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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: 3.2289
- Mean Iou: 0.0624
- Mean Accuracy: 0.1917
- Overall Accuracy: 0.3217
- Per Category Iou: [0.2478175629093416, 0.25383335249325295, 0.8595279462283469, 0.3585768829967094, 0.0, 0.09958428678812746, 0.01625582944703531, 0.0, 0.08457054462449773, nan, 0.05180472234492783, 0.03730669006246153, 0.13281580262096, 0.003548456316827952, nan, 0.0, 0.00566525353600937, 0.06168678810630946, nan, 0.2245182436378021, 0.14621728948172283, 0.20058242899202094, 0.0, nan, 0.0, 0.0, 0.02158498001776199, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
- Per Category Accuracy: [0.5219981938563889, 0.5001658464235151, 0.9977606431263399, 0.9121276782964495, 0.0, 0.6783117875024752, 0.016302376634532788, nan, 0.0941490255376344, nan, 0.8225113122171945, 0.3077670951712218, 0.5481798715203426, 0.00355890566275432, nan, 0.0, 0.00566525353600937, 0.10318989509740954, nan, 0.33737156443714794, 0.479978608195735, 0.9331381403735133, 0.0, nan, 0.0, nan, 0.02162684481643946, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 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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| 4.2285        | 1.0   | 20   | 4.2035          | 0.0431   | 0.1369        | 0.2843           | [0.22050628234305308, 0.2563038672781469, 0.8125239885835986, 0.2703117244673665, 7.155196205701669e-05, 0.05622590511416175, 0.0, 0.0, 0.01720283194634207, nan, 0.07446164326533701, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005959625108214245, 0.0, nan, 0.18143939878069043, 0.0, 0.3020646758068193, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0]                                                                                                       | [0.4929002219106095, 0.42711251938245803, 0.9944828463144213, 0.7967024506137533, 0.0025017869907076485, 0.5590223756046505, 0.0, nan, 0.01745211693548387, nan, 0.8902714932126696, 0.0, 0.0, 0.0, nan, 0.0, 0.006047180740684159, 0.0, nan, 0.40182286506835746, 0.0, 0.6137329826476767, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                 |
| 4.1493        | 2.0   | 40   | 3.9645          | 0.0397   | 0.1236        | 0.3160           | [0.2494581568011776, 0.3504709042216185, 0.6945768786978617, 0.24269182770487463, 0.0, 0.08821616654296116, 0.0, 0.0, 0.01828378905848758, nan, 0.0407216459831951, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0002672095686474106, 0.0, nan, 0.038871612616614835, 0.0, 0.10474296079482211, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0]                                                                                                                       | [0.4737405778751946, 0.7294492011056428, 0.999311238816461, 0.8470456245325355, 0.0, 0.7060337755650476, 0.0, nan, 0.01869119623655914, nan, 0.6781674208144797, 0.0, 0.0, 0.0, nan, 0.0, 0.0002673490432723523, 0.0, nan, 0.0743015652863087, 0.0, 0.16811407208906093, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                    |
| 3.7043        | 3.0   | 60   | 3.8422          | 0.0369   | 0.1197        | 0.3047           | [0.2021212658805299, 0.37212244496824687, 0.6943778657134937, 0.178581155596037, 0.0, 0.08608014243237187, 0.0, 0.0, 0.0, nan, 0.03591316688835288, 0.0, 0.0019866046089226925, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0025656309119651698, 0.0016608129815676984, 0.04813731600901376, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0]                                                                                                                    | [0.5066868156054438, 0.6432818715027304, 0.9997386239611186, 0.8798671300981126, 0.0, 0.804192243500891, 0.0, nan, 0.0, nan, 0.6383484162895927, 0.0, 0.0027757950670156237, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0028022304622264994, 0.004077812688013905, 0.0664317734438324, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                 |
| 3.5075        | 4.0   | 80   | 3.9024          | 0.0425   | 0.1258        | 0.3038           | [0.24532855441440674, 0.29787745967326146, 0.8339459035112761, 0.18163523652986108, 0.0, 0.08493965781957022, 0.0, 0.0, 0.0, nan, 0.04218993253762325, 0.0, 0.05424256398432096, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0036449340897256708, 0.0, 0.08577250021908685, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                     | [0.4963672915560517, 0.6309957527135441, 0.990565737839833, 0.8885234722161116, 0.0, 0.8294249101864162, 0.0, nan, 0.0, nan, 0.7357466063348417, 0.0, 0.0746292330874772, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.003764612641172974, 0.0, 0.12952210808396605, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                     |
| 3.4706        | 5.0   | 100  | 3.7212          | 0.0470   | 0.1324        | 0.3401           | [0.29729258586902946, 0.33147047893754256, 0.6567743612234621, 0.17931655544616598, 0.0, 0.15023420427789919, 0.0, 0.0, 0.0, nan, 0.03693687018375815, 0.0, 0.0005457664119756744, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008637438756546713, 0.0, 0.36042466127982953, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                    | [0.44887660590218686, 0.8082114204813591, 0.9996962386575161, 0.9395815917990232, 0.0, 0.8537523690984696, 0.0, nan, 0.0, nan, 0.3383484162895928, 0.0, 0.0005551590134031248, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.011576891505562003, 0.0, 0.6323424809356029, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                 |
| 2.9252        | 6.0   | 120  | 3.6661          | 0.0458   | 0.1381        | 0.3267           | [0.26655654652977095, 0.3628751321035356, 0.668043495193295, 0.19590840707440443, 0.0, 0.08144395016597901, 0.0, 0.0, 0.0, nan, 0.047927470036745766, 0.00012295333920777065, 0.017286963595688428, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.007809601543370186, 0.003069956636862504, 0.27059077498740736, 0.0, nan, 0.0, 0.0, 0.001726672584045268, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                 | [0.5023711307457376, 0.7000121351041596, 0.9997138992006838, 0.9095208764133926, 0.0, 0.6856948884048542, 0.0, nan, 0.0, nan, 0.789366515837104, 0.0006481581505887436, 0.020223649773970974, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0119165558040137, 0.0053479510662477435, 0.6220369543281558, 0.0, nan, 0.0, nan, 0.0017309817934083656, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                |
| 2.1149        | 7.0   | 140  | 3.6300          | 0.0489   | 0.1432        | 0.3179           | [0.26711071158756416, 0.28632214638442427, 0.774339699086748, 0.2199487941945284, 0.0, 0.09644734362919312, 0.0, 0.0, 0.0, nan, 0.04710744914307255, 0.0, 0.09596901448859561, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006643629472745514, 0.0, 0.2961657572629406, 0.0, nan, 0.0, 0.0, 0.010740205210911215, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                        | [0.5070180932024559, 0.6137018809411448, 0.9990816517552814, 0.9014474899907607, 0.0, 0.8398347995813414, 0.0, nan, 0.0, nan, 0.7916289592760181, 0.0, 0.10611467999048299, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.008434996744883806, 0.0, 0.6644169850958596, 0.0, nan, 0.0, nan, 0.010740429200063956, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                   |
| 3.5547        | 8.0   | 160  | 3.6105          | 0.0474   | 0.1401        | 0.3069           | [0.2474717182684225, 0.30149760121176217, 0.7939761943510688, 0.17191104364932744, 0.0, 0.08113833881285522, 0.0, 0.0, 0.0, nan, 0.0459413561225468, 0.0, 0.05815100690615751, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.009071031153254963, 0.015246045694200351, 0.26728159128781076, 0.0, nan, 0.0, 0.0, 0.000980167254071865, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      | [0.5130400845892384, 0.5324748870761141, 0.9994525231618023, 0.9467530467684456, 0.0, 0.7204605244547537, 0.0, nan, 0.0, nan, 0.7589366515837104, 0.0, 0.079467047347133, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.011859945087605083, 0.046393475499699174, 0.7137280201148, 0.0, nan, 0.0, nan, 0.0009801945095203998, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      |
| 2.8633        | 9.0   | 180  | 3.5775          | 0.0506   | 0.1487        | 0.3245           | [0.252463816336716, 0.3122019118029128, 0.8261773439575809, 0.2251697453406214, 0.0, 0.09474141837648246, 0.0, 0.0, 0.0, nan, 0.04578389295632416, 0.0, 0.0864482710345793, 0.0, nan, 0.0, 0.001489516098231677, 0.0, nan, 0.020983512954107487, 0.009106951534631626, 0.24993688230730743, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                         | [0.5165071542346806, 0.6254216948695477, 0.9994277984013676, 0.8980487482951296, 0.0, 0.7274193092133179, 0.0, nan, 0.0, nan, 0.8205882352941176, 0.0, 0.09794591165040843, 0.0, nan, 0.0, 0.001489516098231677, 0.0, nan, 0.024965325936199722, 0.03863894645363995, 0.9006666335831142, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                   |
| 2.7988        | 10.0  | 200  | 3.4923          | 0.0487   | 0.1434        | 0.3310           | [0.23825759086681683, 0.31804130116050794, 0.7865860099968308, 0.29824751553839657, 0.0, 0.07516811197322379, 0.0, 0.0, 0.0, nan, 0.07951651745077028, 0.0, 0.00960123344312846, 0.0, nan, 0.0, 3.81927204674789e-05, 0.0, nan, 0.016719598939604716, 0.0, 0.22411441789808037, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                     | [0.515018674072763, 0.6902609047394324, 0.9993960094236658, 0.8777332922697875, 0.0, 0.6988204011201946, 0.0, nan, 0.0, nan, 0.7806561085972851, 0.0, 0.010865254976604012, 0.0, nan, 0.0, 3.81927204674789e-05, 0.0, nan, 0.018030513176144243, 0.0, 0.8590144409706715, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                   |
| 1.9227        | 11.0  | 220  | 3.4779          | 0.0499   | 0.1470        | 0.3247           | [0.24805495574200143, 0.30894500195142294, 0.8141958096290477, 0.22929248987293857, 0.0, 0.08477696640142726, 0.00034360981196907513, 0.0, 0.0, nan, 0.045779666727136084, 0.0, 0.12118143459915612, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.001106941332109398, 0.013911099647493767, 0.2297664224689003, 0.0, nan, 0.0, 0.0, 0.00024331069385258154, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                               | [0.5463357521135964, 0.6233236701948358, 0.9993818809891317, 0.8928021470368253, 0.0, 0.50541710276937, 0.00034360981196907513, nan, 0.0, nan, 0.7993212669683258, 0.0, 0.22777381235625346, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0011605196863766311, 0.05408115515743031, 0.9364464956247002, 0.0, nan, 0.0, nan, 0.00024331069385258154, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                               |
| 2.205         | 12.0  | 240  | 3.5608          | 0.0525   | 0.1686        | 0.2913           | [0.2519436489313902, 0.23952779756380094, 0.8065978723343621, 0.1790402134237765, 0.0, 0.072854509439103, 0.0020419353009018546, 0.0, 0.0, nan, 0.04318387277300485, 0.02287043664996421, 0.20661877673047377, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0034653715788941163, 0.08291941851791206, 0.24169607450794922, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                       | [0.5038278445627362, 0.3591046989819996, 0.9997138992006838, 0.9522416296361477, 0.0, 0.8396084976379735, 0.0020616588718144506, nan, 0.0, nan, 0.7943438914027149, 0.0690288430377012, 0.3946387500991355, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0038778340739902065, 0.6093321746106023, 0.8791623244503994, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                    |
| 2.3341        | 13.0  | 260  | 3.4067          | 0.0545   | 0.1502        | 0.3332           | [0.2381417665771501, 0.342622629805263, 0.8287808849889289, 0.30392212327966295, 0.0, 0.09513098607821616, 0.008361172091247494, 0.0, 0.0, nan, 0.04657340888057366, 0.0, 0.10033980893761621, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.012369342431444708, 0.20550135875136527, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                        | [0.5320000544565913, 0.674727971415088, 0.9994772479222371, 0.8863236394034053, 0.0, 0.745353738225227, 0.008361172091247494, nan, 0.0, nan, 0.791289592760181, 0.0, 0.12411769371084146, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.03235510395079885, 0.9119150414371495, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                       |
| 2.0419        | 14.0  | 280  | 3.3605          | 0.0506   | 0.1463        | 0.3366           | [0.28538278495091995, 0.3366177803985721, 0.8220620085178133, 0.2749498402318496, 0.0, 0.0728832709836347, 0.004143856447688565, 0.0, 0.0, nan, 0.04376940515499483, 0.0, 0.05313308512652237, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.011242716853133463, 0.01952927862484516, 0.20145418255693767, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                        | [0.5262911884697244, 0.7158228274792692, 0.9987990830645987, 0.8953319547714373, 0.0, 0.5163927470227151, 0.004161496611625465, nan, 0.0, nan, 0.8037330316742082, 0.0, 0.0667776984693473, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.01163350222197062, 0.08536666889497961, 0.9349742775379221, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                     |
| 1.992         | 15.0  | 300  | 3.4440          | 0.0511   | 0.1575        | 0.3198           | [0.25292175318892407, 0.3058655026405358, 0.8069269083087526, 0.2341247337311496, 0.0, 0.08153707595316721, 0.006965648854961832, 0.0, 0.0, nan, 0.04627578430722292, 0.017012944631785053, 0.05637321091007291, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.11747392215498363, 0.21976575652728603, 0.0, nan, 0.0, nan, 0.0015502259297879735, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                     | [0.5026343376036377, 0.5799150542708825, 0.9991099086243497, 0.9127326323199437, 0.0, 0.8067098526208594, 0.006967643409372912, nan, 0.0, nan, 0.7892533936651583, 0.08447661229339959, 0.06622253945594417, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.33351159836887495, 0.900435048715531, 0.0, nan, 0.0, nan, 0.001550236706546448, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                    |
| 2.0419        | 16.0  | 320  | 3.4663          | 0.0497   | 0.1563        | 0.2896           | [0.20566774049920117, 0.23385610976536944, 0.8461651220256436, 0.2013500597371565, 0.0, 0.05120543855854701, 0.026317755612835742, 0.0, 0.0, nan, 0.046104512531487556, 5.672793283412752e-05, 0.12193730025871252, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.001130166982171616, 0.11178101334294988, 0.23223175093986131, 0.0, nan, 0.0, nan, 0.008386895042212418, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                  | [0.5345322859515609, 0.35666958808063104, 0.9990604591034802, 0.9268445598134541, 0.0, 0.54247404599587, 0.02689701250357927, nan, 0.0, nan, 0.6977375565610859, 0.00010802635843145727, 0.25418351970814496, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.001132214328172323, 0.6630790828263922, 0.9268026400674905, 0.0, nan, 0.0, nan, 0.008390743070859026, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                  |
| 2.6962        | 17.0  | 340  | 3.4092          | 0.0534   | 0.1598        | 0.3031           | [0.2387235983143458, 0.2515355269708583, 0.8554120183630703, 0.2472930503116909, 0.0, 0.06386839372574739, 0.003629108873266198, 0.0, 0.0, nan, 0.05056204769249021, 0.02335431789113499, 0.17192204088100144, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.015525930742968623, 0.11701291819693399, 0.20264580527316003, 0.0, nan, 0.0, nan, 6.951734110073757e-05, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                      | [0.5131172314268988, 0.468692779613025, 0.9977535789090729, 0.8940450525760042, 0.0, 0.6611411275494329, 0.0036460818936718525, nan, 0.0, nan, 0.7713800904977376, 0.15188505995462892, 0.258148941232453, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.016218970251068526, 0.4281034828531319, 0.9084081848708915, 0.0, nan, 0.0, nan, 6.951734110073757e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                    |
| 2.0384        | 18.0  | 360  | 3.3479          | 0.0516   | 0.1515        | 0.3187           | [0.2262546472888803, 0.2664705196332955, 0.8635535558177494, 0.3124225095277516, 0.0, 0.10078414839797639, 0.013023343729326151, 0.0, 0.0, nan, 0.056326139923424993, 0.009784467290114205, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.037587877769375125, 0.09158618038537313, 0.1880559294202045, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                       | [0.5316279344161119, 0.5668684689543585, 0.997873670602613, 0.9007765409828853, 0.0, 0.6762467822692427, 0.013152620024816264, nan, 0.0, nan, 0.7322398190045248, 0.10014043426596089, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.03798579071018144, 0.254829868306705, 0.945312887697881, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                        |
| 2.2113        | 19.0  | 380  | 3.3577          | 0.0564   | 0.1710        | 0.3063           | [0.23803922895970486, 0.24461529563039194, 0.8064819726552473, 0.25443591499381313, 0.0, 0.07617476803204795, 0.011175843423958571, 0.0, 0.0, nan, 0.06518119102370946, 0.027894332486259676, 0.28170501278203847, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.06650616912428528, 0.07893018018018018, 0.19060232171574523, 0.0, nan, 0.0, nan, 0.028734196538851186, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                    | [0.510639456523219, 0.444783927728713, 0.9988096793904994, 0.9318271811342338, 0.0, 0.7433735962207575, 0.011205497756991506, nan, 0.0, nan, 0.7438914027149321, 0.20395376471859133, 0.4020144341343485, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.07506580995782501, 0.46854736279163045, 0.933220849254793, 0.0, nan, 0.0, nan, 0.028787130949815432, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                       |
| 1.9786        | 20.0  | 400  | 3.3674          | 0.0569   | 0.1756        | 0.3131           | [0.2521218601090299, 0.26091536614218624, 0.8631873075722427, 0.2758850840615209, 0.0, 0.08799814229319615, 0.005799250850873691, 0.0, 0.0, nan, 0.053678979379913956, 0.027123713807130894, 0.20132385572981307, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.09726466058813464, 0.07112147911083691, 0.19493897737613136, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                      | [0.520074060964154, 0.4942654891121149, 0.9962065153275854, 0.9365788200096793, 0.0, 0.6967836836298832, 0.005822277369475995, nan, 0.0, nan, 0.8186651583710407, 0.24489575456411364, 0.4245380283924181, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.11262702029494183, 0.4932147870846982, 0.9284568176930839, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                       |
| 2.4831        | 21.0  | 420  | 3.3143          | 0.0501   | 0.1527        | 0.3126           | [0.23536327762990714, 0.2735391645607422, 0.833245398140097, 0.24330855405321056, 0.0, 0.09033509511860909, 0.013319105962157733, 0.0, 0.0, nan, 0.048831687755161134, 0.01416065911431514, 0.008162478308374575, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.05228158041179744, 0.06101800446220101, 0.22715729508056076, 0.0, nan, 0.0, nan, 0.0034967222573671, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                       | [0.5405315870919727, 0.523659408076586, 0.9984953217221149, 0.9003695719125346, 0.0, 0.7179712030777065, 0.013343514364799084, nan, 0.0, nan, 0.7631221719457013, 0.1663605919844442, 0.010072170671742407, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.053185768065894874, 0.2358446420215255, 0.8759532198567482, 0.0, nan, 0.0, nan, 0.0034967222573671, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                      |
| 1.9615        | 22.0  | 440  | 3.3325          | 0.0533   | 0.1702        | 0.3022           | [0.25039438801671376, 0.25637719115075563, 0.8427916235796175, 0.25028231437071213, 0.0, 0.08563428563497956, 0.011006139867318037, 0.0, 0.0, nan, 0.03740083507306889, 0.03428125719254277, 0.18473004746905639, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.034510725172693456, 0.05874772709305084, 0.1906614392481147, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                      | [0.5207729205523713, 0.4337328928739972, 0.9989085784322382, 0.906859078710018, 0.0, 0.6981697830330118, 0.01105278228500525, nan, 0.0, nan, 0.8106334841628959, 0.289618666954737, 0.3302403045443731, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.034928812024116164, 0.4967578046660873, 0.9355697814831356, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                         |
| 2.3676        | 23.0  | 460  | 3.3085          | 0.0573   | 0.1675        | 0.3208           | [0.27841293196007477, 0.260681081825199, 0.8403128273497762, 0.291218967394539, 0.0, 0.10518990634755462, 0.01497687257535064, 0.0, 0.0007980510752688173, nan, 0.05479472613893037, 0.015206944966283692, 0.2250846459590755, 0.0, nan, 0.0, 0.0005601599001896905, 0.0, nan, 0.04514200298953662, 0.08483649878951137, 0.1874340091241724, 0.0, nan, 0.0, nan, 0.0004657661853749418, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                      | [0.5083522796890528, 0.57193285242365, 0.9973685790680178, 0.9149104668045228, 0.0, 0.686288931006195, 0.015328815500620407, nan, 0.0007980510752688173, nan, 0.8260180995475113, 0.1661445392675813, 0.36378777064001905, 0.0, nan, 0.0, 0.0005601599001896905, 0.0, nan, 0.04701519997735571, 0.3326425563206097, 0.9337998114237507, 0.0, nan, 0.0, nan, 0.0004657661853749418, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 2.1208        | 24.0  | 480  | 3.3020          | 0.0547   | 0.1674        | 0.3033           | [0.22030901582023776, 0.2344762719611819, 0.850981266457378, 0.27122770439491983, 0.0, 0.09161696045736065, 0.013194470888389627, 0.0, 0.0, nan, 0.05992022917990807, 0.023358908780903666, 0.19377652050919378, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.06008704991238483, 0.08712408225119536, 0.18947119673025975, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                       | [0.5304026611120943, 0.4315944178520866, 0.9976652761932346, 0.9386466628536231, 0.0, 0.6799807643348137, 0.013228977760809392, nan, 0.0, nan, 0.7358597285067874, 0.23679377768175436, 0.3476881592513284, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.06017719154235897, 0.4458185707600775, 0.9416736969215754, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                      |
| 2.0276        | 25.0  | 500  | 3.2791          | 0.0569   | 0.1742        | 0.3126           | [0.25306735627034815, 0.26002942910930166, 0.8259223721316655, 0.34228647916397886, 0.0, 0.09770721536473088, 0.014615926977533014, 0.0, 0.0, nan, 0.04316376701966717, 0.01790574983420602, 0.1929529070942532, 0.0, nan, 0.0, 0.0005092362728997186, 0.0, nan, 0.08136265916983629, 0.08174464505274057, 0.17522366753221183, 0.0, nan, 0.0, nan, 0.0027181280370388392, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                   | [0.5075989635095458, 0.4946565091350367, 0.9972202305054094, 0.9338070306656694, 0.0, 0.7463155214845407, 0.014641595876682257, nan, 0.0, nan, 0.8262443438914027, 0.1954196824025062, 0.45427868982472835, 0.0, nan, 0.0, 0.0005092362728997186, 0.0, nan, 0.08355741741911744, 0.4222207366802594, 0.9421203248804857, 0.0, nan, 0.0, nan, 0.0027181280370388392, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                  |
| 1.7732        | 26.0  | 520  | 3.2687          | 0.0566   | 0.1659        | 0.3141           | [0.231608461925204, 0.25698863920116727, 0.8520291149630631, 0.3071563703776868, 0.0, 0.08551062619382208, 0.01625322409346078, 0.0, 0.0, nan, 0.05412209442612403, 0.018285935598096714, 0.16620346811758718, 0.0, nan, 0.0, 0.000763854409349578, 0.0, nan, 0.08426704654411966, 0.12221312019837492, 0.1837848232882115, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                         | [0.5435403137607269, 0.513444347063979, 0.9972626158090119, 0.8893264111927494, 0.0, 0.642046901077763, 0.016359644936527633, nan, 0.0, nan, 0.7611990950226244, 0.21421626876957978, 0.33674359584423824, 0.0, nan, 0.0, 0.000763854409349578, 0.0, nan, 0.08706728183645164, 0.3690086235710943, 0.932708054190859, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                       |
| 1.681         | 27.0  | 540  | 3.2772          | 0.0565   | 0.1788        | 0.3054           | [0.2274847927839154, 0.23164149151988658, 0.8504794081633267, 0.308159837417486, 0.0, 0.08629753833086824, 0.02599112314752125, 0.0, 0.0, nan, 0.05678168837092405, 0.027318804983700262, 0.15220640436423422, 0.0, nan, 0.0, 0.0027880685941259597, 0.0, nan, 0.08714342576621999, 0.1349440450604017, 0.17933629110622412, 0.0, nan, 0.0, nan, 0.0014390089607852678, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                      | [0.5447746631632926, 0.4283098496595429, 0.9984917896134814, 0.893957059263496, 0.0, 0.6667986761336313, 0.026381597785625654, nan, 0.0, nan, 0.6900452488687783, 0.2643404990817759, 0.6461257831707511, 0.0, nan, 0.0, 0.0027880685941259597, 0.0, nan, 0.09295479634294772, 0.6085968313389932, 0.9280763568391974, 0.0, nan, 0.0, nan, 0.0014390089607852678, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                    |
| 2.3439        | 28.0  | 560  | 3.2643          | 0.0559   | 0.1789        | 0.3052           | [0.21925794888506123, 0.2335739214866965, 0.8539278657619171, 0.29019390884440166, 0.0, 0.10823917137476459, 0.023561052292657057, 0.0, 0.0, nan, 0.044870906198218895, 0.031825049916356374, 0.1403300870464535, 0.0, nan, 0.0, 0.00231702504169372, 0.020358192248495874, nan, 0.093107651393429, 0.1048616900812563, 0.18005724743090423, 0.0, nan, 0.0, nan, 0.0006326078040167119, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                      | [0.5343416878820471, 0.4190655969797074, 0.9983328447249724, 0.9346429671344978, 0.0, 0.7153687307289751, 0.023747255893862746, nan, 0.0, nan, 0.7688914027149322, 0.2548341795398077, 0.5165358077563645, 0.0, nan, 0.0, 0.00231702504169372, 0.02076643117105545, nan, 0.09513430892467944, 0.5633397954408718, 0.95211155773907, 0.0, nan, 0.0, nan, 0.0006326078040167119, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                       |
| 1.5622        | 29.0  | 580  | 3.2500          | 0.0554   | 0.1714        | 0.3100           | [0.23530350258959892, 0.2408848923460589, 0.8380221350576502, 0.328950178834257, 0.0, 0.0934572900719377, 0.016875165350164405, 0.0, 0.0, nan, 0.0527022791384946, 0.020397514807764777, 0.15207427429780232, 0.0, nan, 0.0, 0.0010821270799119022, 0.0, nan, 0.12659762566304622, 0.072788299390323, 0.20168400021406782, 0.0, nan, 0.0, 0.0, 0.0026684085444665267, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                        | [0.5354353577571145, 0.4678217488033439, 0.9983822942458418, 0.9316841920014078, 0.0, 0.642386353992815, 0.017046864560465783, nan, 0.0, nan, 0.798868778280543, 0.2280436426488063, 0.5131255452454596, 0.0, nan, 0.0, 0.0010821270799119022, 0.0, nan, 0.14186645531999206, 0.30008690420482653, 0.9350900699717135, 0.0, nan, 0.0, nan, 0.002669465898268323, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                     |
| 2.3553        | 30.0  | 600  | 3.2513          | 0.0573   | 0.1782        | 0.3056           | [0.2229711497057557, 0.24070306683004333, 0.8607189504674975, 0.3368047641347186, 0.0, 0.08003668846706014, 0.021446355817111816, 0.0, 0.0, nan, 0.05479945162253862, 0.028898683580426687, 0.18721425803951958, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.12503726522905695, 0.11189331679330129, 0.19319053358168073, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                       | [0.5287190448313888, 0.44286118789186274, 0.9985412391343508, 0.8939240617713053, 0.0, 0.6245085004667478, 0.02170468645604658, nan, 0.0, nan, 0.8093891402714932, 0.3194339418818192, 0.5748275041636925, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.14246086784228254, 0.4823851861755465, 0.9333531834648404, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                       |
| 1.3628        | 31.0  | 620  | 3.2611          | 0.0577   | 0.1767        | 0.3116           | [0.2386290434498029, 0.2429485614334212, 0.837923998979852, 0.31125366991765246, 0.0, 0.10408727153646206, 0.020833729713274605, 0.0, 0.0, nan, 0.055361997624153905, 0.027350283369631922, 0.17709741550695826, 0.0, nan, 0.0, 0.0005219671797222116, 0.015229972586049346, nan, 0.13395440188974705, 0.07377122260007897, 0.18570967116738807, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                    | [0.5228150427257339, 0.4749383132205218, 0.9980078907306873, 0.9200360772581284, 0.0, 0.719300726994993, 0.020902930228118736, nan, 0.0, nan, 0.7855203619909502, 0.24554391271470238, 0.5298596240780395, 0.0, nan, 0.0, 0.0005219671797222116, 0.017840576607435953, nan, 0.14285714285714285, 0.38719165719633664, 0.9510198005061784, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                   |
| 2.1033        | 32.0  | 640  | 3.2219          | 0.0575   | 0.1804        | 0.3078           | [0.21846497022684486, 0.2434152190860455, 0.8474144340776629, 0.291755991620649, 0.0, 0.09670619927232017, 0.007911392405063292, 0.0, 0.0, nan, 0.05038785193633526, 0.03233052213429281, 0.18172461403288565, 0.0, nan, 0.0, 0.012183477829125768, 0.03906395096886028, nan, 0.10435132957292506, 0.12478420110037271, 0.2015282442036751, 0.0, nan, 0.0, 0.0, 0.022606918982028438, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                        | [0.5297809483615373, 0.4412135104159644, 0.9983505052681401, 0.917605262000088, 0.0, 0.6255551469548245, 0.00792211510928701, nan, 0.0, nan, 0.7796380090497738, 0.33585394836340066, 0.5741137282893172, 0.0, nan, 0.0, 0.012183477829125768, 0.045029615357168346, nan, 0.11729740439865266, 0.5170131693295006, 0.9301275370949332, 0.0, nan, 0.0, nan, 0.022613991060069935, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                     |
| 1.4257        | 33.0  | 660  | 3.2252          | 0.0588   | 0.1723        | 0.3127           | [0.23741298415834525, 0.2578446703153505, 0.8539202624686189, 0.2854880896309138, 0.0, 0.09779498525073746, 0.010194210878785625, 0.0, 0.004093579220991874, nan, 0.04349838616858909, 0.02914859138626916, 0.12400649517135287, 0.0, nan, 0.0, 0.032043692472214794, 0.02701702442635085, nan, 0.1168962527694827, 0.11587281898619035, 0.21492894356505104, 0.0, nan, 0.0, nan, 0.017726429063001814, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.5136799495368921, 0.4802346120137531, 0.9983752300285748, 0.9400325575256281, 0.0, 0.7502475177505586, 0.010461009831058509, nan, 0.004200268817204301, nan, 0.7866515837104072, 0.3128443340175003, 0.2301530652708383, 0.0, nan, 0.0, 0.032043692472214794, 0.03125669021622779, nan, 0.1373942087237114, 0.37469082157898254, 0.927398144012704, 0.0, nan, 0.0, nan, 0.017726921980688082, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 1.1462        | 34.0  | 680  | 3.2461          | 0.0602   | 0.1748        | 0.3161           | [0.2605936213639836, 0.25302001047161293, 0.8504810760690245, 0.3777264766756886, 0.0, 0.09980852573012378, 0.02119031091301012, 0.0, 0.02482747355955735, nan, 0.05254524054730028, 0.025947611710323573, 0.14521280546683504, 0.00034644214416192494, nan, 0.0, 0.0, 0.0, nan, 0.1658160089630275, 0.07171808350590277, 0.18042292493894305, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                      | [0.5185583525065915, 0.5069345378547833, 0.9978418816249113, 0.9394386026661974, 0.0, 0.6886085259257164, 0.02214374343800706, nan, 0.025537634408602152, nan, 0.8080316742081448, 0.2728745813978611, 0.46514394480133237, 0.00034644214416192494, nan, 0.0, 0.0, 0.0, nan, 0.1885136856406918, 0.27087372150544825, 0.9372901262137528, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                   |
| 1.6657        | 35.0  | 700  | 3.2030          | 0.0593   | 0.1766        | 0.3118           | [0.22649201674159045, 0.24303763345511298, 0.829421286928369, 0.3292397030220976, 0.0, 0.09838051002672944, 0.014921703608442393, 0.0, 0.0, nan, 0.047841559399195294, 0.033352728965436985, 0.16631348989623157, 0.0, nan, 0.0, 0.007409387770690906, 0.005043753038405444, nan, 0.13383595732623746, 0.11540675364543361, 0.19538539588517992, 0.0, nan, 0.0, nan, 0.04332292438394483, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                    | [0.5304435035555616, 0.4619402683206364, 0.9989898169308096, 0.9067490870693827, 0.0, 0.6548895363638936, 0.015061563424644459, nan, 0.0, nan, 0.6752262443438914, 0.3096035432645565, 0.6037750812911412, 0.0, nan, 0.0, 0.007409387770690906, 0.005923071433668737, nan, 0.15375470576580147, 0.40209907079350227, 0.9428647048120027, 0.0, nan, 0.0, nan, 0.043497000326731504, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 1.965         | 36.0  | 720  | 3.1979          | 0.0642   | 0.1864        | 0.3190           | [0.226861350959114, 0.26148911014862797, 0.8560657714907376, 0.30433749342858585, 0.0, 0.10449684264240001, 0.005104355716878403, 0.0, 2.0694935949173238e-05, nan, 0.042312477471716105, 0.03692123620109714, 0.14733392651750254, 0.0, nan, 0.0, 0.001565901539166635, 0.048994830557151064, nan, 0.1310409392237235, 0.18847227762265656, 0.25361008785642114, 0.0, nan, 0.0, nan, 0.0878919740295621, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    | [0.5348726396471213, 0.47833344569540887, 0.9977994963213088, 0.9296493466496546, 0.0, 0.6951429945404656, 0.005154147179536127, nan, 2.1001344086021507e-05, nan, 0.8233031674208144, 0.35335421842929676, 0.5384249345705449, 0.0, nan, 0.0, 0.001565901539166635, 0.06087204738457147, nan, 0.14659345014011152, 0.5053813757604118, 0.9258763005971581, 0.0, nan, 0.0, nan, 0.08846081655068858, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 1.7706        | 37.0  | 740  | 3.1883          | 0.0590   | 0.1883        | 0.3137           | [0.22832809014247532, 0.2577724763117761, 0.8448518493066781, 0.3124647364513734, 0.0, 0.10720266582792828, 0.005828016379392439, 0.0, 0.0003316680831657719, nan, 0.04745814980926905, 0.04316841711784496, 0.14774011299435028, 0.0, nan, 0.0, 0.004048428369552763, 0.041268011527377524, nan, 0.13706000144756206, 0.15773880878172414, 0.1898195726282531, 0.0, nan, 0.0, 0.0, 0.013091424561013405, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    | [0.5299533942339546, 0.4644589766062159, 0.9987602298696299, 0.925887632539927, 0.0, 0.7134734519532686, 0.005841366803474277, nan, 0.0003360215053763441, nan, 0.80079185520362, 0.38673436318461707, 0.5392180188754064, 0.0, nan, 0.0, 0.004048428369552763, 0.05109541140369657, nan, 0.16080273995867417, 0.6157497158900996, 0.9441053380311978, 0.0, nan, 0.0, nan, 0.01309706706337896, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 1.7933        | 38.0  | 760  | 3.2064          | 0.0624   | 0.1834        | 0.3223           | [0.2703482709967363, 0.2745461702261427, 0.8391366701406519, 0.33645911033756026, 0.0, 0.09795415883248276, 0.00985193836416381, 0.0, 0.04341907993371735, nan, 0.04499379204269592, 0.036285945259267816, 0.14349396664360925, 0.0001362740576124785, nan, 0.0, 0.0, 0.01652149214163984, nan, 0.1476124474649021, 0.16460029982577692, 0.19484461841148643, 0.0, nan, 0.0, nan, 0.0011678913304923914, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.5164980781361324, 0.5416975662374436, 0.9982162851400658, 0.9376897355800959, 0.0, 0.6189641028542333, 0.00998377398110146, nan, 0.046223958333333336, nan, 0.8239819004524886, 0.33941881819163877, 0.444206519152986, 0.00013647720830621286, nan, 0.0, 0.0, 0.02490544494398059, nan, 0.18690028022304622, 0.5431512801657865, 0.9354043637205763, 0.0, nan, 0.0, nan, 0.0011678913304923914, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 1.9025        | 39.0  | 780  | 3.2384          | 0.0597   | 0.1750        | 0.3194           | [0.24026773174701999, 0.2706089920741453, 0.8618322333508192, 0.319374592530502, 0.0, 0.10044316278280783, 0.010540581237765396, 0.0, 0.0081080558081932, nan, 0.048064633309564495, 0.03453672542420748, 0.10676760601325502, 0.0, nan, 0.0, 0.0014131306572967193, 0.02668059248006077, nan, 0.15685113237941817, 0.17148107735599838, 0.20968497065444153, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                       | [0.5271488797825367, 0.5360426076990494, 0.9981067897724263, 0.9052202032645519, 0.0, 0.6699951910837034, 0.010690083039037892, nan, 0.008799563172043012, nan, 0.8082579185520362, 0.3170573619963271, 0.3142993100166548, 0.0, nan, 0.0, 0.0014131306572967193, 0.04010561621351602, nan, 0.18740977667072375, 0.39922454709539407, 0.9260748019122294, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 1.7911        | 40.0  | 800  | 3.2022          | 0.0620   | 0.1903        | 0.3138           | [0.2356538509016365, 0.24810972165732248, 0.8376105355491809, 0.34621606443880076, 0.0, 0.10178520827429867, 0.02745807606931672, 0.0, 0.013529935996111157, nan, 0.05029297217641486, 0.03680434127223395, 0.12827167136120518, 0.0004871532961420602, nan, 0.0, 0.0020496759984213677, 0.05748593580106841, nan, 0.17931563030780065, 0.14868448970931467, 0.18927888401394982, 0.0, nan, 0.0, nan, 0.0013555881514643827, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] | [0.5284558379734887, 0.4655403492213308, 0.9983505052681401, 0.9086629416164371, 0.0, 0.660462221719329, 0.028099646845471032, nan, 0.014028897849462365, nan, 0.8107466063348416, 0.3296964459328076, 0.6428741375208185, 0.00048816847586453065, nan, 0.0, 0.0020496759984213677, 0.08677656461856847, nan, 0.24503948597469502, 0.562136506450966, 0.9462723107207252, 0.0, nan, 0.0, nan, 0.0013555881514643827, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] |
| 1.5805        | 41.0  | 820  | 3.2247          | 0.0626   | 0.1889        | 0.3172           | [0.2553928663592402, 0.2557239500286391, 0.8416522979520487, 0.3174145521189563, 0.0, 0.09972204151635224, 0.017625389628790025, 0.0, 0.052813802006924475, nan, 0.04797397572481051, 0.03630276782158503, 0.17082329601813803, 0.000899294681090238, nan, 0.0, 6.365453411246482e-05, 0.03438147060239804, nan, 0.16728441832367458, 0.1138446557452171, 0.2136548165572713, 0.0, nan, 0.0, nan, 0.0042463582786611805, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.5164844639883099, 0.49001280927661295, 0.9982657346609353, 0.9239187821725549, 0.0, 0.7154818817006591, 0.01781044192039706, nan, 0.05670362903225806, nan, 0.8191176470588235, 0.31511288754456085, 0.5736378777064002, 0.000902849224179562, nan, 0.0, 6.365453411246482e-05, 0.05095268679083708, nan, 0.23122647117099268, 0.5314526372083695, 0.9315170463004318, 0.0, nan, 0.0, nan, 0.004247509541255066, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  |
| 0.9125        | 42.0  | 840  | 3.2590          | 0.0608   | 0.1806        | 0.3200           | [0.27187171515012765, 0.27030815032477573, 0.8396751078418557, 0.3027668965028272, 0.0, 0.09963969168554358, 0.01611721611721612, 0.0, 0.06687971219717555, nan, 0.044290785651960846, 0.033549319305533606, 0.1496334502042827, 0.0, nan, 0.0, 0.008156357759991857, 0.0011167759164845837, nan, 0.15926024209516423, 0.10697066274413664, 0.24352258496922236, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                    | [0.5011821618359132, 0.5278905143935819, 0.9983081199645376, 0.9393946060099433, 0.0, 0.7415914684167351, 0.016378734370525914, nan, 0.07339969758064516, nan, 0.8383484162895928, 0.321054337258291, 0.40954873503053374, 0.0, nan, 0.0, 0.008160511273217992, 0.0016413330478841075, nan, 0.2208384047100116, 0.35002339728591486, 0.9135692190627429, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                    |
| 1.6362        | 43.0  | 860  | 3.2421          | 0.0648   | 0.1862        | 0.3217           | [0.2531359148583494, 0.26264833551090044, 0.8463751266023817, 0.3579336606521107, 0.0, 0.10157466549030929, 0.011816531800650383, 0.0, 0.0645248224219908, nan, 0.04935410410914734, 0.03124087946298278, 0.1606051589572223, 0.0027225843608471426, nan, 0.0, 0.005257864517689595, 0.049543547989143844, nan, 0.20965624652352877, 0.11210079979216538, 0.20137098160563865, 0.0, nan, 0.0, nan, 0.0014807193654457105, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.523926864797898, 0.5247569608305804, 0.9976582119759675, 0.893275111091557, 0.0, 0.7067126813951515, 0.01193089624892622, nan, 0.07039650537634409, nan, 0.8311085972850679, 0.27751971481041376, 0.5565072567213895, 0.002729544166124257, nan, 0.0, 0.005257864517689595, 0.07164775565546279, nan, 0.266721390359195, 0.40383715489003275, 0.9300779117661655, 0.0, nan, 0.0, nan, 0.0014807193654457105, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.9581        | 44.0  | 880  | 3.2437          | 0.0635   | 0.1896        | 0.3220           | [0.26098340832722916, 0.26544053857098243, 0.8486406921205203, 0.3126320822550798, 0.0, 0.0972365887726981, 0.00822672553681271, 0.0, 0.06971281351822384, nan, 0.05095846083500404, 0.03624351918810595, 0.18032830784886056, 0.0, nan, 0.0, 0.00334822849431565, 0.042283592480854025, nan, 0.16546548335219488, 0.13318308087425965, 0.2349094907799019, 0.0, nan, 0.0, nan, 0.021869091313535757, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.5093143461351703, 0.5156879929886065, 0.9978348174076442, 0.942122398697699, 0.0, 0.7286073944159995, 0.00832299322325093, nan, 0.07728494623655914, nan, 0.8194570135746606, 0.3194339418818192, 0.534062970893806, 0.0, nan, 0.0, 0.00334822849431565, 0.06501106115749661, nan, 0.2358968552747035, 0.5095928872250819, 0.9187633368071063, 0.0, nan, 0.0, nan, 0.021870155510292043, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.7703        | 45.0  | 900  | 3.2184          | 0.0626   | 0.1933        | 0.3215           | [0.2519056543097617, 0.2591031692515172, 0.8506638167203541, 0.3567202884189665, 0.0, 0.09559969867020097, 0.008611820294935792, 0.0, 0.09018875830936554, nan, 0.0484295832381362, 0.03855464442782728, 0.1428231467893547, 0.0001258805079278495, nan, 0.0, 0.0, 0.062322682665922516, nan, 0.2141522785168412, 0.15356100184388444, 0.21376396038698517, 0.0, nan, 0.0, 0.0, 0.03187651751647589, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.5154452507045322, 0.49737746915661024, 0.9980502760342898, 0.9305072814466101, 0.0, 0.671296427258069, 0.008628424167223443, nan, 0.09944136424731183, nan, 0.8152714932126697, 0.32861618234849305, 0.5711793163613292, 0.00012597896151342726, nan, 0.0, 0.0, 0.0956254906158567, nan, 0.32123751026069236, 0.534460859683134, 0.9279936479579177, 0.0, nan, 0.0, nan, 0.03194321823578892, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 1.2804        | 46.0  | 920  | 3.2229          | 0.0612   | 0.1930        | 0.3161           | [0.24361825852950414, 0.25425289965470427, 0.8516056918529856, 0.33707356183603926, 0.0, 0.09669638913103815, 0.011187509497036924, 0.0, 0.055904826385530515, nan, 0.048231297048830855, 0.04173370751481135, 0.1316748423265592, 0.0003976892163429337, nan, 0.0, 0.0, 0.05550799729668844, nan, 0.19470640133320263, 0.15612080312946106, 0.20417177734945388, 0.0, nan, 0.0, 0.0, 0.011683996886120996, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  | [0.5209226761784179, 0.4711980044495382, 0.9983822942458418, 0.9248427119538914, 0.0, 0.6997256088936664, 0.01124367662498807, nan, 0.06069388440860215, nan, 0.8190045248868778, 0.36145619531165607, 0.5960821635339837, 0.000398933378125853, nan, 0.0, 0.0, 0.08791836152144437, nan, 0.2811005123269835, 0.5629386991109031, 0.9251815459944088, 0.0, nan, 0.0, nan, 0.011685865039033986, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 1.0951        | 47.0  | 940  | 3.2503          | 0.0632   | 0.1883        | 0.3256           | [0.2558717595268798, 0.26629171134633556, 0.8536555127515074, 0.35324601221246626, 0.0, 0.09983939578088376, 0.01709145987994839, 0.0, 0.061739539257169726, nan, 0.05217757656686256, 0.03405505524685444, 0.13822199703796087, 0.0028215020441494402, nan, 0.0, 0.0009802798253319583, 0.03916983338205203, nan, 0.20977924323454902, 0.15728454015335874, 0.21844513925031403, 0.0, nan, 0.0, nan, 0.021707619860044804, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.5222659387635631, 0.5411015977887144, 0.9971460562241052, 0.9124576532183554, 0.0, 0.6506463749257446, 0.017447742674429702, nan, 0.06894741263440861, nan, 0.8265837104072398, 0.2879982715782651, 0.5625346974383377, 0.0028292775106557207, nan, 0.0, 0.0009802798253319583, 0.0669378434310997, nan, 0.29533810750375045, 0.45798515943579116, 0.9234115759350239, 0.0, nan, 0.0, nan, 0.021758927764530863, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  |
| 2.0286        | 48.0  | 960  | 3.2213          | 0.0609   | 0.1904        | 0.3186           | [0.24773052931435385, 0.2523722351913743, 0.8588030073725604, 0.3459261824087585, 0.0, 0.09890749160402347, 0.013931625545089008, 0.0, 0.08085451086035077, nan, 0.04958242683697101, 0.03781382865015083, 0.13705386378519974, 0.0028923199230109415, nan, 0.0, 0.0009930107321544513, 0.05309734513274336, nan, 0.2018507474172262, 0.14577812858243597, 0.20181852773200945, 0.0, nan, 0.0, 0.0, 0.009308307264511644, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.5240947726210411, 0.48627789388525583, 0.9981597714019292, 0.9230608473755995, 0.0, 0.6781420610449492, 0.01408800229073208, nan, 0.0901377688172043, nan, 0.7992081447963801, 0.34395592524575996, 0.5311285589658181, 0.0029027652382052197, nan, 0.0, 0.0009930107321544513, 0.08734746307000642, nan, 0.29697981827960035, 0.5185507052610469, 0.9300117446611417, 0.0, nan, 0.0, nan, 0.009308371973388761, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  |
| 2.775         | 49.0  | 980  | 3.2312          | 0.0625   | 0.1886        | 0.3207           | [0.24248139186349288, 0.25271433156185574, 0.8634379013025133, 0.3531656975755721, 0.0, 0.09866450997470035, 0.017130500188040618, 0.0, 0.03661274538023142, nan, 0.05296371087485894, 0.0358082188265784, 0.14039829610569335, 0.004076692115425931, nan, 0.0, 0.006849227870501216, 0.05880163751395608, nan, 0.22099825267796094, 0.13593260040046848, 0.2081117637249634, 0.0, nan, 0.0, nan, 0.021928850903238338, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.5257103181626346, 0.5011393514460999, 0.9974533496752226, 0.913920542038805, 0.0, 0.6729371163474867, 0.017390474372434857, nan, 0.04007056451612903, nan, 0.8070135746606335, 0.3015015663821973, 0.5149496391466413, 0.0040838180023936, nan, 0.0, 0.006849227870501216, 0.1014771997430957, nan, 0.3293611480653288, 0.48104819840898455, 0.9289861545332738, 0.0, nan, 0.0, nan, 0.021974431521943148, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 1.1549        | 50.0  | 1000 | 3.2289          | 0.0624   | 0.1917        | 0.3217           | [0.2478175629093416, 0.25383335249325295, 0.8595279462283469, 0.3585768829967094, 0.0, 0.09958428678812746, 0.01625582944703531, 0.0, 0.08457054462449773, nan, 0.05180472234492783, 0.03730669006246153, 0.13281580262096, 0.003548456316827952, nan, 0.0, 0.00566525353600937, 0.06168678810630946, nan, 0.2245182436378021, 0.14621728948172283, 0.20058242899202094, 0.0, nan, 0.0, 0.0, 0.02158498001776199, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]            | [0.5219981938563889, 0.5001658464235151, 0.9977606431263399, 0.9121276782964495, 0.0, 0.6783117875024752, 0.016302376634532788, nan, 0.0941490255376344, nan, 0.8225113122171945, 0.3077670951712218, 0.5481798715203426, 0.00355890566275432, nan, 0.0, 0.00566525353600937, 0.10318989509740954, nan, 0.33737156443714794, 0.479978608195735, 0.9331381403735133, 0.0, nan, 0.0, nan, 0.02162684481643946, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2

{"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: 3.2289
* Mean Iou: 0.0624
* Mean Accuracy: 0.1917
* Overall Accuracy: 0.3217
* Per Category Iou: [0.2478175629093416, 0.25383335249325295, 0.8595279462283469, 0.3585768829967094, 0.0, 0.09958428678812746, 0.01625582944703531, 0.0, 0.08457054462449773, nan, 0.05180472234492783, 0.03730669006246153, 0.13281580262096, 0.003548456316827952, nan, 0.0, 0.00566525353600937, 0.06168678810630946, nan, 0.2245182436378021, 0.14621728948172283, 0.20058242899202094, 0.0, nan, 0.0, 0.0, 0.02158498001776199, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
* Per Category Accuracy: [0.5219981938563889, 0.5001658464235151, 0.9977606431263399, 0.9121276782964495, 0.0, 0.6783117875024752, 0.016302376634532788, nan, 0.0941490255376344, nan, 0.8225113122171945, 0.3077670951712218, 0.5481798715203426, 0.00355890566275432, nan, 0.0, 0.00566525353600937, 0.10318989509740954, nan, 0.33737156443714794, 0.479978608195735, 0.9331381403735133, 0.0, nan, 0.0, nan, 0.02162684481643946, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]


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


More information needed


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


More information needed


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


More information needed


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


### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 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 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2



### 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 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2
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 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2
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 4.26.1
* Pytorch 1.13.1+cu116
* Datasets 2.10.1
* Tokenizers 0.13.2