637423139139158, 0.09690021243378162, 0.32010263695800295, 0.0, 0.2686838398982327, 0.1263308216553854, nan, 0.0, nan, 0.14041458013287314, 0.0, 0.0, 0.011308068459657702, 0.0, 0.0, 0.0, 0.13490064371676463, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                         | [0.662528480533058, 0.9137720123672537, 0.9842160414151088, 0.7557593307593308, 0.9575293872156917, 0.3231452551166007, nan, 0.5709734256957351, 0.1814134947231531, nan, 0.0, nan, 0.14091218515997278, 0.0, 0.0, 0.011308068459657702, 0.0, 0.0, 0.0, 0.3002180006228589, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                       |
| 3.0071        | 4.0   | 80   | 3.6535          | 0.0879   | 0.1834        | 0.4360           | [0.42185903129385516, 0.6071024499365468, 0.7777535387453263, 0.5171630547096551, 0.136494654756166, 0.3668733032940584, 0.0, 0.10765210765210766, 0.2905898657089319, nan, 0.0, nan, 0.14057988212491596, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0032844630616907845, 0.14516403195648478, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        | [0.6478483230199769, 0.9485414706277725, 0.977262633412444, 0.7311068211068211, 0.9571676984071781, 0.3836810255884914, nan, 0.866114744997707, 0.49642374831190916, nan, 0.0, nan, 0.14231369879469827, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0033022254127781764, 0.26596075988788537, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                     |
| 3.9155        | 5.0   | 100  | 3.4380          | 0.0893   | 0.1870        | 0.4437           | [0.4219302457549435, 0.5808710913892592, 0.750857008072125, 0.5091726799186272, 0.14423168544512463, 0.4551444464889807, 0.0, 0.12345494671978906, 0.30624465355004277, 0.0, 0.0, nan, 0.21987086105752196, 0.0, 0.0, 0.013431013431013432, 0.0, 0.0, 9.495323553150074e-05, 0.13691275167785236, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                      | [0.645557036842957, 0.9431912891517678, 0.9940771120456343, 0.7183397683397683, 0.9475551227655282, 0.4705809180246299, nan, 0.8182037604692138, 0.5491255272678771, nan, 0.0, nan, 0.2236215112321307, 0.0, 0.0, 0.013447432762836185, 0.0, 0.0, 9.57166786312515e-05, 0.2223606353161009, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                       |
| 3.0912        | 6.0   | 120  | 3.3256          | 0.0848   | 0.1766        | 0.4278           | [0.39183512513151103, 0.648161153032224, 0.7607365706645159, 0.4568879630468255, 0.12260279900870649, 0.36418120670326826, 0.0, 0.11684717816810329, 0.24506194870748993, 0.0, 0.0, nan, 0.10020384507774091, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.09909660766961652, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                                       | [0.6610643178414646, 0.9243245059819868, 0.994951492692676, 0.6492277992277993, 0.9655560965430896, 0.3708245830985709, nan, 0.7806714778788829, 0.4006735690825122, nan, 0.0, nan, 0.1003884194930525, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3347866708190595, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                                         |
| 2.6816        | 7.0   | 140  | 3.3083          | 0.0901   | 0.1788        | 0.4294           | [0.376209450369014, 0.6787242506864867, 0.7879822220261596, 0.46182192213870843, 0.15198399247733907, 0.3383809936452917, 0.0, 0.08765508271077908, 0.24342855924160509, 0.0, 0.0, nan, 0.20895699926646974, 0.0, 0.0, 0.022865853658536585, 0.0, 0.0, 0.0, 0.24707233065442022, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                       | [0.6744703969422118, 0.9403145584083882, 0.9916517466794355, 0.6298519948519948, 0.9668220073728873, 0.34287993092497604, nan, 0.7612415823899978, 0.3805998766234849, nan, 0.0, nan, 0.21102791014295438, 0.0, 0.0, 0.022921760391198046, 0.0, 0.0, 0.0, 0.3350981002802865, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                     |
| 3.0826        | 8.0   | 160  | 3.2833          | 0.0917   | 0.1835        | 0.4366           | [0.45688268381611974, 0.6373354337796782, 0.8003960662653644, 0.5475087303834505, 0.10110295441938202, 0.4561562763569825, 0.0, 0.06663319510819371, 0.29885205615988725, nan, 0.0, nan, 0.09874401913875598, 0.0, 0.0, 0.018625954198473283, 0.0, 0.0, 0.0, 0.09600946444009646, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                      | [0.6405377843879158, 0.9136711923645652, 0.9900834131379161, 0.8212419562419563, 0.9761424497461223, 0.4669808214366727, nan, 0.2594675484540561, 0.5798862935360709, nan, 0.0, nan, 0.09916710046850599, 0.0, 0.0, 0.018643031784841075, 0.0, 0.0, 0.0, 0.6571161631890376, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                      |
| 3.1961        | 9.0   | 180  | 3.1729          | 0.1006   | 0.2026        | 0.4468           | [0.4112457337883959, 0.5273673706472849, 0.7886283266145664, 0.5159994409100541, 0.1357625739413477, 0.5186379727706494, 0.0, 0.12958307786633966, 0.30198404619570246, nan, 0.0, nan, 0.31319087653744354, 0.0, 0.0, 0.16262135922330098, 0.0, 0.0, 0.0, 0.11764304246893349, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                         | [0.6190325737668282, 0.9519693507191826, 0.9950972228005163, 0.7364414414414414, 0.9654865410029909, 0.5424365043940204, nan, 0.7141753759262388, 0.5440737591490354, nan, 0.0, nan, 0.3222079846233933, 0.0, 0.0, 0.16381418092909536, 0.0, 0.0, 0.0, 0.5365929616941763, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        |
| 2.8101        | 10.0  | 200  | 3.1385          | 0.1002   | 0.2028        | 0.4543           | [0.4049797899667573, 0.6080066722268557, 0.7998307616008159, 0.562344067819143, 0.1632308196304039, 0.4784646033839333, 0.0, 0.09734460752140094, 0.28445941756402043, 0.0, 0.0, nan, 0.33708313539192397, 0.0, 0.0, 0.1415929203539823, 0.0, 0.0, 0.0, 0.12880192241675248, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                           | [0.6609153328658287, 0.955471165479231, 0.9904581477009341, 0.8165894465894465, 0.9634694303401266, 0.4990963172182668, nan, 0.6729984793994834, 0.45892729121859316, nan, 0.0, nan, 0.3551635766627958, 0.0, 0.0, 0.14180929095354522, 0.0, 0.0, 0.0, 0.5842416692619121, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        |
| 2.2411        | 11.0  | 220  | 3.1568          | 0.0871   | 0.1834        | 0.4165           | [0.42510685240950646, 0.5788467189968951, 0.7968626274245039, 0.30590267568362245, 0.1349768155972009, 0.5082986235913483, 0.0, 0.06922413638241687, 0.3001670928611652, 0.0, 0.0, nan, 0.2904923245821582, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.07474332648870637, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                                         | [0.6226210567144703, 0.9134829950262132, 0.9951492692676022, 0.4284684684684685, 0.9734854281143493, 0.5277434272626826, nan, 0.37204025970891363, 0.5421064039080344, nan, 0.0, nan, 0.30727185360189, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.7368421052631579, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                                         |
| 2.2342        | 12.0  | 240  | 3.1081          | 0.0987   | 0.1977        | 0.4487           | [0.4349838951966276, 0.7079847054679483, 0.809850809587782, 0.538251978241583, 0.1389438550482775, 0.455968850965123, 0.0, 0.09460271151535954, 0.27588667727096855, 0.0, 0.0, nan, 0.32996709406558494, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.06402372062376455, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                                            | [0.6448840357461193, 0.932148138190617, 0.9935427683168867, 0.773011583011583, 0.9728872504694999, 0.48329101512479605, nan, 0.6918732350172576, 0.5349705730338952, nan, 0.0, nan, 0.3493372842670084, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.544690127686079, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                                          |
| 2.0779        | 13.0  | 260  | 3.0705          | 0.0897   | 0.1761        | 0.4274           | [0.40107558989480496, 0.7219732114371786, 0.8057443056741094, 0.4299979215403597, 0.13359819451053234, 0.4538194904556328, 0.0, 0.03652848925328428, 0.2645978770201779, 0.0, 0.0, nan, 0.22076109604119984, 0.0, 0.0, 0.04767726161369193, 0.0, 0.0, 0.0, 0.07127898859846428, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        | [0.6624437132193342, 0.9278263207420352, 0.9956870827608222, 0.6257078507078507, 0.9725394727690061, 0.4761347255658079, nan, 0.19603678405059013, 0.46131145901065373, nan, 0.0, nan, 0.22486285188003044, 0.0, 0.0, 0.04767726161369193, 0.0, 0.0, 0.0, 0.572407349735285, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                      |
| 2.8407        | 14.0  | 280  | 3.0518          | 0.1034   | 0.2097        | 0.4565           | [0.43827595725938184, 0.7080915571766071, 0.8080306337700038, 0.5561328647582734, 0.16582119830573372, 0.47106709274190706, 0.0, 0.09176401061588968, 0.267402728287082, 0.0, 0.0, nan, 0.36006992744088123, 0.0, 0.0, 0.08244274809160305, 0.0, 0.0, 0.0, 0.08191409193669932, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        | [0.6402809137402679, 0.9186248151633284, 0.9928349363645196, 0.8747425997425997, 0.9699380955693121, 0.4886326218508301, nan, 0.8170210711785861, 0.49545674319345107, nan, 0.0, nan, 0.38351419533095743, 0.0, 0.0, 0.08251833740831296, 0.0, 0.0, 0.0, 0.6770476487075677, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                      |
| 2.1004        | 15.0  | 300  | 3.0004          | 0.1002   | 0.1997        | 0.4471           | [0.44847045762920934, 0.6025719507629974, 0.8554929391895938, 0.5483001354370649, 0.13129544187369263, 0.5391483914131504, 0.0, 0.0796154404667333, 0.28234510095808485, 0.0, 0.0, nan, 0.34724786898699944, 0.0, 0.0, 0.09978638999084528, 0.0, 0.0, 0.000143143429716576, 0.0753498801515503, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                        | [0.5977071725990942, 0.9196330151902138, 0.9913013004677242, 0.818011583011583, 0.9761980941782012, 0.6132530384961548, nan, 0.449928797277401, 0.5439070341286116, nan, 0.0, nan, 0.3727425619669243, 0.0, 0.0, 0.09993887530562347, 0.0, 0.0, 0.00014357501794687725, 0.6069760199314855, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                       |
| 1.6413        | 16.0  | 320  | 2.9790          | 0.0944   | 0.1932        | 0.4441           | [0.4178756601494816, 0.6345974717232202, 0.8228547605698595, 0.48488203281507253, 0.14968053240314197, 0.4550043096017928, 0.0, 0.058851995400522994, 0.24438171062439534, 0.0, 0.0, nan, 0.4512596247290125, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00014322543683758235, 0.057265471244259784, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                   | [0.6461298583872119, 0.9295671461217906, 0.9930223036460285, 0.7694272844272845, 0.9718021840439591, 0.48284466168604523, nan, 0.3199536578890203, 0.5138131679421131, nan, 0.0, nan, 0.4834421174868858, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00014357501794687725, 0.6524447212706322, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                    |
| 2.7693        | 17.0  | 340  | 2.9614          | 0.0955   | 0.1866        | 0.4387           | [0.4401045450487276, 0.6016832733406368, 0.827021174345286, 0.49286109126208355, 0.13303441373586827, 0.4713216086719656, 0.0, 0.04975164778648477, 0.27873967523546256, 0.0, 0.0, nan, 0.43369446091377856, 0.0, 0.0, 0.043704156479217604, 0.0, 0.0, 0.0005694220366328176, 0.0489293081907197, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                      | [0.6457830830128872, 0.9302594434735851, 0.991200677298025, 0.7057142857142857, 0.9744870278917716, 0.4937766623006959, nan, 0.17745166662643913, 0.5615131962853666, nan, 0.0, nan, 0.4833019661234133, 0.0, 0.0, 0.043704156479217604, 0.0, 0.0, 0.000574300071787509, 0.524447212706322, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                       |
| 1.7698        | 18.0  | 360  | 2.9146          | 0.1014   | 0.2124        | 0.4628           | [0.4509481207408639, 0.7604992560019543, 0.8172384425442407, 0.5929441949967929, 0.15207275437167467, 0.4912322307939121, 0.0, 0.09439344690213236, 0.25327128175295716, 0.0, 0.0, nan, 0.4613225149352094, 0.0, 0.0, 0.01558679706601467, 0.0, 0.0, 0.0, 0.06661251015434606, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                         | [0.6411671174746533, 0.9206344938835865, 0.9921964997016003, 0.8922779922779923, 0.9765319607706754, 0.5153260209420253, nan, 0.7331708141246892, 0.5444072091898832, nan, 0.0, nan, 0.5395827493693188, 0.0, 0.0, 0.01558679706601467, 0.0, 0.0, 0.0, 0.6639676113360324, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        |
| 2.0908        | 19.0  | 380  | 2.8946          | 0.1040   | 0.2110        | 0.4579           | [0.43554923359731934, 0.6673850435858283, 0.8293942311306163, 0.5716899430094925, 0.172721824323655, 0.4818521594684385, 0.0, 0.10792417787628915, 0.27490053417620147, 0.0, 0.0, nan, 0.39796024922552126, 0.0, 0.0, 0.14944987775061125, 0.0, 0.0, 0.0, 0.07186053456771689, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                         | [0.64574455241574, 0.9283102567549402, 0.9954060318385588, 0.8223873873873874, 0.9702024066216874, 0.5094136671959492, nan, 0.7686032198112525, 0.5379716234015238, nan, 0.0, nan, 0.45781443959476237, 0.0, 0.0, 0.14944987775061125, 0.0, 0.0, 0.0, 0.5995017128620368, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                         |
| 2.7719        | 20.0  | 400  | 2.8967          | 0.0995   | 0.2100        | 0.4537           | [0.45007442989668905, 0.5877448145130307, 0.8510120663739684, 0.5144030955906941, 0.1846974089364927, 0.4992942070687877, 0.0, 0.10736521231485592, 0.23852345707456152, 0.0, 0.0, nan, 0.47108341159395545, 0.0, 0.0, 0.02078239608801956, 0.0, 0.0, 0.0008084458816815675, 0.05412364563416189, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                      | [0.6228676525362123, 0.9357104449522785, 0.9940285353430209, 0.7622136422136422, 0.969604228976838, 0.5383461507503859, nan, 0.7413048200622722, 0.5523433201620567, nan, 0.0, nan, 0.5523765666920274, 0.0, 0.0, 0.02078239608801956, 0.0, 0.0, 0.0008135917683656377, 0.6611647461849891, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                       |
| 1.8065        | 21.0  | 420  | 2.8893          | 0.0976   | 0.2082        | 0.4585           | [0.446100187407834, 0.6240222145592479, 0.8465976707973404, 0.5682863009467047, 0.1888203903603889, 0.47414479459418996, 0.0, 0.11228260419112873, 0.23299518168215574, 0.0, 0.0, nan, 0.4619473422752111, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00028609574670989893, 0.04705591834494869, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                       | [0.6426312801662467, 0.924398440650625, 0.9922797740489375, 0.805006435006435, 0.9701745844056479, 0.5098453860957245, nan, 0.784750549105742, 0.5659647543306824, nan, 0.0, nan, 0.5585432266848196, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0002871500358937545, 0.53410152600436, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                           |
| 1.2348        | 22.0  | 440  | 2.9019          | 0.1012   | 0.1992        | 0.4544           | [0.42496034609491035, 0.7221126567460108, 0.8407370430186463, 0.5661807428477275, 0.1378170437886916, 0.46096159620056226, 0.0, 0.08007222361895185, 0.26449475427940367, 0.0, 0.0, nan, 0.49386232972497024, 0.0, 0.0, 0.002139364303178484, 0.0, 0.0, 0.001145366039896917, 0.05333453388558737, nan, 0.0, 0.0, nan, nan, nan, 0.00037661020075629477, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                  | [0.6489759851631514, 0.9204194112111843, 0.993438675382715, 0.8402574002574003, 0.979550671210962, 0.49430350570381154, nan, 0.4227993531413676, 0.5430567365244502, nan, 0.0, nan, 0.5727185360189004, 0.0, 0.0, 0.002139364303178484, 0.0, 0.0, 0.001148600143575018, 0.553410152600436, nan, 0.0, 0.0, nan, nan, nan, 0.00037661020075629477, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                     |
| 2.0177        | 23.0  | 460  | 2.8545          | 0.1001   | 0.2011        | 0.4552           | [0.41243802392148843, 0.6804498809458984, 0.8549858408505635, 0.5643224082554363, 0.15868823643999075, 0.4525088349133337, 0.0, 0.09598047824763149, 0.24346492975557366, 0.0, 0.0, nan, 0.5314607510869193, 0.0, 0.0, 0.05287286063569682, 0.00015290812133259427, 0.0, 0.0, 0.04133373536358611, nan, 0.0, 0.0, nan, nan, nan, 0.01385003228087435, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                     | [0.6632554244659017, 0.9238943406371825, 0.9941638561574441, 0.8072715572715573, 0.9745844056479098, 0.4722199863898788, nan, 0.5249933624580628, 0.46864735990930156, nan, 0.0, nan, 0.6216513834941737, 0.0, 0.0, 0.05287286063569682, 0.009174311926605505, 0.0, 0.0, 0.5123014637184677, nan, 0.0, 0.0, nan, nan, nan, 0.01385003228087435, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                      |
| 1.942         | 24.0  | 480  | 2.8348          | 0.0988   | 0.2007        | 0.4574           | [0.4366025151537677, 0.549280146793595, 0.8547826216736564, 0.5688752769221264, 0.1723129747677271, 0.4432526123617455, 0.0, 0.09468950418075804, 0.2618013556845395, 0.0, 0.0, nan, 0.5233059281696235, 0.0, 0.0, 0.007640586797066014, 0.0, 0.0, 0.0, 0.03499011942606753, nan, 0.0, 0.0, nan, nan, nan, 0.005987333599778645, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                          | [0.6638539330749215, 0.9416252184433391, 0.9936191031352791, 0.8295109395109395, 0.9731793837379147, 0.45658298149462545, nan, 0.5021119451618353, 0.5376881908668034, nan, 0.0, nan, 0.6053337604612982, 0.0, 0.0, 0.007640586797066014, 0.0, 0.0, 0.0, 0.5073185923388353, nan, 0.0, 0.0, nan, nan, nan, 0.005987333599778645, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                     |
| 1.7647        | 25.0  | 500  | 2.8793          | 0.0983   | 0.2008        | 0.4522           | [0.4225901038078407, 0.646477608713024, 0.8337755202969634, 0.5525603860484144, 0.15923038646541715, 0.41735341411589044, 0.0, 0.11139178816553628, 0.24433873445319856, 0.0, 0.0, nan, 0.49554364215111407, 0.0, 0.0, 0.00030441400304414006, 0.0, 0.0, 0.000571728048025156, 0.04608400850428087, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                    | [0.6523024600501925, 0.9243917193171125, 0.994458786137597, 0.8083204633204634, 0.9748904500243445, 0.42541873074643466, nan, 0.6620163645579397, 0.49327264542589905, nan, 0.0, nan, 0.5922195971649381, 0.0, 0.0, 0.0003056234718826406, 0.0, 0.0, 0.000574300071787509, 0.4995328558081594, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                    |
| 2.3345        | 26.0  | 520  | 2.8643          | 0.1023   | 0.2130        | 0.4619           | [0.4396151107616437, 0.6588420746836589, 0.8462728700849249, 0.5712130888556495, 0.1653435874920037, 0.473118427857266, 0.0, 0.11602160148416317, 0.24849481190486358, 0.0, 0.0, nan, 0.5328551171907582, 0.0, 0.0, 0.0, 0.0, 0.0, 9.46790380609733e-05, 0.04109947073813517, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                          | [0.6232863516918785, 0.9298494421293184, 0.9944067396705112, 0.8748455598455599, 0.974403561243653, 0.5020671286302804, nan, 0.7456735294827544, 0.5821537538138348, nan, 0.0, nan, 0.6395306931486004, 0.0, 0.0, 0.0, 0.0, 0.0, 9.57166786312515e-05, 0.5876673933354095, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                                        |
| 1.6405        | 27.0  | 540  | 2.8551          | 0.0994   | 0.1955        | 0.4449           | [0.42318682354279985, 0.7207466926214116, 0.8297562781656939, 0.4914776937898325, 0.16749493701793947, 0.48367553643775324, 0.0, 0.08704345197963406, 0.25825512957074104, 0.0, 0.0, nan, 0.5196280098874695, 0.0, 0.0, 0.04917043740573152, 1.3614333169961335e-05, 0.0, 0.0, 0.02557085435730779, nan, 0.0, 0.0, nan, nan, nan, 0.019558037178577695, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                   | [0.6113495726956777, 0.9158152977550746, 0.995353985371473, 0.7255083655083655, 0.9733463170341518, 0.5660712848393493, nan, 0.3614684656416693, 0.553793827839744, nan, 0.0, nan, 0.6018700196211909, 0.0, 0.0, 0.049816625916870416, 0.0011467889908256881, 0.0, 0.0, 0.46558704453441296, nan, 0.0, 0.0, nan, nan, nan, 0.019706705198757956, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                     |
| 1.3206        | 28.0  | 560  | 2.8520          | 0.0955   | 0.1975        | 0.4487           | [0.4237729197093483, 0.541372679735036, 0.8316295571536825, 0.519347556368182, 0.17105739324348115, 0.42370082495213285, 0.0, 0.1117316113297489, 0.25039868454756536, 0.0, 0.0, nan, 0.514968321464556, 0.0, 0.0, 0.07959743824336687, 0.0, 0.0, 0.0, 0.04711818634070073, nan, 0.0, 0.0, nan, nan, nan, 0.0025871135643055097, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                          | [0.6626004043143994, 0.9442801451808038, 0.9938758657062359, 0.7165057915057915, 0.9731793837379147, 0.4355751007953872, nan, 0.5838381887958292, 0.505243501892329, nan, 0.0, nan, 0.6037520522163937, 0.0, 0.0, 0.07976772616136919, 0.0, 0.0, 0.0, 0.41295546558704455, nan, 0.0, 0.0, nan, nan, nan, 0.002590155870507578, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                       |
| 1.564         | 29.0  | 580  | 2.8402          | 0.1024   | 0.2102        | 0.4635           | [0.4422359138270021, 0.6718903514989173, 0.8411990301961648, 0.5996273736386484, 0.19463295889506013, 0.44759889578633183, 0.0, 0.1078231646052039, 0.26039873780837636, 0.0, 0.0, nan, 0.5410697071435695, 0.0, 0.0, 0.057031949835771874, 0.0, 0.0, 4.746084480303749e-05, 0.032798621831442824, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                     | [0.6482618847626901, 0.9238876193036698, 0.9931819128117584, 0.8843307593307593, 0.9754608054531544, 0.4674564439533744, nan, 0.7511525186454587, 0.5448406942429851, nan, 0.0, nan, 0.651783926640772, 0.0, 0.0, 0.05837408312958435, 0.0, 0.0, 4.785833931562575e-05, 0.456555590158829, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                        |
| 1.9903        | 30.0  | 600  | 2.8637          | 0.0984   | 0.2013        | 0.4531           | [0.42039911533843055, 0.6498580588901579, 0.838175717150223, 0.596595349418789, 0.1656266238367424, 0.4151366902475296, 0.0, 0.12557561680463464, 0.23203673236410033, 0.0, 0.0, nan, 0.4955768521931441, 0.0, 0.0, 0.06260819388343912, 0.0, 0.0, 0.00028366111951588503, 0.03189897100093545, nan, 0.0, 0.0, nan, nan, nan, 0.0019522243059612015, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                      | [0.6367027056185317, 0.9216426939104718, 0.9949723112795104, 0.8596846846846847, 0.9754886276691939, 0.4371263619267834, nan, 0.6733363906253771, 0.4608779739575518, nan, 0.0, nan, 0.5922195971649381, 0.0, 0.0, 0.066320293398533, 0.0, 0.0, 0.0002871500358937545, 0.42478978511367177, nan, 0.0, 0.0, nan, nan, nan, 0.0019522243059612015, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                     |
| 1.6035        | 31.0  | 620  | 2.8358          | 0.1014   | 0.2147        | 0.4594           | [0.43658716970274863, 0.5725416919313789, 0.8399686621557385, 0.6220374813797287, 0.16998143921220843, 0.43259570910365847, 0.0, 0.11390629123893928, 0.2627761821478427, 0.0, 0.0, nan, 0.5495324614821471, 0.0001244284070053193, 0.0, 0.11438515081206496, 0.0, 0.0, 0.0, 0.04248870125301074, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                      | [0.6080590596993072, 0.9329412555451001, 0.9932651871590956, 0.8975032175032175, 0.975878138693747, 0.4694760103319845, nan, 0.791677729236562, 0.5460911318961637, nan, 0.0, nan, 0.661274176110199, 0.0001244284070053193, 0.0, 0.15067237163814182, 0.0, 0.0, 0.0, 0.4889442541264404, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                         |
| 1.7277        | 32.0  | 640  | 2.8036          | 0.1015   | 0.2094        | 0.4635           | [0.4275541225397501, 0.5881951348560555, 0.8274968846633128, 0.621510216005989, 0.18869571542882083, 0.4558933933933934, 0.0, 0.11972182326706478, 0.24037964768428247, 0.0, 0.0, nan, 0.5206092289132401, 0.0, 0.0, 0.12871747211895912, 0.0, 0.0, 0.0, 0.03816818356620946, nan, 0.0, 0.0, nan, nan, nan, 0.002567098103114336, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                         | [0.649905856907637, 0.926535824707622, 0.995371334193835, 0.8761454311454312, 0.9743061834875147, 0.49766213239867413, nan, 0.7645482851005286, 0.48095166641657916, nan, 0.0, nan, 0.6220918592079446, 0.0, 0.0, 0.16931540342298287, 0.0, 0.0, 0.0, 0.37091248832139523, nan, 0.0, 0.0, nan, nan, nan, 0.002567098103114336, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                                       |
| 0.9098        | 33.0  | 660  | 2.8742          | 0.0998   | 0.1980        | 0.4489           | [0.4412826122426065, 0.5842698058639436, 0.847539773586248, 0.5489406078870962, 0.1630734892181475, 0.4471331859629732, 0.0, 0.06714390859385952, 0.26469816488184067, 0.0, 0.0, nan, 0.5188341994637715, 0.0001477587333188167, 0.0, 0.15645514223194748, 0.0, 0.0, 0.00018774054257016804, 0.036264806100924876, nan, 0.0, 0.0, nan, nan, nan, 0.01554093522304547, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                     | [0.6461016026159707, 0.9260586100282296, 0.9920577091227047, 0.7689124839124839, 0.977742227168394, 0.4736249021315206, nan, 0.36991624628901065, 0.5382050384301172, nan, 0.0, nan, 0.6276578705001401, 0.0001477587333188167, 0.0, 0.17481662591687042, 0.0, 0.0, 0.000191433357262503, 0.41762690750545, nan, 0.0, 0.0, nan, nan, nan, 0.01554093522304547, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                       |
| 1.2497        | 34.0  | 680  | 2.8263          | 0.1003   | 0.2024        | 0.4499           | [0.42650279173889183, 0.6648537652010093, 0.8466843846356238, 0.5547837573162677, 0.159471169567271, 0.44565095786197045, 0.0, 0.09170729364297894, 0.2514085022316529, 0.0, 0.0, nan, 0.5123971107004871, 0.0, 0.005261927034611787, 0.08525, 0.0, 0.0, 0.0011684973124561813, 0.0366589136117572, nan, 0.0, 0.0, nan, nan, nan, 0.029437083038706305, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                   | [0.6288681508652688, 0.9227113859389703, 0.9937474844207576, 0.7837837837837838, 0.9769214717952285, 0.495510855169285, nan, 0.460838502570539, 0.5155804531586056, nan, 0.0, nan, 0.6107195771433148, 0.0, 0.005261927034611787, 0.10421760391198044, 0.0, 0.0, 0.0011964584828906438, 0.5546558704453441, nan, 0.0, 0.0, nan, nan, nan, 0.029437083038706305, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                      |
| 1.254         | 35.0  | 700  | 2.8301          | 0.0992   | 0.2012        | 0.4480           | [0.4394106551215302, 0.5534956319532376, 0.8333372086264024, 0.47984175344459096, 0.17444615123736945, 0.4480575245365322, 0.0, 0.09747740868015782, 0.25782884285691815, 0.0, 0.0, nan, 0.5283766831144936, 0.00031107101751329827, 0.0, 0.17524071526822557, 0.0, 0.0, 0.0, 0.03874085544935121, nan, 0.0, 0.0, nan, nan, nan, 0.042295631321671225, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                    | [0.6486420533212091, 0.9343056862481516, 0.994843929994032, 0.679034749034749, 0.9731515615218752, 0.4810299788530912, nan, 0.46214187444184307, 0.5466079794594775, nan, 0.0, nan, 0.6324630601049133, 0.00031107101751329827, 0.0, 0.19468215158924204, 0.0, 0.0, 0.0, 0.45188414824042356, nan, 0.0, 0.0, nan, nan, nan, 0.042295631321671225, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                    |
| 1.8971        | 36.0  | 720  | 2.8141          | 0.0959   | 0.2046        | 0.4450           | [0.40932245024607616, 0.6362783295077669, 0.8412189254210104, 0.4574044479362897, 0.18939150098624213, 0.43396686456898337, 0.0, 0.10868516780756621, 0.25220743029366777, 0.0, 0.0, nan, 0.5343030900723208, 0.0, 0.0, 0.10914127423822714, 0.0, 0.0, 0.0004712979545668772, 0.0384824437438852, nan, 0.0, 0.0, nan, nan, 0.0, 0.01890736926245888, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                      | [0.6099393528400903, 0.9297284581260922, 0.9936607403089478, 0.6593629343629344, 0.9576963205119288, 0.5209456839085926, nan, 0.7016726605681736, 0.5552776805215158, nan, 0.0, nan, 0.6508429103431707, 0.0, 0.0, 0.12041564792176039, 0.0, 0.0, 0.0004785833931562575, 0.4409841170974774, nan, 0.0, 0.0, nan, nan, nan, 0.01890736926245888, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                      |
| 1.5402        | 37.0  | 740  | 2.8452          | 0.1005   | 0.2070        | 0.4447           | [0.42851959737526824, 0.6249191450865091, 0.8233013834729823, 0.44262287530517297, 0.17588612235469, 0.4285307573640896, 0.0, 0.11777327800276653, 0.2647470037256439, 0.0, 0.0, nan, 0.5245317113308917, 0.00015553550875664913, 0.06115528531337699, 0.1689827682045581, 0.0, 0.0, 0.00028249917604406986, 0.040350830280503784, nan, 0.0, 0.0, nan, nan, nan, 0.02039843822055523, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]     | [0.6371111299482919, 0.9285791100954429, 0.994843929994032, 0.6183333333333333, 0.9744313834596926, 0.47360295032305744, nan, 0.6822669015954237, 0.5461744944063756, nan, 0.0, nan, 0.6509229968365835, 0.00015553550875664913, 0.06115528531337699, 0.18581907090464547, 0.0, 0.0, 0.0002871500358937545, 0.4699470569915914, nan, 0.0, 0.0, nan, nan, nan, 0.02039843822055523, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]   |
| 1.5616        | 38.0  | 760  | 2.8106          | 0.0991   | 0.2032        | 0.4501           | [0.43348273115500496, 0.5284824362757432, 0.8298697234520968, 0.5456059178552439, 0.16574912545620654, 0.4513184648419932, 0.0, 0.12346285762088004, 0.26418487109080746, 0.0, 0.0, nan, 0.49953148728553426, 0.0012676143963666906, 0.0, 0.13174001748761294, 0.0, 0.0, 0.0003312668591169372, 0.04611868984142373, nan, 0.0, 0.0, nan, nan, nan, 0.04006671380699112, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                   | [0.6109128925946761, 0.9317246941793251, 0.9937336053628679, 0.7527606177606178, 0.9741948946233567, 0.5213627682693925, nan, 0.5699596920180541, 0.543790326614315, nan, 0.0, nan, 0.6190685940816082, 0.0012676143963666906, 0.0, 0.13814180929095354, 0.0, 0.0, 0.00033500837520938025, 0.41482404235440673, nan, 0.0, 0.0, nan, nan, nan, 0.04006671380699112, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                   |
| 1.2125        | 39.0  | 780  | 2.7962          | 0.1028   | 0.2112        | 0.4516           | [0.4141592571558586, 0.6159971544805816, 0.8262023303253466, 0.5671464082999695, 0.17869772290585012, 0.4332225873410674, 0.0, 0.11399071804766125, 0.2658508787715194, 0.0, 0.0, nan, 0.5403684816581674, 0.0, 0.0938376987839102, 0.20310262529832934, 0.0, 0.0, 0.0, 0.03158733773627875, nan, 0.0, 0.0, nan, nan, 0.0, 0.03186583453746119, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                           | [0.5938207197001806, 0.9312205941658825, 0.9949723112795104, 0.803088803088803, 0.9729150726855395, 0.5238213708172659, nan, 0.5803866669884868, 0.5172477033628436, nan, 0.0, nan, 0.6576903055299723, 0.0, 0.0938376987839102, 0.26008557457212717, 0.0, 0.0, 0.0, 0.4319526627218935, nan, 0.0, 0.0, nan, nan, nan, 0.03186583453746119, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                                          |
| 1.4728        | 40.0  | 800  | 2.8181          | 0.0977   | 0.2052        | 0.4517           | [0.4255679391224841, 0.6002899280388191, 0.8264785566059488, 0.5530654398648014, 0.18155948081352025, 0.4308015079495165, 0.0, 0.10958192985932237, 0.2584225361565048, 0.0, 0.0, nan, 0.5004298404814214, 0.000272187140324136, 0.014148737137511693, 0.15855072463768116, 0.0, 0.0, 0.0, 0.041831543244771056, nan, 0.0, 0.0, nan, nan, 0.0, 0.0026670150951517203, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                     | [0.6372472713915454, 0.9296141954563786, 0.9949723112795104, 0.7581338481338481, 0.9727481393893024, 0.4808031434989719, nan, 0.6674470806883734, 0.5135964254155622, nan, 0.0, nan, 0.629359708485164, 0.000272187140324136, 0.014148737137511693, 0.1671760391198044, 0.0, 0.0, 0.0, 0.41482404235440673, nan, 0.0, 0.0, nan, nan, nan, 0.0026670150951517203, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                     |
| 1.8837        | 41.0  | 820  | 2.8400          | 0.1004   | 0.2061        | 0.4440           | [0.42527655067608944, 0.6585881135564476, 0.8321619423791822, 0.4557276219851619, 0.17785746211043843, 0.4321836991653578, 0.0, 0.10823043439637559, 0.280877785741101, 0.0, 0.0, nan, 0.5209973962909126, 0.0, 0.12842754846597193, 0.15663956639566395, 3.226066618275668e-05, 0.0, 4.69175190015952e-05, 0.03854530188134659, nan, 0.0, 0.0, nan, nan, 0.0, 0.003066683063301257, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]      | [0.6333043069501492, 0.9240153246404087, 0.9941916142732231, 0.6427284427284428, 0.9742783612714753, 0.4872569751871392, nan, 0.5881344886679056, 0.548858767235199, nan, 0.0, nan, 0.6530252672886717, 0.0, 0.1289756782039289, 0.17665036674816625, 0.0022935779816513763, 0.0, 4.785833931562575e-05, 0.4574898785425101, nan, 0.0, 0.0, nan, nan, nan, 0.003066683063301257, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]     |
| 1.1489        | 42.0  | 840  | 2.8111          | 0.1011   | 0.2116        | 0.4496           | [0.41595740865047115, 0.6088712657771053, 0.8539153743059544, 0.4805942118637656, 0.19690571460215317, 0.43008466508422083, 0.0, 0.12562038995263983, 0.2665147698281533, 0.0, 0.0, nan, 0.5443137759616468, 7.776775437832457e-06, 0.10061385559777843, 0.17324561403508773, 0.00014041437843235148, 0.0, 0.0, 0.031187040006578678, nan, 0.0, 0.0, nan, nan, 0.0, 0.019967756794104098, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] | [0.625559656923563, 0.9412622664336604, 0.9904095709983206, 0.6949163449163449, 0.9645544967656674, 0.4958547668352078, nan, 0.6408486399073158, 0.5538605178479135, nan, 0.0, nan, 0.6774116045328955, 7.776775437832457e-06, 0.10061973807296538, 0.21729828850855745, 0.010321100917431193, 0.0, 0.0, 0.47243849268140764, nan, 0.0, 0.0, nan, nan, nan, 0.01999108432994128, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]     |
| 1.0047        | 43.0  | 860  | 2.7796          | 0.1005   | 0.2110        | 0.4584           | [0.42150872255295535, 0.5804880078214383, 0.8265011746821448, 0.5652222847495779, 0.19667850518354493, 0.4204004197949463, 0.0, 0.13266853331596914, 0.2475918426968116, 0.0, 0.0, nan, 0.5309314386980344, 0.00048216007714561236, 0.08000701303255216, 0.1567594682718836, 0.0, 0.0, 0.0, 0.032696908570624385, nan, 0.0, 0.0, nan, nan, 0.0, 0.02836504175389358, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                      | [0.6478354794875945, 0.9378209436752252, 0.9960548777948953, 0.8079150579150579, 0.951408499687, 0.45725617028749554, nan, 0.6884699862421858, 0.5086780373130596, nan, 0.0, nan, 0.6538261322228006, 0.00048216007714561236, 0.08003975678203928, 0.19101466992665037, 0.0, 0.0, 0.0, 0.4341326689504827, nan, 0.0, 0.0, nan, nan, nan, 0.028430227195868046, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                       |
| 1.3016        | 44.0  | 880  | 2.7981          | 0.1012   | 0.2161        | 0.4552           | [0.4287262230568626, 0.6224440282432329, 0.8427809436436666, 0.5665977958345845, 0.17149965282974428, 0.44153809142983463, 0.0, 0.12112717307169306, 0.2663231926725548, 0.0, 0.0, nan, 0.49464442208445586, 0.00011665163156748686, 0.09161599625818521, 0.15064446831364126, 0.0033033536782068984, 0.0, 0.0, 0.031805845277347866, nan, 0.0, 0.0, nan, nan, 0.0, 0.01926092169582193, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]  | [0.6321663699810687, 0.9225500739346686, 0.9944969535467932, 0.8135199485199485, 0.9723864505807888, 0.49690845364143915, nan, 0.5590017136926456, 0.5429567015121959, nan, 0.0, nan, 0.6102390581828374, 0.00011665163156748686, 0.09161599625818521, 0.17145476772616136, 0.29357798165137616, 0.0, 0.0, 0.4416069760199315, nan, 0.0, 0.0, nan, nan, nan, 0.01926092169582193, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]    |
| 1.4107        | 45.0  | 900  | 2.8270          | 0.0993   | 0.2128        | 0.4534           | [0.43671110554755793, 0.5622127152339509, 0.8398578496681007, 0.5810137157336173, 0.16004855012503258, 0.43588473904844593, 0.0, 0.11967364126858797, 0.2765840974408102, 0.0, 0.0, nan, 0.49274986633831797, 0.004012816125921548, 0.05396398503274088, 0.1442672741078208, 0.0029713104572240607, 0.0, 0.0, 0.04385724299777514, nan, 0.0, 0.0, nan, nan, 0.0, 0.016463245918775172, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]    | [0.6452179675880617, 0.9256822153515257, 0.9930292431749733, 0.8145109395109396, 0.9740418724351395, 0.4702004200112686, nan, 0.4389949554681277, 0.5391220260424482, nan, 0.0, nan, 0.6089376526648781, 0.004012816125921548, 0.05396398503274088, 0.17420537897310515, 0.34288990825688076, 0.0, 0.0, 0.4481469947056992, nan, 0.0, 0.0, nan, nan, nan, 0.016463245918775172, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]      |
| 1.6095        | 46.0  | 920  | 2.8216          | 0.1008   | 0.2089        | 0.4567           | [0.42654857139014146, 0.5779100099174105, 0.8554803716073783, 0.5715927490647857, 0.1680072306545229, 0.4275991743138016, 0.0, 0.1207184448367758, 0.2672960477004573, 0.0, 0.0, nan, 0.5154064317646493, 0.0015009176595016643, 0.08734798877455566, 0.1390402075226978, 0.0, 0.0, 0.0006055242442591644, 0.050780838743639235, nan, 0.0, 0.0, nan, nan, 0.0, 0.024618009653518614, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]      | [0.6516808330828845, 0.9321683021911548, 0.9927204341369308, 0.7905341055341055, 0.9748626278083049, 0.45927573666610566, nan, 0.6089884386087712, 0.5291685423231465, nan, 0.0, nan, 0.6440155367797221, 0.0015009176595016643, 0.08734798877455566, 0.16381418092909536, 0.0, 0.0, 0.0006221584111031348, 0.45063843039551543, nan, 0.0, 0.0, nan, nan, nan, 0.024618009653518614, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan] |
| 2.2728        | 47.0  | 940  | 2.7928          | 0.1011   | 0.2106        | 0.4555           | [0.42399934914202725, 0.59715982442551, 0.8489143385556523, 0.5609154784895427, 0.17992261503552814, 0.4321042932045891, 0.0, 0.12357543362467674, 0.2686347849318728, 0.0, 0.0, nan, 0.5068659858240006, 0.00018664261050797896, 0.10962347988774555, 0.12551915089986157, 0.0, 0.0, 0.0, 0.03141294671245072, nan, 0.0, 0.0, nan, nan, 0.0, 0.03534755741384081, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                        | [0.6291892391748287, 0.9327060088721603, 0.9938168797102053, 0.7905984555984557, 0.9729011615775196, 0.48724965791765146, nan, 0.6378074388742729, 0.5364544257156671, nan, 0.0, nan, 0.6170864533696392, 0.00018664261050797896, 0.10962347988774555, 0.16625916870415647, 0.0, 0.0, 0.0, 0.46153846153846156, nan, 0.0, 0.0, nan, nan, nan, 0.03534755741384081, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                   |
| 1.7516        | 48.0  | 960  | 2.8100          | 0.1030   | 0.2163        | 0.4574           | [0.4280226903508944, 0.5924685978609489, 0.8527528007844283, 0.5755679351758067, 0.18216790952511094, 0.4395528760977351, 0.0, 0.13245033112582782, 0.2699749471605422, 0.0, 0.0, nan, 0.5111345048182039, 0.00024105566830740042, 0.11991347053320861, 0.1542251786154225, 0.0010109709065039129, 0.0, 0.0, 0.032695356991312506, nan, 0.0, 0.0, nan, nan, 0.0, 0.03343376272020168, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]     | [0.6165434971911194, 0.934924048931308, 0.9927863596619062, 0.8190990990990991, 0.9736106280865271, 0.5046867111068833, nan, 0.6507204750066375, 0.5515763850681071, nan, 0.0, nan, 0.6318824330276699, 0.00024108003857280618, 0.11991347053320861, 0.19132029339853301, 0.09288990825688073, 0.0, 0.0, 0.45593273123637496, nan, 0.0, 0.0, nan, nan, nan, 0.03343376272020168, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]     |
| 2.0142        | 49.0  | 980  | 2.8073          | 0.1040   | 0.2145        | 0.4579           | [0.42900205558281973, 0.6429983863596086, 0.8513674268108442, 0.5597736532367588, 0.179800418684099, 0.43163707626018794, 0.0, 0.1280679322281575, 0.26677115736779394, 0.0, 0.0, nan, 0.5240266800824421, 0.0, 0.1439831844456122, 0.1464182629231173, 8.777961464749169e-05, 0.0, 0.0, 0.03054985507859606, nan, 0.0, 0.0, nan, nan, 0.0, 0.031604513173671106, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                         | [0.630979627588935, 0.9266904153784111, 0.9933033545682919, 0.7957142857142857, 0.9737636502747444, 0.48672281451453575, nan, 0.6938282928242138, 0.5561946681338469, nan, 0.0, nan, 0.6464982180755215, 0.0, 0.14417680074836295, 0.17053789731051344, 0.006880733944954129, 0.0, 0.0, 0.44970414201183434, nan, 0.0, 0.0, nan, nan, nan, 0.031604513173671106, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]                     |
| 1.2816        | 50.0  | 1000 | 2.8146          | 0.1013   | 0.2187        | 0.4576           | [0.43249623322594644, 0.5637680221886194, 0.84778269393654, 0.5706036649786878, 0.1805924417943763, 0.43941848036354814, 0.0, 0.1363376303405477, 0.27005944756462047, 0.0, 0.0, nan, 0.514424089281954, 0.0003499358450950659, 0.095533208606174, 0.1350582147477361, 0.0027549881062187485, 0.0, 0.0, 0.03443470867480693, nan, 0.0, 0.0, nan, nan, 0.0, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]           | [0.6296875682312658, 0.937216023659094, 0.993268656923568, 0.8063063063063063, 0.972428183904848, 0.4903302283719807, nan, 0.6384349882937896, 0.5483585921739276, nan, 0.0, nan, 0.6358667360749609, 0.0003499548947024606, 0.095533208606174, 0.15953545232273839, 0.2603211009174312, 0.0, 0.0, 0.45406415446901277, nan, 0.0, 0.0, nan, nan, nan, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]           |


### Framework versions

- Transformers 4.28.0
- Pytorch 2.0.0+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3

{"license": "other", "tags": ["generated_from_trainer"], "datasets": ["scene_parse_150"], "model-index": [{"name": "segformer-b0-scene-parse-150", "results": []}]}
transformers pytorch tensorboard segformer generated_from_trainer dataset:scene_parse_150 license:other endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #segformer #generated_from_trainer #dataset-scene_parse_150 #license-other #endpoints_compatible #region-us 

segformer-b0-scene-parse-150
============================


This model is a fine-tuned version of nvidia/mit-b0 on the scene\_parse\_150 dataset.
It achieves the following results on the evaluation set:


* Loss: 2.8146
* Mean Iou: 0.1013
* Mean Accuracy: 0.2187
* Overall Accuracy: 0.4576
* Per Category Iou: [0.43249623322594644, 0.5637680221886194, 0.84778269393654, 0.5706036649786878, 0.1805924417943763, 0.43941848036354814, 0.0, 0.1363376303405477, 0.27005944756462047, 0.0, 0.0, nan, 0.514424089281954, 0.0003499358450950659, 0.095533208606174, 0.1350582147477361, 0.0027549881062187485, 0.0, 0.0, 0.03443470867480693, nan, 0.0, 0.0, nan, nan, 0.0, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]
* Per Category Accuracy: [0.6296875682312658, 0.937216023659094, 0.993268656923568, 0.8063063063063063, 0.972428183904848, 0.4903302283719807, nan, 0.6384349882937896, 0.5483585921739276, nan, 0.0, nan, 0.6358667360749609, 0.0003499548947024606, 0.095533208606174, 0.15953545232273839, 0.2603211009174312, 0.0, 0.0, 0.45406415446901277, nan, 0.0, 0.0, nan, nan, nan, 0.03158914132874228, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan]


Model description
-----------------


More information needed


Intended uses & limitations
---------------------------


More information needed


Training and evaluation data
----------------------------


More information needed


Training procedure
------------------


### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 2
* eval\_batch\_size: 2
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 50


### Training results



### Framework versions


* Transformers 4.28.0
* Pytorch 2.0.0+cu118
* Datasets 2.12.0
* Tokenizers 0.13.3



### 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 ### Framework versions


* Transformers 4.28.0
* Pytorch 2.0.0+cu118
* Datasets 2.12.0
* Tokenizers 0.13.3
TAGS
#transformers #pytorch #tensorboard #segformer #generated_from_trainer #dataset-scene_parse_150 #license-other #endpoints_compatible #region-us 
 ### 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 ### Framework versions


* Transformers 4.28.0
* Pytorch 2.0.0+cu118
* Datasets 2.12.0
* Tokenizers 0.13.3