transformers tensorboard safetensors segformer generated_from_trainer dataset:scene_parse_150 base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- generated_from_trainer
datasets:
- scene_parse_150
model-index:
- name: segformer-b0-scene-parse-150
  results: []
---

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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: 1.7293
- Mean Iou: 0.1237
- Mean Accuracy: 0.1909
- Overall Accuracy: 0.5750
- Per Category Iou: [0.5194973138518036, nan, nan, 0.7044669379850034, nan, 0.34772332290580465, nan, nan, 0.5564015598824595, nan, 0.4062946652059406, nan, 0.0, nan, 0.4247729319128107, 0.0, nan, nan, 0.046667038441519815, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13739290398405696, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19611110736285312, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1343402763679673, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31478245182821646, 0.0, nan, nan, nan, 0.00016383370878558264, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.045484961930081565, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]
- Per Category Accuracy: [0.6653449483980128, nan, nan, 0.8913306234632802, nan, 0.6243524932908944, nan, nan, 0.6636340558644579, nan, 0.573746977582886, nan, nan, nan, 0.5385355015418798, 0.0, nan, nan, 0.08630410120664168, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4259491999788773, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33494273005922887, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2713282125577454, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3631361939570516, 0.0, nan, nan, nan, 0.00016383370878558264, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09710049805026832, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

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

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
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| 3.9786        | 1.0   | 20   | 3.8216          | 0.0800   | 0.1800        | 0.4802           | [0.4198867018051586, nan, nan, 0.6407079944941267, nan, 0.30962178151724773, nan, nan, 0.4547464711940389, nan, 0.18428573788637226, nan, 0.0, nan, 0.3772855265627933, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.129621402176718, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0004865285646326169, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.06718202320463006, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.2111141644989704, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00453621148130768, 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, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                     | [0.4610940999997382, nan, nan, 0.9421738014620052, nan, 0.9593441570599406, nan, nan, 0.4917579043048879, nan, 0.3428650465144871, nan, nan, nan, 0.5004386216935778, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5145799229022548, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0005185407112073933, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2703441489216303, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7294330346110324, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.006717887340257133, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                  |
| 3.7257        | 2.0   | 40   | 3.5413          | 0.0893   | 0.1773        | 0.5085           | [0.4796213122176483, nan, nan, 0.569710555487129, nan, 0.37797245678582847, nan, nan, 0.385562411285884, nan, 0.2071438459237031, nan, nan, nan, 0.3376899057647339, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12735592007042368, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.00018219816730078773, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09635303820293825, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.1857725674091442, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                     | [0.5426066529782728, nan, nan, 0.9573154073497636, nan, 0.9589786111036813, nan, nan, 0.43597533512942505, nan, 0.4752674070734806, nan, nan, nan, 0.46192802007316747, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.41713048529334107, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.00019589315756723746, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.37684170243009046, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5152764590351573, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                              |
| 3.5889        | 3.0   | 60   | 3.3521          | 0.0943   | 0.1822        | 0.4964           | [0.44671302852086087, nan, nan, 0.6441959559067476, nan, 0.33197889313404605, nan, nan, 0.36668600855878725, nan, 0.22550499548694325, nan, nan, nan, 0.3607435243591464, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13298052198255864, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.01648341159851869, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09146424531039915, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.21127065071792822, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                  | [0.5012814326216009, nan, nan, 0.9242961098739165, nan, 0.9513288932873281, nan, nan, 0.41398822440774014, nan, 0.593848612761772, nan, nan, nan, 0.5148346070600854, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3572054707715055, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.019900440183448182, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4221086296913867, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5846676118257612, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                    |
| 3.2848        | 4.0   | 80   | 3.2736          | 0.0990   | 0.1883        | 0.5019           | [0.4459821396967382, nan, nan, 0.6207351493092033, nan, 0.3891790103084778, nan, nan, 0.35121012672244944, nan, 0.21693460283339402, nan, nan, nan, 0.3868444117143702, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1345446628133643, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.05449012125018115, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.12897355238553856, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2425876195434741, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                      | [0.4947560304123185, nan, nan, 0.9367554411265554, nan, 0.8936707055036955, nan, nan, 0.415552298205819, nan, 0.628642268759477, nan, nan, nan, 0.5714915052960218, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4176902360458362, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.07798852296559194, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5637317879889566, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.46058296372410024, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                      |
| 2.9269        | 5.0   | 100  | 2.9183          | 0.1002   | 0.1773        | 0.5445           | [0.5279435318956285, nan, nan, 0.5951721583063695, nan, 0.3553062034603592, nan, nan, 0.31959348076265126, nan, 0.2231862410152919, nan, nan, nan, 0.3985381992705846, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12884859419861272, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.028723640779189683, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.17658325610132838, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2532118069798349, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                     | [0.6319186235746953, nan, nan, 0.9509781195930228, nan, 0.9257139290840845, nan, nan, 0.33657066583686135, nan, 0.43170361870415147, nan, nan, nan, 0.5140531326016587, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3635317104081956, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.038706183309902976, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5468660306699833, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.401454157616118, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                                                   |
| 2.6513        | 6.0   | 120  | 3.0232          | 0.1023   | 0.1836        | 0.5146           | [0.4763877012699381, nan, nan, 0.6203459387996805, nan, 0.3693264502688378, nan, nan, 0.3772483182723677, nan, 0.2666202282286546, nan, nan, nan, 0.32110191304347824, 0.0, nan, nan, 0.009869430107096653, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13650858844410543, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0865154967469185, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13516322402241895, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.269214884083382, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0007184179680114947, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.5503249175598591, nan, nan, 0.9322932620267731, nan, 0.859835415162133, nan, nan, 0.4280075665140808, nan, 0.6156817343551494, nan, nan, nan, 0.4420540519833745, 0.0, nan, nan, 0.01271958472274743, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4914294766858531, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14526053789956442, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3981630812125851, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.44934510880168566, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0007335624107177329, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   |
| 2.9523        | 7.0   | 140  | 2.9515          | 0.1075   | 0.1892        | 0.5202           | [0.45098753912967615, nan, nan, 0.6051129014622386, nan, 0.3367778830648513, nan, nan, 0.405201250970518, nan, 0.3054317548746518, nan, nan, nan, 0.429385138438927, 0.0, nan, nan, 0.033813166295247846, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13324643297516295, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.10452139823587063, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15470055825322895, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2645047716112295, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0021850233316050662, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.532281019875513, nan, nan, 0.939214192875415, nan, 0.9030857428161304, nan, nan, 0.4572827698027302, nan, 0.5617085365353879, nan, nan, nan, 0.5752456473021893, 0.0, nan, nan, 0.04824847880642167, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3994508105824576, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18433546127077044, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.512068447092912, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3713174563947817, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.002277904328018223, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       |
| 2.4135        | 8.0   | 160  | 2.8940          | 0.1062   | 0.1912        | 0.5038           | [0.43023177565756143, nan, nan, 0.6386208132035783, nan, 0.3103156542654855, nan, nan, 0.39485066239825634, nan, 0.2766972953667327, nan, nan, nan, 0.4860929294408793, 0.0, nan, nan, 0.016076774296872112, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13267331129559162, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.08437947139656057, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1534104862475442, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.25979245091057074, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0026386218854838103, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                  | [0.485367583986848, nan, nan, 0.9148667555239128, nan, 0.8960422963418657, nan, nan, 0.47470868101902275, nan, 0.6111839678701693, nan, nan, nan, 0.6102319523453811, 0.0, nan, nan, 0.02243115954484513, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5048423720758304, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14406213270032955, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5464286690539322, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.33212803870816693, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0027025983552758583, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                  |
| 2.5287        | 9.0   | 180  | 2.6942          | 0.1123   | 0.1883        | 0.5278           | [0.4804233762743274, nan, nan, 0.6496232588186611, nan, 0.3560819918109916, nan, nan, 0.4637348506322463, nan, 0.29151895670496447, nan, nan, nan, 0.3959881857677719, 0.0, nan, nan, 0.016928894047879003, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13040916836660252, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1388164351014927, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15446056449485623, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2838344433872502, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.007207592949404124, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.5646471195471486, nan, nan, 0.9032518440638116, nan, 0.7490036643753176, nan, nan, 0.5492765135075378, nan, 0.6293594524814556, nan, nan, nan, 0.4951062077419602, 0.0, nan, nan, 0.02531884904946887, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.500300998046153, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.24775875181489249, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.40015854358581854, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3880051506835061, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.007798926682367476, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 2.4879        | 10.0  | 200  | 2.6745          | 0.1109   | 0.1887        | 0.5153           | [0.44361089949030885, nan, nan, 0.599364764999921, nan, 0.31801020664508584, nan, nan, 0.4812464012640769, nan, 0.29536251221820553, nan, nan, nan, 0.45776711963762323, 0.0, nan, nan, 0.021375606660634334, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13192104736850202, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13731398385371707, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13079699017199017, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3061083458625552, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004218202616715521, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                  | [0.5086244734869539, nan, nan, 0.9420247862044986, nan, 0.790033969026667, nan, nan, 0.5885994578969349, nan, 0.5851297077988608, nan, nan, nan, 0.572567948054933, 0.0, nan, nan, 0.03126611433875348, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4528172360986429, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.29144292595238647, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2793920673536889, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4263491278956336, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004555808656036446, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 1.599         | 11.0  | 220  | 2.5330          | 0.1129   | 0.1842        | 0.5335           | [0.4826929706868573, nan, nan, 0.6497580345699124, nan, 0.2973384829615617, nan, nan, 0.492684075918697, nan, 0.33117540064361284, nan, nan, nan, 0.43190662669032615, 0.0, nan, nan, 0.029673145160425803, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11828379186336013, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.15174636403702071, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13072972061532076, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2593405656557045, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010579029733959312, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.5754404733752595, nan, nan, 0.8981273749306665, nan, 0.7062971977781939, nan, nan, 0.5994497080668539, nan, 0.630517191918364, nan, nan, nan, 0.5407994790170277, 0.0, nan, nan, 0.047578122314276876, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4199714843956276, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.31740453089350323, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2755104830112347, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3165329136480106, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.013049689201189143, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 2.0052        | 12.0  | 240  | 2.6565          | 0.1170   | 0.1912        | 0.4912           | [0.3924836802011318, nan, nan, 0.6556498223025284, nan, 0.3456201654020265, nan, nan, 0.4562117087538331, nan, 0.3620263864988075, nan, nan, nan, 0.5196880418009687, 0.0, nan, nan, 0.04022273405165947, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.10527998630972887, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14196408150818457, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14500559415085995, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.338418554736287, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.006696578048617156, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       | [0.44054754738944646, nan, nan, 0.9072048877004463, nan, 0.6684498176728096, nan, nan, 0.5859953978561544, nan, 0.6142883488381624, nan, nan, nan, 0.6682832461836082, 0.0, nan, nan, 0.07834576644092268, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.49380577705021916, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.30040791869281647, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.30467703578164723, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.47578788548833945, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.007721709586502452, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                |
| 2.1036        | 13.0  | 260  | 2.4045          | 0.1251   | 0.1960        | 0.5501           | [0.4750214274712341, nan, nan, 0.6738366975027412, nan, 0.31889668734061094, nan, nan, 0.49240484506394744, nan, 0.3833054086601393, nan, nan, nan, 0.5310855761397358, 0.0, nan, nan, 0.0433843889781771, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11661668246292801, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.16773605852714282, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15084003529979853, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3953460644238221, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004984051036682616, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.5624498792739508, nan, nan, 0.9030241818648431, nan, 0.6477474344914899, nan, nan, 0.6315009376253921, nan, 0.6000368837342732, nan, nan, nan, 0.691742802965006, 0.0, nan, nan, 0.0770222420846368, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.45872102233722345, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33949436519093823, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.24762867998797256, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.517539638151477, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005791282189876839, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.794         | 14.0  | 280  | 2.3167          | 0.1274   | 0.2011        | 0.5611           | [0.48759849200932825, nan, nan, 0.6989665993595102, nan, 0.35030947985666194, nan, nan, 0.4807849206920548, nan, 0.4232590215243425, nan, nan, nan, 0.48824090281632015, 0.0, nan, nan, 0.055335442325214736, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12160636541059901, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.17626745287783105, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1622038810483871, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.368734846377042, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008758051757260707, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.5829292406606381, nan, nan, 0.8998327717665758, nan, 0.6615311917689749, nan, nan, 0.6562804523530712, nan, 0.6539690996270645, nan, nan, nan, 0.657131912122431, 0.0, nan, nan, 0.09290453436006738, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4277446269208428, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.42231107833421677, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2814968701309351, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.48265546349648164, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0119686498590788, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 1.8382        | 15.0  | 300  | 2.2015          | 0.1260   | 0.1888        | 0.5892           | [0.5428404035076511, nan, nan, 0.6668123832611373, nan, 0.33136602876081833, nan, nan, 0.5084115362139493, nan, 0.38357612620652726, nan, nan, nan, 0.4594509125642151, 0.0, nan, nan, 0.049335576840107, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12215850796718364, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18333519851780009, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15875710128862408, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.36907323665471176, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0035252263906856403, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.6969387853048431, nan, nan, 0.9028958631708791, nan, 0.6707768297358262, nan, nan, 0.6055749813703252, nan, 0.5724560468833244, nan, nan, nan, 0.5454308644103507, 0.0, nan, nan, 0.07862078448898209, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3458097903575012, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33979396649074695, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.25055353579531475, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4617795871649129, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004208331724643836, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   |
| 2.0824        | 16.0  | 320  | 2.1058          | 0.1245   | 0.1927        | 0.5583           | [0.49940918071362245, nan, nan, 0.6721999347487222, nan, 0.33369263707520164, nan, nan, 0.48797201486710184, nan, 0.39894524802059145, nan, nan, nan, 0.5046095902825352, 0.0, nan, nan, 0.04578177150192555, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11020357517607486, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.200689131704973, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.16109440769693326, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3145279722153737, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004608740492458425, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.5993038291143935, nan, nan, 0.9210674459612725, nan, 0.6016975597578481, nan, nan, 0.6396898056781611, nan, 0.5843817876316545, nan, nan, nan, 0.6292363385623169, 0.0, nan, nan, 0.07662690364055141, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.43148333949411205, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.4234979604065359, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.292922942350272, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3816448369600562, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005521022354349253, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.7332        | 17.0  | 340  | 2.2257          | 0.1262   | 0.2031        | 0.5543           | [0.472017760120135, nan, nan, 0.688271044992743, nan, 0.31055586423080433, nan, nan, 0.45982389723084777, nan, 0.3978133209704837, nan, nan, nan, 0.5248825550413687, 0.0, nan, nan, 0.07655870407368845, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11334890085822778, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.17907910927258539, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1327995675821763, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.42242321351910395, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008087037468000931, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.5573450915065931, nan, nan, 0.8793969849246231, nan, 0.6677722202904753, nan, nan, 0.7081733092034688, nan, 0.632986353018319, nan, nan, nan, 0.6882376601735333, 0.0, nan, nan, 0.1402935817663034, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.39628241009663623, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.43099951602866954, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2149085640871443, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5631283898911332, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010733176325238408, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.4288        | 18.0  | 360  | 2.1115          | 0.1258   | 0.1952        | 0.5677           | [0.5090348710575205, nan, nan, 0.6516802046084259, nan, 0.297545971892537, nan, nan, 0.5009740904353005, nan, 0.43029384865642256, nan, nan, nan, 0.47768960582802134, 0.0, nan, nan, 0.055080392765845615, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11943414972637953, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18384099605649626, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1577759659901581, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3791353001017294, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010844010814623252, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.6240389255337994, nan, nan, 0.9112614141547938, nan, 0.6046130116528918, nan, nan, 0.6612101509208382, nan, 0.6314700217204213, nan, nan, nan, 0.5907946905705913, 0.0, nan, nan, 0.07925676372511946, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3999155093203781, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3620681708188334, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.296230489571659, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4847495545179038, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.014246554187097023, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 1.3557        | 19.0  | 380  | 2.1644          | 0.1235   | 0.1952        | 0.5340           | [0.45051944557883883, nan, nan, 0.680187130824496, nan, 0.3233930982051045, nan, nan, 0.48768868560777917, nan, 0.3719932174873157, nan, nan, nan, 0.5244535379948155, 0.0, nan, nan, 0.06326307980974823, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1235196044613085, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18615950618388388, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1338282685299521, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.34819411901293984, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010321412403802625, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.5304206083336315, nan, nan, 0.8594082438551903, nan, 0.5916316723281712, nan, nan, 0.6513671315214098, nan, 0.5799045121101594, nan, nan, nan, 0.7099274071520236, 0.0, nan, nan, 0.12460036439891368, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5445846755029836, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3836625106588924, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.24292704261542247, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.42909355774358443, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.013204123392919192, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   |
| 1.2805        | 20.0  | 400  | 2.1733          | 0.1242   | 0.2025        | 0.5293           | [0.4359919702458697, nan, nan, 0.6776664423104268, nan, 0.3320810974499282, nan, nan, 0.47790932220872395, nan, 0.38331230110830683, nan, nan, nan, 0.5442070071960895, 0.0, nan, nan, 0.056890719745731864, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13689397253995042, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18726600714350605, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15429938763958215, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3277648057737211, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010367824795410199, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   | [0.5045057387413251, nan, nan, 0.8876963069052015, nan, 0.6990665204482842, nan, nan, 0.6829434067328873, nan, 0.5726199745912053, nan, nan, nan, 0.6666053745522803, 0.0, nan, nan, 0.11014472824779126, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5551460104557217, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.4513032656541679, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3278572014323593, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4016752728171377, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.013744643063974363, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.372         | 21.0  | 420  | 2.0209          | 0.1268   | 0.1973        | 0.5657           | [0.5010337907030282, nan, nan, 0.6861817147192716, nan, 0.35235541766238193, nan, nan, 0.5041431987328845, nan, 0.4331889706943843, nan, nan, nan, 0.4880826848684898, 0.0, nan, nan, 0.04398303192676937, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11698496863904399, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18097382756655236, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1360123411534702, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3331465034060533, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027245614921902642, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.6058301039369693, nan, nan, 0.8984502413219309, nan, 0.7006802721088435, nan, nan, 0.6750739045341763, nan, 0.6148723412974878, nan, nan, nan, 0.6259189028711525, 0.0, nan, nan, 0.07110935405135962, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3949516818925912, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.4463598442073241, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.24341907443348004, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4020134490069326, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.041620014671248214, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 1.4077        | 22.0  | 440  | 1.9685          | 0.1282   | 0.2006        | 0.5808           | [0.5194961664841183, nan, nan, 0.6680392748105989, nan, 0.3328232729860771, nan, nan, 0.5312333681575369, nan, 0.3734029500413433, nan, 0.0, nan, 0.5304863989031876, 0.0, nan, nan, 0.09759663791971282, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12179886174657742, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1982319419727467, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1419518156424581, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.4269761725661373, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03260925916325367, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                         | [0.6373759471126536, nan, nan, 0.8803697234111248, nan, 0.6670946229081409, nan, nan, 0.662069982066379, nan, 0.5737162411376583, nan, nan, nan, 0.6521825738857285, 0.0, nan, nan, 0.19160163635738595, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4029994191265776, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.35554608098453594, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.22226170625700462, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5241861009585994, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04856955329910042, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.3165        | 23.0  | 460  | 2.0245          | 0.1248   | 0.1986        | 0.5627           | [0.493390646293021, nan, nan, 0.6321674469843018, nan, 0.3501202780810329, nan, nan, 0.5275281009857569, nan, 0.3936452693993297, nan, 0.0, nan, 0.5131925959168117, 0.0, nan, nan, 0.06250061227088824, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12599091688812025, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1824444300434191, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14252971590000532, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.4256623004675062, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.019257880037238995, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                        | [0.5939547096248373, nan, nan, 0.902630947157534, nan, 0.6605058799404427, nan, nan, 0.6560265974434354, nan, 0.6257735338715626, nan, nan, nan, 0.6395793828650232, 0.0, nan, nan, 0.10966344666368731, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4731794898875218, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.32441059205826095, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.21928218024765603, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.525811948024921, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027952588703138874, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.2786        | 24.0  | 480  | 2.0101          | 0.1284   | 0.1961        | 0.5490           | [0.47740550792458475, nan, nan, 0.7147584658141862, nan, 0.3338715073235298, nan, nan, 0.5181145719308721, nan, 0.3598918229651998, nan, nan, nan, 0.504395131823882, 0.0, nan, nan, 0.07240644415546886, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.11426079165254328, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1745514812112544, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14023398023329509, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.4139434247830999, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.028146861354993193, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       | [0.5789989903864193, nan, nan, 0.8484432044903264, nan, 0.6139567229250809, nan, nan, 0.6395342171851585, nan, 0.5262796606696447, nan, nan, nan, 0.6425137428412726, 0.0, nan, nan, 0.1378184193337688, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5090985900617838, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.4162729598303796, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.22379247191318372, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5051441801178413, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0462916489710822, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       |
| 1.3317        | 25.0  | 500  | 1.8858          | 0.1314   | 0.1935        | 0.5843           | [0.5301516817532359, nan, nan, 0.6962216459311296, nan, 0.31580737791029245, nan, nan, 0.5299626090017334, nan, 0.36406788477794394, nan, nan, nan, 0.5453687925056984, 0.0, nan, nan, 0.045733134930958055, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.12598183022617582, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18737449004839146, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14208431901120464, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.43213266336021183, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027452631578947367, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                  | [0.6575935245112711, nan, nan, 0.8779068323495567, nan, 0.5628337835789624, nan, nan, 0.6534471040068132, nan, 0.5162800704889143, nan, nan, nan, 0.6755118849240552, 0.0, nan, nan, 0.07554402007631751, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4499128689866399, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3752391048835012, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2117923625727797, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.517903827894333, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03775915987799699, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       |
| 1.3294        | 26.0  | 520  | 1.9586          | 0.1267   | 0.2008        | 0.5607           | [0.49048977024276574, nan, nan, 0.6999728275277026, nan, 0.3381723096343718, nan, nan, 0.5145174424285854, nan, 0.37485694220465066, nan, 0.0, nan, 0.47685307286787865, 0.0, nan, nan, 0.09269540554819215, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13914883292591618, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.17943198526976725, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14833319408471884, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.43227071188110683, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04113598052069676, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   | [0.6007942526198032, nan, nan, 0.8743677199837739, nan, 0.6018937063685238, nan, nan, 0.6467649876757536, nan, 0.5906212860128683, nan, nan, nan, 0.6025780995613783, 0.0, nan, nan, 0.17190346866513115, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5633099223741881, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.31217303127376644, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2426536916053905, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.547806407138119, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.06783521871742404, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 1.2465        | 27.0  | 540  | 1.8813          | 0.1278   | 0.2017        | 0.5720           | [0.4965603283844338, nan, nan, 0.6888599667784658, nan, 0.3322820711616885, nan, nan, 0.53191389390451, nan, 0.4056226508308465, nan, 0.0, nan, 0.5143450684915175, 0.0, nan, nan, 0.07467337287592177, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1390831697727977, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1952248248851397, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15533038147138964, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.40376103734347546, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.025654813918576776, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                         | [0.6081338030319822, nan, nan, 0.8960659972018246, nan, 0.6763402608749922, nan, nan, 0.6489186599736319, nan, 0.6224847342322036, nan, nan, nan, 0.6610775919860561, 0.0, nan, nan, 0.1281068445116711, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4834662301314886, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3584153395865502, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.24932345625017086, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4722370354954932, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.044206787382726535, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 0.9738        | 28.0  | 560  | 1.8231          | 0.1274   | 0.2013        | 0.5786           | [0.515238353544077, nan, nan, 0.7113293510852016, nan, 0.36264016677981115, nan, nan, 0.5151446050805606, nan, 0.3962353450257603, nan, 0.0, nan, 0.502814892316302, 0.0, nan, nan, 0.045927383938114436, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14831834812278671, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19892386002357898, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15337510009892127, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3819992241044873, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.019000534473543558, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.6299264474254853, nan, nan, 0.8808540229980214, nan, 0.6715346689134369, nan, nan, 0.6474774191963445, nan, 0.6004262120404902, nan, nan, nan, 0.6332969411404165, 0.0, nan, nan, 0.07459864553611331, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5334635897977504, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.4102463644534581, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.26700926659924007, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4610642144557314, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027450677580016215, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 1.2255        | 29.0  | 580  | 1.8577          | 0.1298   | 0.2061        | 0.5790           | [0.5085307554134902, nan, nan, 0.7026949830303437, nan, 0.33532129520990445, nan, nan, 0.5287269996244837, nan, 0.39869289963433935, nan, 0.0, nan, 0.5066058916775193, 0.0, nan, nan, 0.12668441396817023, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14676321951186924, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20393755372542496, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13928000946577532, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3793473382303036, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.048396745632926536, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.6274901111098506, nan, nan, 0.865592377041716, nan, 0.6140815434955109, nan, nan, 0.6572057944430342, nan, 0.5987664439981968, nan, nan, nan, 0.658656553467793, 0.0, nan, nan, 0.2642064010450686, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4640544964883561, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.423739946071766, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2574146461471175, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.45072382711392633, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09370294583220726, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                         |
| 1.7742        | 30.0  | 600  | 1.8306          | 0.1234   | 0.1977        | 0.5704           | [0.5079305819206281, nan, nan, 0.6844006547349558, nan, 0.3324820597494262, nan, nan, 0.5305967040691468, nan, 0.39659824125843546, nan, 0.0, nan, 0.5222298496570746, 0.0, nan, nan, 0.07746855216640632, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14712055362902615, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19870039539561493, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.12016351482319028, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.26438011110727716, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04411700021992523, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.6173424911189782, nan, nan, 0.8947952282003097, nan, 0.653498096486301, nan, nan, 0.6675810902658925, nan, 0.6039301667964427, nan, nan, nan, 0.6469612518914364, 0.0, nan, nan, 0.12956787789198665, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5130379679991551, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.36539835449747643, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2643577618019299, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.29897376533173786, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0774487471526196, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 1.0007        | 31.0  | 620  | 1.7903          | 0.1260   | 0.1938        | 0.5843           | [0.5307466542323287, nan, nan, 0.7115300248155578, nan, 0.345585489194618, nan, nan, 0.5441693162922404, nan, 0.39158243555143946, nan, 0.0, nan, 0.4622300127938188, 0.0, nan, nan, 0.08470204534069471, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13946529250544007, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20064555581473054, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13681045121207394, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3222098462909334, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03489059727971614, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       | [0.6783844088437612, nan, nan, 0.8794590746152509, nan, 0.6105063257281943, nan, nan, 0.6404841258792797, nan, 0.5544957173886316, nan, nan, nan, 0.5646804190848321, 0.0, nan, nan, 0.13659802674550517, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.47991762158736867, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3667465603466157, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2636470491758467, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3762600314763992, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0683371298405467, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 1.3284        | 32.0  | 640  | 1.8145          | 0.1287   | 0.2010        | 0.5842           | [0.5192500726510545, nan, nan, 0.7049099120975183, nan, 0.3423862558546578, nan, nan, 0.5278006416280502, nan, 0.43408617766363095, nan, 0.0, nan, 0.4964408197899848, 0.0, nan, nan, 0.08980982224355175, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1356179918582326, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19908685955059652, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14308645131963976, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.35317639542184864, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04361614410452652, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.6455008494890413, nan, nan, 0.9012194415239294, nan, 0.6243792405559865, nan, nan, 0.6668768476133544, nan, 0.6216650956927995, nan, nan, nan, 0.6454595950889693, 0.0, nan, nan, 0.1640482656674344, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4155251623805249, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3713212417321564, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.27534647240521554, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.41701026234668265, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.07964943438477279, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.1653        | 33.0  | 660  | 1.7478          | 0.1258   | 0.1887        | 0.5999           | [0.5494416329120891, nan, nan, 0.7113240497585706, nan, 0.3481276076638407, nan, nan, 0.5525964081859948, nan, 0.4048768986210516, nan, 0.0, nan, 0.39329058482277807, 0.0, nan, nan, 0.07192039677362573, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14560752807957955, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2091592878225269, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13843012163129026, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32389194859690534, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.05226497574098093, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.7403835833515855, nan, nan, 0.9036988898363316, nan, 0.6055491659311169, nan, nan, 0.650081479237125, nan, 0.5453874841195033, nan, nan, nan, 0.4685015993411098, 0.0, nan, nan, 0.11939221011378871, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.3520092939747584, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.37971007812680047, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.25386108301670174, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.36945748735090983, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08401220030114667, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 1.2007        | 34.0  | 680  | 1.8022          | 0.1277   | 0.2003        | 0.5683           | [0.4969052889471535, nan, nan, 0.728289191708223, nan, 0.35597857806539573, nan, nan, 0.5314453621772132, nan, 0.4149301334401236, nan, 0.0, nan, 0.522438044206296, 0.0, nan, nan, 0.07230648411849862, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14546070287176247, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20042934120252656, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1317073860823065, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.317305968811615, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04144064442530208, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                          | [0.6052838480151974, nan, nan, 0.8862309902063862, nan, 0.6797460792967253, nan, nan, 0.650187934521811, nan, 0.5944735871480678, nan, nan, nan, 0.6573579267942309, 0.0, nan, nan, 0.13135549520437279, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5398215134392987, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.37332626581549166, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2544897903397753, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3684039384519335, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.06872321531987181, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 0.8721        | 35.0  | 700  | 1.7645          | 0.1265   | 0.1927        | 0.5854           | [0.5319156930808397, nan, nan, 0.7282370480292943, nan, 0.35369395441437557, nan, nan, 0.5433595869011405, nan, 0.38299615691392935, nan, 0.0, nan, 0.46762841782902786, 0.0, nan, nan, 0.053679359689546444, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13526314046302124, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20808023029526787, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13224326682239046, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33657964741422064, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04662379421221865, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                  | [0.6794079842371135, nan, nan, 0.8775342942057901, nan, 0.6145629942671695, nan, nan, 0.6479851290156162, nan, 0.5411561001598295, nan, nan, nan, 0.5884617594667586, 0.0, nan, nan, 0.0951046787445426, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.431324919469821, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3856444884883962, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.25689527922805677, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3883823472028927, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08285394386317131, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       |
| 0.7034        | 36.0  | 720  | 1.7507          | 0.1260   | 0.1928        | 0.5827           | [0.5270254123341084, nan, nan, 0.7163941322010208, nan, 0.3544803691759605, nan, nan, 0.5618863030683066, nan, 0.4062475733295683, nan, 0.0, nan, 0.4644592533020649, 0.0, nan, nan, 0.051604593961226346, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13542116931829273, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20654294187788547, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1293585816939569, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.30601174881992455, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04623215889809362, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.6697010339594915, nan, nan, 0.8953043636634573, nan, 0.6458305471598862, nan, nan, 0.6457250014330519, nan, 0.5895967378386132, nan, nan, nan, 0.579639525752265, 0.0, nan, nan, 0.09159819863178521, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.41028674024396683, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3892166578322694, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.24013886231309625, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3448746797081279, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08941739701169839, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 1.0078        | 37.0  | 740  | 1.7266          | 0.1249   | 0.1874        | 0.5876           | [0.5365675905382735, nan, nan, 0.7197175896141601, nan, 0.3642732592734404, nan, nan, 0.5644186131520269, nan, 0.39627388680277903, nan, 0.0, nan, 0.43232420453498976, 0.0, nan, nan, 0.019497188704933537, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13324231803732986, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.197425975215553, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1394884153688931, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33302817617739805, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03599159587101489, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.6957825726908689, nan, nan, 0.902991067363175, nan, 0.6276869856723817, nan, nan, 0.6322133691459829, nan, 0.5341276996844392, nan, nan, nan, 0.5574977494301748, 0.0, nan, nan, 0.03224586613496511, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4143634155357237, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3427438869811712, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2499794986742476, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.38325767724984716, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.06084707154163932, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 0.9811        | 38.0  | 760  | 1.7541          | 0.1269   | 0.1947        | 0.5788           | [0.5184820500063916, nan, nan, 0.7195566101740684, nan, 0.3572767695010748, nan, nan, 0.5443114422594085, nan, 0.3899310736872024, nan, 0.0, nan, 0.487109019976382, 0.0, nan, nan, 0.056860483651673274, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13798662231613926, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18913854060006569, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14271030878584767, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.35382126520138346, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.036275294163560796, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     | [0.6547697478932933, nan, nan, 0.8824104045764242, nan, 0.6490491347259743, nan, nan, 0.6568536731167651, nan, 0.5622208106225155, nan, nan, nan, 0.6036162347487981, 0.0, nan, nan, 0.10423184021451408, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.44206579711675553, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.338434237514692, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2694694256895279, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4124839041140434, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0717732906065403, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       |
| 0.5625        | 39.0  | 780  | 1.7657          | 0.1280   | 0.1952        | 0.5789           | [0.5102751986027965, nan, nan, 0.7240462381344197, nan, 0.37437802263548886, nan, nan, 0.5616050885500588, nan, 0.3866788541729619, nan, 0.0, nan, 0.46431302362693383, 0.0, nan, nan, 0.06373117033603708, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13281328771451043, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19335343445472958, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15072251988959245, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.37061265000451143, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03587553884814187, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.6455357540207839, nan, nan, 0.8960411613255735, nan, 0.6694751295013418, nan, nan, 0.6536108813678685, nan, 0.5244354739559854, nan, nan, nan, 0.6420004213832864, 0.0, nan, nan, 0.12668018838736292, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4173522733273486, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33769675739208593, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.25375174261268896, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.42740267679460997, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.06779661016949153, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   |
| 0.7157        | 40.0  | 800  | 1.8065          | 0.1214   | 0.1889        | 0.5592           | [0.4990243270558229, nan, nan, 0.7043645418069693, nan, 0.3753328351768631, nan, nan, 0.5436199895024725, nan, 0.3907085586565362, nan, 0.0, nan, 0.4225510349706832, 0.0, nan, nan, 0.02772833353111032, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13252358085616647, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19464198552990095, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14146572895735654, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.301612939408215, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.031228437242638057, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       | [0.6286314892978343, nan, nan, 0.9039596665369682, nan, 0.6359251433207621, nan, nan, 0.6445785599056643, nan, 0.5337076349329946, nan, nan, nan, 0.5330881648757877, 0.0, nan, nan, 0.04819691292241053, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.5054021228283255, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3630130672259224, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2771232539704234, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.34975222090709257, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0541677927493147, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      |
| 0.6014        | 41.0  | 820  | 1.7393          | 0.1245   | 0.1906        | 0.5820           | [0.5309857943249103, nan, nan, 0.7042225354565893, nan, 0.35210798026682505, nan, nan, 0.5475814013977015, nan, 0.38517370005842433, nan, 0.0, nan, 0.42020517175596006, 0.0, nan, nan, 0.04394958222289665, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13832667829206985, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21264794369855933, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14545374072380166, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33506991126646946, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0439161653405783, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.684009274134084, nan, nan, 0.9037278650252912, nan, 0.6026247982810424, nan, nan, 0.6551094442215253, nan, 0.5268534076472275, nan, nan, nan, 0.523147350073742, 0.0, nan, nan, 0.07965210216920486, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.43647885092675714, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.36976561959853427, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.26949676079053114, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3889936656998296, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08737114397127524, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                     |
| 0.5889        | 42.0  | 840  | 1.7220          | 0.1293   | 0.1970        | 0.5915           | [0.535421579074004, nan, nan, 0.7182238827227351, nan, 0.3593407923808755, nan, nan, 0.562842617938782, nan, 0.4156914834410549, nan, 0.0, nan, 0.4659394106174996, 0.0, nan, nan, 0.041294653747450796, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1497515005024307, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2026740421118417, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.15121819652971322, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3579053106820766, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.047138501910238106, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                         | [0.679635736306734, nan, nan, 0.8975851249658506, nan, 0.635113809612967, nan, nan, 0.648238983925252, nan, 0.5739416417359944, nan, nan, nan, 0.5967208718803272, 0.0, nan, nan, 0.07274227371171234, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4658816074351798, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3512710008988039, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.27586583932427633, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.42171871545074985, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09432068259912745, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       |
| 0.7813        | 43.0  | 860  | 1.7547          | 0.1257   | 0.1926        | 0.5784           | [0.5230326164004733, nan, nan, 0.7186647930214541, nan, 0.35623270715013833, nan, nan, 0.5590593944181519, nan, 0.4172766991695842, nan, 0.0, nan, 0.4340370031895127, 0.0, nan, nan, 0.022453083109919572, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.14335914802300878, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20532109502872364, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14500102889731606, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33509112058937573, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03595105049169821, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    | [0.6657646753922178, nan, nan, 0.8869926237447534, nan, 0.6106846408288086, nan, nan, 0.6490824373346872, nan, 0.5910208598008279, nan, nan, nan, 0.5494493286598097, 0.0, nan, nan, 0.038004056516208876, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.49247504884617416, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.36860178378004654, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2696607713965503, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.39341596972022425, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0693023435388595, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                   |
| 1.0398        | 44.0  | 880  | 1.7927          | 0.1249   | 0.1938        | 0.5710           | [0.5108075145706407, nan, nan, 0.7075978561413164, nan, 0.35776407618447337, nan, nan, 0.5546690592863551, nan, 0.3954948573789603, nan, 0.0, nan, 0.4463746987593347, 0.0, nan, nan, 0.03904293710413905, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1374491630341874, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20271195063014397, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.14251316342959922, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3423995735276152, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03541601623477989, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       | [0.6410444133988026, nan, nan, 0.8940501519127764, nan, 0.6275265020818288, nan, nan, 0.6581065699288388, nan, 0.54918855784599, nan, nan, nan, 0.5747323258442031, 0.0, nan, nan, 0.07289697136374575, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.47722448117442046, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3857021041229748, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2685673673564224, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.400998920437548, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.07007451449750975, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                        |
| 0.8604        | 45.0  | 900  | 1.7486          | 0.1250   | 0.1902        | 0.5792           | [0.5248087666056819, nan, nan, 0.7091471585739102, nan, 0.35479033189721415, nan, nan, 0.5640257536930426, nan, 0.3881567826195603, nan, 0.0, nan, 0.42684331456990804, 0.0, nan, nan, 0.044603190865147295, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1352500578799944, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21044953640121172, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1444317923024368, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3323488964537728, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03917852722772277, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                      | [0.6748389810320048, nan, nan, 0.8871457783149685, nan, 0.5969097993063542, nan, nan, 0.6506547000008189, nan, 0.5410946272693742, nan, nan, nan, 0.553659330766726, 0.0, nan, nan, 0.08231633950978033, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4380524898347151, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.36903966260284393, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.26003881584342453, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.38349179922739746, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.07822091811126984, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 0.7519        | 46.0  | 920  | 1.7624          | 0.1253   | 0.1937        | 0.5741           | [0.5150589229086175, nan, nan, 0.702421661682486, nan, 0.35270264043131655, nan, nan, 0.560850404377936, nan, 0.3893207264751432, nan, 0.0, nan, 0.4497428911769215, 0.0, nan, nan, 0.060121390340771554, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13518387486615613, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20632370467430025, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1393133022833125, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3347716246730309, 0.0, nan, nan, nan, 4.095842719639566e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.039160296887116426, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]     | [0.6491187042041636, nan, nan, 0.8944765011217537, nan, 0.6141707010458181, nan, nan, 0.6638469664338299, nan, 0.5382976107536577, nan, nan, nan, 0.5843168802313777, 0.0, nan, nan, 0.11526693939289766, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4560173205893225, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3610771819040815, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2681846759423776, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3895269435375831, 0.0, nan, nan, nan, 4.095842719639566e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0818887301648585, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]     |
| 0.6697        | 47.0  | 940  | 1.7463          | 0.1226   | 0.1895        | 0.5716           | [0.5166182569073502, nan, nan, 0.7011657967904005, nan, 0.3507737807946272, nan, nan, 0.5480504054828933, nan, 0.3922175175328902, nan, 0.0, nan, 0.4264940769333156, 0.0, nan, nan, 0.057636360133325626, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1336658749010293, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19118476820323058, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1357729377369312, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.30480280873981663, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04078393608673943, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                       | [0.6603998488633775, nan, nan, 0.8925144668979162, nan, 0.6090887206783107, nan, nan, 0.6574432716165645, nan, 0.5494959222982665, nan, nan, nan, 0.5400869581872857, 0.0, nan, nan, 0.10283956134621335, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4457411416803084, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33578391832407645, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2653144903370418, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.34891978720913597, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08829774912165553, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]                    |
| 0.5782        | 48.0  | 960  | 1.7423          | 0.1239   | 0.1913        | 0.5720           | [0.5154453328597143, nan, nan, 0.7053634276466835, nan, 0.34938426332320216, nan, nan, 0.553065890667221, nan, 0.40569057157447297, nan, 0.0, nan, 0.42533648984929856, 0.0, nan, nan, 0.055352769515158905, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13695884427384206, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1881598973511968, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.13673384870237437, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3268801694800658, 0.0, nan, nan, nan, 8.191685439279132e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04198142414860681, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]   | [0.6584417046326168, nan, nan, 0.8876590530908248, nan, 0.6139121441499273, nan, nan, 0.6536682034442379, nan, 0.5779066431703619, nan, nan, nan, 0.5382137179413511, 0.0, nan, nan, 0.10139571659390148, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4589744943760891, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3176810859394805, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.27075417543667823, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.377300573598845, 0.0, nan, nan, nan, 8.191685439279132e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0916180842438516, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]     |
| 0.9024        | 49.0  | 980  | 1.7273          | 0.1243   | 0.1924        | 0.5733           | [0.5155469511609068, nan, nan, 0.7075002228965991, nan, 0.34951576733017126, nan, nan, 0.5555047280920357, nan, 0.40696828996148726, nan, 0.0, nan, 0.4339558533372278, 0.0, nan, nan, 0.04773232568140022, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.1381459950476216, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19573223930895312, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1354403360187289, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3201033720037918, 0.0, nan, nan, nan, 4.095842719639566e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.04693866843881709, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]     | [0.6552941884827261, nan, nan, 0.8868601657380808, nan, 0.6280881946487639, nan, nan, 0.6662626825093967, nan, 0.5792180648334084, nan, nan, nan, 0.5577582409163171, 0.0, nan, nan, 0.08967307229536939, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.43719702170354335, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33865317692609065, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.26884071836645435, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.36893721628968695, 0.0, nan, nan, nan, 4.095842719639566e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1036253426508629, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan] |
| 0.9524        | 50.0  | 1000 | 1.7293          | 0.1237   | 0.1909        | 0.5750           | [0.5194973138518036, nan, nan, 0.7044669379850034, nan, 0.34772332290580465, nan, nan, 0.5564015598824595, nan, 0.4062946652059406, nan, 0.0, nan, 0.4247729319128107, 0.0, nan, nan, 0.046667038441519815, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.13739290398405696, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19611110736285312, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1343402763679673, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31478245182821646, 0.0, nan, nan, nan, 0.00016383370878558264, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.045484961930081565, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan] | [0.6653449483980128, nan, nan, 0.8913306234632802, nan, 0.6243524932908944, nan, nan, 0.6636340558644579, nan, 0.573746977582886, nan, nan, nan, 0.5385355015418798, 0.0, nan, nan, 0.08630410120664168, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, 0.4259491999788773, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.33494273005922887, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2713282125577454, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3631361939570516, 0.0, nan, nan, nan, 0.00016383370878558264, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09710049805026832, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan]   |


### Framework versions

- Transformers 4.35.2
- Pytorch 1.12.1
- Datasets 2.15.0
- Tokenizers 0.15.0
