transformers 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: 1.8871
- Mean Iou: 0.1460
- Mean Accuracy: 0.2232
- Overall Accuracy: 0.5793
- Per Category Iou: [0.5417922887093205, nan, nan, 0.605456283550261, nan, 0.6051961868207514, nan, nan, 0.366141159991014, nan, 0.38609129162092937, nan, nan, nan, 0.2653419956869075, nan, nan, nan, 0.21381931640902, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23283297315187976, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12887875050479694, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2929226950586237, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.27411815790145844, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.029343728581220013, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]
- Per Category Accuracy: [0.7204037992471062, nan, nan, 0.8730764662968052, nan, 0.7047813386290621, nan, nan, 0.49876689888570863, nan, 0.5070350626923943, nan, nan, nan, 0.3890364867122187, nan, nan, nan, 0.28519434923085074, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7522960788425246, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21420602454444032, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7313274624918461, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31588862070995466, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0337932281988456, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

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

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
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| 4.8259        | 1.0   | 20   | 4.9431          | 0.0075   | 0.0816        | 0.0986           | [0.033866878957816426, 0.0, 0.0, 0.2187840751129941, 0.0, 0.15874316453216009, 0.0, 0.0, 0.10937443776762261, nan, 0.17199512469529346, 0.0, 0.0, 0.0, 0.08856035654353099, 0.0, 0.0, 0.0, 0.007011850394278918, 2.6673068203035396e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.037944260621923714, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0003168839177129546, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0012988887285322558, nan, nan, nan, 0.0, 0.0, 0.0, 0.06902567674846953, 0.003795633361736032, 0.0, 0.0, 0.0, 0.021755496293271746, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] | [0.0342684193458941, nan, nan, 0.22297297297297297, nan, 0.216493280133122, nan, nan, 0.1459139649451255, nan, 0.2754711314663263, nan, nan, nan, 0.17441952957833864, nan, nan, nan, 0.007226144265619443, 0.00019142419601837673, nan, nan, nan, nan, 0.0, nan, nan, 0.04833298385405745, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0003356039510562454, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0035462739496626115, nan, nan, nan, nan, nan, nan, 0.6474951433449108, 0.10350030175015087, nan, nan, nan, 0.32289628180039137, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan] |
| 4.5279        | 2.0   | 40   | 4.6933          | 0.0328   | 0.1473        | 0.3372           | [0.2859507481788653, 0.0, nan, 0.6982556302347958, 0.0, 0.285491733468006, nan, nan, 0.36053979796714714, nan, 0.26607368659958713, nan, 0.0, 0.0, 0.144348678961464, 0.0, nan, nan, 0.0018569764054762598, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0470603108858199, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0836670046341645, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.012001585493735794, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.003348940044219014, nan, nan, nan, nan, 0.0, nan, 0.05037211589910444, 0.010708862782705986, 0.0, nan, nan, 0.014184397163120567, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]              | [0.3236231019038533, nan, nan, 0.8341519485587282, nan, 0.4051111070623888, nan, nan, 0.5527593262647537, nan, 0.3696824085892334, nan, nan, nan, 0.22594000811346118, nan, nan, nan, 0.0019294940185685425, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.16391276997274062, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13248192727371677, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.19504240052185257, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03043885140127075, nan, nan, nan, nan, nan, nan, 0.5486548537116619, 0.08086904043452021, nan, nan, nan, 0.11186162489741809, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]       |
| 4.2521        | 3.0   | 60   | 4.1669          | 0.0675   | 0.1711        | 0.4622           | [0.4469464652173291, 0.0, nan, 0.6466485682499759, 0.0, 0.31857487188100025, nan, nan, 0.401318846361439, nan, 0.28399951322587424, nan, 0.0, 0.0, 0.22989628827386488, 0.0, nan, nan, 5.267514485664836e-05, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.05571475226767522, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.07993056032571703, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.04492690408183366, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0009623763876785512, nan, nan, nan, nan, nan, nan, 0.10225176274356187, 0.0, nan, nan, nan, 0.01980585465607998, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                            | [0.5582496392971111, nan, nan, 0.9072674369284539, nan, 0.4262272183455706, nan, nan, 0.5130840728939773, nan, 0.3854793903446205, nan, nan, nan, 0.38835241057295355, nan, nan, nan, 5.296650247050901e-05, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.22178653805829315, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.11610082631134977, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.5207110241356817, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.006255233216765996, nan, nan, nan, nan, nan, nan, 0.4763642785659622, 0.0, nan, nan, nan, 0.09904677734991478, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                       |
| 4.0102        | 4.0   | 80   | 3.8267          | 0.0971   | 0.1820        | 0.4987           | [0.47596724398091156, nan, nan, 0.5619428147900704, nan, 0.41035701436945804, nan, nan, 0.3668433867006756, nan, 0.30168991201473666, nan, 0.0, 0.0, 0.2577814394006326, nan, nan, nan, 0.0003507043935052531, 0.002423875170428723, nan, nan, nan, nan, 0.0, nan, nan, 0.06911165816574232, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12806099146260058, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.07800422364833001, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.13230409785372335, 0.0, nan, nan, nan, 0.032294689037466885, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                           | [0.6054319270228735, nan, nan, 0.9132988921124514, nan, 0.5888036632839592, nan, nan, 0.41769425092857615, nan, 0.39594564156468204, nan, nan, nan, 0.46417350079941455, nan, nan, nan, 0.00035563223087341765, 0.0030627871362940277, nan, nan, nan, nan, 0.0, nan, nan, 0.25372195428811073, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19836914620540777, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6204337899543378, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.34002472478954493, 0.0, nan, nan, nan, 0.11312417145382236, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                  |
| 3.9433        | 5.0   | 100  | 3.6300          | 0.1000   | 0.1748        | 0.5022           | [0.4872690838150047, nan, nan, 0.6555789432075341, nan, 0.38099104575104104, nan, nan, 0.24776818798526948, nan, 0.30680168814058906, nan, 0.0, nan, 0.27203756255203343, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.05785636345600635, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.15511482024540554, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0785878593127184, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.15512151372089836, 0.0, nan, nan, nan, 0.0023821497578147745, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                             | [0.6564144017971698, nan, nan, 0.8441492339797425, nan, 0.51008435512963, nan, nan, 0.26079938554961507, nan, 0.4126285757188978, nan, nan, nan, 0.48344297111766904, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.1956804361501363, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.25524041034385797, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7298597521200261, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3665450050038265, 0.0, nan, nan, nan, 0.005681459503819203, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                           |
| 3.0593        | 6.0   | 120  | 3.5037          | 0.1023   | 0.1943        | 0.5056           | [0.4663608994225103, nan, nan, 0.5734450078313733, nan, 0.4849910283791525, nan, nan, 0.2706073942634338, nan, 0.2537184463268833, nan, 0.0, nan, 0.3070884590287418, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0519561042854305, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.16124857719065408, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.105524886084823, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.18109321903656017, 0.0, nan, nan, nan, 0.007973791568797132, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                    | [0.5746882916077245, nan, nan, 0.9162170645221492, nan, 0.7764315776048973, nan, nan, 0.27818881148254154, nan, 0.537908251370223, nan, nan, nan, 0.5577726162730577, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.18098133780666806, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3096717430543588, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7855512067840835, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31215046800494495, 0.0, nan, nan, nan, 0.016286850577615048, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                          |
| 3.4131        | 7.0   | 140  | 3.1892          | 0.0993   | 0.1704        | 0.5287           | [0.5206754377553956, nan, nan, 0.4880050474988691, nan, 0.38862310329351324, nan, nan, 0.182552429372003, nan, 0.26886392795758796, nan, 0.0, nan, 0.3062099525008767, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.06397918777051294, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1734145309134096, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.19739053078975982, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.18350072967636707, 0.0, nan, nan, nan, 0.007101862174325942, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 9.853996616794495e-05, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                               | [0.7196762838438003, nan, nan, 0.8693736108990346, nan, 0.4943125573147254, nan, nan, 0.18960354749089425, nan, 0.3335535700878444, nan, nan, nan, 0.5348401568602497, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23308869784021807, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.24899092055256736, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6513372472276582, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3145935126861718, 0.0, nan, nan, nan, 0.0108579003850767, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 9.86663597046587e-05, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                          |
| 2.8619        | 8.0   | 160  | 3.3206          | 0.1001   | 0.1953        | 0.4971           | [0.47968123305160343, nan, nan, 0.5126798219119851, nan, 0.4885552156361133, nan, nan, 0.2658226355236079, nan, 0.17827686567808687, nan, 0.0, nan, 0.3180587154357718, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.06154877148526463, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13896948751594004, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.14305303544468606, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2110190465942107, 0.0, nan, nan, nan, 0.003893259793981669, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                | [0.5837624953590345, nan, nan, 0.7775657012945149, nan, 0.7283570487243488, nan, nan, 0.2704961806868163, nan, 0.6199414370448232, nan, nan, nan, 0.5782471742087387, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.24650870203396938, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2728188010775608, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.8421395955642531, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.34632365926885267, 0.0, nan, nan, nan, 0.006060223470740484, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                          |
| 3.3668        | 9.0   | 180  | 3.1744          | 0.1114   | 0.1960        | 0.5019           | [0.45440667092288695, nan, nan, 0.529379938630233, nan, 0.5201103550891986, nan, nan, 0.34781005174514124, nan, 0.24754948718647518, nan, nan, nan, 0.2946591962745839, nan, nan, nan, 0.0028187107987606742, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.047163606099656356, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1660489615190147, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.19275552263186888, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2046873719577153, 0.0, nan, nan, nan, 5.226845076311938e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 1.6406890894175555e-05, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                          | [0.5472476137212788, nan, nan, 0.8715198249096554, nan, 0.8151778502499074, nan, nan, 0.37348262557529716, nan, 0.40918987912005406, nan, nan, nan, 0.6231058647597382, nan, nan, nan, 0.0028223579173571227, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.14734745229607885, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3068145742818529, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.8274624918460535, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.367604638841467, 0.0, nan, nan, nan, 6.312732782021337e-05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 1.6444393284109784e-05, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                    |
| 2.776         | 10.0  | 200  | 3.0313          | 0.1123   | 0.1844        | 0.5221           | [0.5074637658168306, nan, nan, 0.630048943882317, nan, 0.5083646982756775, nan, nan, 0.2952436862582591, nan, 0.18834589748813924, nan, nan, nan, 0.28906435209014547, nan, nan, nan, 0.0004980868935226064, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.046119174606588875, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1468182754997914, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.21278007918888608, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.20855712789131484, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                               | [0.6464510125529305, nan, nan, 0.88398568059585, nan, 0.721020763872441, nan, nan, 0.30781324068573623, nan, 0.2915083714993618, nan, nan, nan, 0.5382963322382812, nan, nan, nan, 0.0004993984518647992, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.1978192493185154, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.26491850266215566, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7580724070450098, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.36916465532466003, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                           |
| 3.246         | 11.0  | 220  | 2.8268          | 0.1077   | 0.1696        | 0.5478           | [0.5425595215883008, nan, nan, 0.5654244214685408, nan, 0.48345567790012234, nan, nan, 0.1770463419374216, nan, 0.23022813037976125, nan, nan, nan, 0.3002989710351718, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.042873235256423226, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14250669765340046, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.22664830766274938, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.19578123230721947, 0.0, nan, nan, nan, 0.0008216026729473627, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                             | [0.751639964470178, nan, nan, 0.9201828947591659, nan, 0.6335562154972945, nan, nan, 0.18039279220896112, nan, 0.30323597867707786, nan, nan, nan, 0.4829776402554945, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.1332774166491927, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.24027428820216057, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.577136333985649, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3562430093600989, 0.0, nan, nan, nan, 0.0009469099173032005, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                          |
| 2.547         | 12.0  | 240  | 2.7972          | 0.1152   | 0.1820        | 0.5180           | [0.49773806088081657, nan, nan, 0.5879559563678894, nan, 0.4917549429747157, nan, nan, 0.26443884904189635, nan, 0.247732710998198, nan, nan, nan, 0.3073894236244924, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.051669268782440096, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.16019139971628804, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.26188160321985576, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.23986384592184065, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                                | [0.6338416855046786, nan, nan, 0.9211245143448533, nan, 0.6988904476469838, nan, nan, 0.28295320216257736, nan, 0.3777761093175163, nan, nan, nan, 0.5259670529840833, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23524847976514993, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2745058912098976, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6366601435094585, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3277211985636075, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                           |
| 2.5652        | 13.0  | 260  | 2.8091          | 0.1159   | 0.1868        | 0.5165           | [0.49442935185727577, nan, nan, 0.5874948237924212, nan, 0.5083878431896053, nan, nan, 0.3486287904580949, nan, 0.24030874475170116, nan, nan, nan, 0.30259882642542424, nan, nan, nan, 0.00044539394717174846, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.02839409609876599, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18473251087771583, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.23692515779981965, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.19814217237382123, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                            | [0.6108845327781407, nan, nan, 0.9206961198486622, nan, 0.6938497883530405, nan, nan, 0.3809472376734892, nan, 0.3987836924694046, nan, nan, nan, 0.5236165355520733, nan, nan, nan, 0.0004464319493942902, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.10580834556510799, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3508240437554989, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.685583822570124, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3723141225643139, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                           |
| 2.4555        | 14.0  | 280  | 2.8509          | 0.1093   | 0.1844        | 0.4922           | [0.45069951396534463, nan, nan, 0.5469904192580963, nan, 0.4981567108222944, nan, nan, 0.3090924450201335, nan, 0.1866071088422416, nan, nan, nan, 0.3053768561409585, nan, nan, nan, 0.007770400126617577, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.03149517412654513, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14412460477608935, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2535995392589748, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.21716172723615396, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                 | [0.5521635123766913, nan, nan, 0.9221467229941807, nan, 0.7746825295607339, nan, nan, 0.3293310051424217, nan, 0.2942112771229071, nan, nan, nan, 0.5610935672979788, nan, nan, nan, 0.007801209149584969, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.11700566156426924, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.28569873649647615, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7539954337899544, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.38132101018425857, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                         |
| 2.5208        | 15.0  | 300  | 2.6689          | 0.1156   | 0.1776        | 0.5187           | [0.5107611435310531, nan, nan, 0.5904222451081359, nan, 0.5190362785622863, nan, nan, 0.24400931706746365, nan, 0.22543826166292721, nan, nan, nan, 0.311739139534397, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.05357060318927664, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13920874215418755, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.30684970481542073, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.21900014478664653, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                                 | [0.6676100555035976, nan, nan, 0.8754008245533669, nan, 0.6009133917563965, nan, nan, 0.2753265767792959, nan, 0.3636158870786095, nan, nan, nan, 0.5331617840069363, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.26733067729083665, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19573873685929125, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7035225048923679, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3116500853593925, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                           |
| 2.2424        | 16.0  | 320  | 2.4735          | 0.1166   | 0.1773        | 0.5371           | [0.5226584773994656, nan, nan, 0.6299845468484022, nan, 0.5677806349329105, nan, nan, 0.26164096250954644, nan, 0.1974484871375215, nan, nan, nan, 0.29283654284494054, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.03825776480976696, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1476035142205038, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2562323137043525, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.23327559571181125, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                                  | [0.7037151222630053, nan, nan, 0.885330245499737, nan, 0.7133868979296858, nan, nan, 0.2754645880962239, nan, 0.28260379908401534, nan, nan, nan, 0.48541167861148454, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.12537219542881106, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2569275004761948, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6201891715590345, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.4400129510802378, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                           |
| 2.1007        | 17.0  | 340  | 2.6870          | 0.1264   | 0.2018        | 0.5097           | [0.4758454106280193, nan, nan, 0.6055111802935963, nan, 0.5949360531916897, nan, nan, 0.38405001225790636, nan, 0.2687838443060136, nan, nan, nan, 0.31366655625878415, nan, nan, nan, 0.011989227071327213, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.04958230532831234, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18841698427758927, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.27165234351191564, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.24939586994727592, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                               | [0.5540245982921247, nan, nan, 0.9041626372134847, nan, 0.7672915869574459, nan, nan, 0.47000054004428365, nan, 0.49565282678879796, nan, nan, nan, 0.5574226238297127, nan, nan, nan, 0.012530361155880416, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.24019710631159572, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.31881468312637756, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7268427919112851, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.40098310472714427, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                       |
| 1.9693        | 18.0  | 360  | 2.4847          | 0.1210   | 0.1848        | 0.5272           | [0.5089616208116763, nan, nan, 0.6109831098855246, nan, 0.5408701009430833, nan, nan, 0.3288207694053443, nan, 0.25310784717853035, nan, nan, nan, 0.3089081772498858, nan, nan, nan, 0.0020761092828588466, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.039627932805775375, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.188446788346616, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.25278774362455153, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2312446677410181, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                 | [0.64013741957618, nan, nan, 0.8570774163994503, nan, 0.6931149452511524, nan, nan, 0.373842655097718, nan, 0.35037164952323746, nan, nan, nan, 0.5782153567138891, nan, nan, nan, 0.002133793385240506, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.14963304676032713, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3480938602617711, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.637720156555773, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.35900983104727147, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                             |
| 1.9274        | 19.0  | 380  | 2.4500          | 0.1257   | 0.1965        | 0.5389           | [0.5132884169030689, nan, nan, 0.6087388064802789, nan, 0.5798535477591881, nan, nan, 0.3080874956375357, nan, 0.2321873920884012, nan, nan, nan, 0.33184712087536716, nan, nan, nan, 0.03794953586143698, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.061516999181281506, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18611059122008028, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.27675173689906785, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2572015318865516, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                 | [0.6285817679376254, nan, nan, 0.9442959909061603, nan, 0.7598338404358045, nan, nan, 0.3602035366900086, nan, 0.3634807417974322, nan, nan, nan, 0.5872912971197213, nan, nan, nan, 0.04104903941464448, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23948416858880267, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.32470135783544524, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6463633398564905, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.40919526696885855, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                          |
| 1.8491        | 20.0  | 400  | 2.3545          | 0.1276   | 0.1883        | 0.5477           | [0.5388721048063906, nan, nan, 0.6140582296069363, nan, 0.5513375697005674, nan, nan, 0.2998645560418987, nan, 0.2966158518547735, nan, nan, nan, 0.31585288415339335, nan, nan, nan, 0.08278352663379401, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.046320334674002234, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.17610814010019235, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.28360900169908804, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2403852341219622, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                 | [0.6962717185436533, nan, nan, 0.8510120289781307, nan, 0.6881532360425359, nan, nan, 0.344074214085555, nan, 0.45170057812148057, nan, nan, nan, 0.5202916073402961, nan, nan, nan, 0.09019438706406677, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.14441182637869573, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.3022793857540658, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.66691128506197, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32986990051215637, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                             |
| 1.8574        | 21.0  | 420  | 2.2862          | 0.1254   | 0.1844        | 0.5604           | [0.5477274451779346, nan, nan, 0.5989128147975459, nan, 0.5638399224910515, nan, nan, 0.28181150700577184, nan, 0.2562179755019462, nan, nan, nan, 0.2919882172505295, nan, nan, nan, 0.16705106403486428, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.08567464253474351, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.11976851372063468, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.24312380683023405, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.23010850847527958, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00014799953955698804, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                              | [0.7463471489197712, nan, nan, 0.8935121562240206, nan, 0.636173714480053, nan, nan, 0.33164719506999574, nan, 0.34990614911029355, nan, nan, nan, 0.4293214123785964, nan, nan, nan, 0.18359703084920437, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.3223946319983225, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1991673393862983, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.5607469015003261, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32645552481309237, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00014799953955698804, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                        |
| 1.9717        | 22.0  | 440  | 2.2182          | 0.1308   | 0.1966        | 0.5693           | [0.5530869752190138, nan, nan, 0.5954318898187972, nan, 0.5146648044692738, nan, nan, 0.31939101048660434, nan, 0.3070940543683675, nan, nan, nan, 0.30577747568754576, nan, nan, nan, 0.18142741392806624, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.147859245624659, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13325372058177393, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.25604350579208107, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.21891629442610216, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                  | [0.7579770560064668, nan, nan, 0.8132624149573302, nan, 0.5550069536805923, nan, nan, 0.38506957570520783, nan, 0.5075456115323973, nan, nan, nan, 0.4651956378214561, nan, nan, nan, 0.19992584689654128, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.517110505347033, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2145688396266633, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.5605022831050228, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3317831282745629, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                             |
| 1.6121        | 23.0  | 460  | 2.2204          | 0.1290   | 0.2003        | 0.5715           | [0.5410577324868239, nan, nan, 0.5798248559118124, nan, 0.5723343845574854, nan, nan, 0.23827027959627717, nan, 0.24787068893177813, nan, nan, nan, 0.2743191776895041, nan, nan, nan, 0.1886101446621498, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.18543837955602663, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13376034783463117, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2854463762453604, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.23685085859215832, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00026311029254575655, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                               | [0.7545754045277024, nan, nan, 0.8790188493578324, nan, 0.7296263231730646, nan, nan, 0.2983264627699471, nan, 0.35484645994444025, nan, nan, nan, 0.39962375812340417, nan, nan, nan, 0.20263470516574733, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.6603690501153282, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19756188264746166, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.5957273320287019, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33534467533996587, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00026311029254575655, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                      |
| 1.9956        | 24.0  | 480  | 2.1949          | 0.1376   | 0.2050        | 0.5591           | [0.5322488443588759, nan, nan, 0.6044394578416229, nan, 0.6000283470519066, nan, nan, 0.32767634521032735, nan, 0.2792478830484103, nan, nan, nan, 0.3054141271098591, nan, nan, nan, 0.20495654440608568, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.1331499877325817, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1480178671133445, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3148268605318538, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2657594209807788, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                                     | [0.6992503959507282, nan, nan, 0.8248884477698037, nan, 0.6941716617778345, nan, nan, 0.41558207773037387, nan, 0.4199264209024702, nan, nan, nan, 0.47691243029980035, nan, nan, nan, 0.24392587716311412, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.48932690291465714, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.24045569574327205, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6709067188519243, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3609819273562136, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                         |
| 1.8082        | 25.0  | 500  | 2.1412          | 0.1410   | 0.2210        | 0.5690           | [0.5375459009104367, nan, nan, 0.6173189162257705, nan, 0.6208616565961732, nan, nan, 0.3322809603946167, nan, 0.3083286763531854, nan, nan, nan, 0.29587319324791295, nan, nan, nan, 0.21513928963562545, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.17151246189707728, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14388091608616702, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2916331033516618, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2713883281946632, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0012662182828764533, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 | [0.6897682572058332, nan, nan, 0.8828956074718787, nan, 0.7188769654016434, nan, nan, 0.430079266499853, nan, 0.46395375028155267, nan, nan, nan, 0.4675541096271785, nan, nan, nan, 0.25501100946587063, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.8022855944642483, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21488630282360838, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6789791258969341, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.36012833343144757, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0012662182828764533, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                         |
| 1.7803        | 26.0  | 520  | 2.1487          | 0.1384   | 0.2160        | 0.5591           | [0.5111355765374941, nan, nan, 0.6139273186973631, nan, 0.5841208916045886, nan, nan, 0.294091144908937, nan, 0.3131950813395425, nan, nan, nan, 0.32598362444379086, nan, nan, nan, 0.21238723085539235, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.1648034904881936, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.15056403028955287, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3040530689604899, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.26046274636959493, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0010358775362557138, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                  | [0.658944726688254, nan, nan, 0.877487657148674, nan, 0.7338288969458463, nan, nan, 0.3877697971233641, nan, 0.5281777911254598, nan, nan, nan, 0.5466086527677243, nan, nan, nan, 0.2381676616802488, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.6114489410777941, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.23643751870765267, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6802022178734507, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33101783716960026, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0010359967768989163, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                            |
| 1.1994        | 27.0  | 540  | 2.1432          | 0.1456   | 0.2286        | 0.5634           | [0.5153109713487072, nan, nan, 0.6205743680154031, nan, 0.6021872216220314, nan, nan, 0.39498205147788895, nan, 0.33968259816338, nan, nan, nan, 0.30171589310829816, nan, nan, nan, 0.24092707001422034, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.15421740502540998, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20637881004935393, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.26484646107509985, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.28973574273778296, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00019676647099334274, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                               | [0.623810620408969, nan, nan, 0.9077509713102934, nan, 0.7718160341550215, nan, nan, 0.5585678025598099, nan, 0.5537803138373751, nan, nan, nan, 0.46925236841477286, nan, nan, nan, 0.3051097541597621, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.5943174669742084, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.37739117815127576, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6596542726679713, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3511214458115029, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0001973327194093174, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |
| 1.3103        | 28.0  | 560  | 2.0449          | 0.1431   | 0.2179        | 0.5848           | [0.55198724646363, nan, nan, 0.631848993209746, nan, 0.5993406084098761, nan, nan, 0.2925365704049747, nan, 0.35313091819903475, nan, nan, nan, 0.2759104357869175, nan, nan, nan, 0.22573868217099882, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.22779349632693455, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14935999909300138, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.29247100865361036, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.26183594825213324, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0025045647712766818, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                  | [0.7413842531452822, nan, nan, 0.9125099675947134, nan, 0.6911047546170617, nan, nan, 0.39491638314341776, nan, 0.4339965462872588, nan, nan, nan, 0.40760199495692706, nan, nan, nan, 0.29025643353838937, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7529461102956595, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.23898629466026902, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6806914546640574, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3359922293518573, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0025488809590370164, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                        |
| 1.7609        | 29.0  | 580  | 2.0825          | 0.1367   | 0.2140        | 0.5621           | [0.5339741636813777, nan, nan, 0.5911706157292713, nan, 0.588582309674047, nan, nan, 0.31980976903798664, nan, 0.3121902465663091, nan, nan, nan, 0.28061355316351416, nan, nan, nan, 0.210174595051355, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.18719633569486954, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12400617191350749, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.26663920437827343, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.27541134506961223, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0015633396844008012, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 | [0.7166374501243074, nan, nan, 0.8036383841468587, nan, 0.6701526165880203, nan, nan, 0.41884634540032284, nan, 0.45497409715444104, nan, nan, nan, 0.40912923470970514, nan, nan, nan, 0.2672462715365582, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7335709792409311, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20994294732832045, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7389106327462491, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.35226938246894685, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0015786617552745392, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                       |
| 1.7413        | 30.0  | 600  | 2.0343          | 0.1443   | 0.2195        | 0.5801           | [0.5427722694785675, nan, nan, 0.6017640323971335, nan, 0.6178450283381006, nan, nan, 0.34476881846329976, nan, 0.34651698060031, nan, nan, nan, 0.27481513309356337, nan, nan, nan, 0.2117693588184598, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.21701737736034296, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.16345377828091062, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.29787159190853124, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2692788461538462, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008925528634718684, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.7170275262126432, nan, nan, 0.9028732121952461, nan, 0.7057408858199574, nan, nan, 0.4770571186837321, nan, 0.4430963285531947, nan, nan, nan, 0.4120882617307126, nan, nan, nan, 0.27145332516135867, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.6952610610190816, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2737167684060626, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6903946510110893, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3297227291458174, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.009044416306260381, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                            |
| 1.3553        | 31.0  | 620  | 1.9780          | 0.1430   | 0.2092        | 0.5736           | [0.539376708445649, nan, nan, 0.6433165659737933, nan, 0.6229645289134286, nan, nan, 0.31956793167953007, nan, 0.3673024400660875, nan, nan, nan, 0.2653094248132261, nan, nan, nan, 0.21374165970380596, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.15689019488259917, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1410285889476508, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.32265146554712476, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2637712121579957, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.006026965332632651, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.721661442153596, nan, nan, 0.92271084643966, nan, 0.7283752679748089, nan, nan, 0.43156138803381877, nan, 0.49072753209700426, nan, nan, nan, 0.384733170533818, nan, nan, nan, 0.267117638601987, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.47469071084084713, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21696341916933487, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.6830560991519896, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3198033790545711, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00603509233526829, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                               |
| 1.404         | 32.0  | 640  | 1.9975          | 0.1440   | 0.2213        | 0.5768           | [0.5376631737620207, nan, nan, 0.622927054861527, nan, 0.5733726958525346, nan, nan, 0.3569808958153544, nan, 0.37476877543470216, nan, nan, nan, 0.2756563498836513, nan, nan, nan, 0.20448716467570877, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2248172453360494, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13494940719826698, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3085218216962257, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2604557111856382, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.014430785676109033, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                    | [0.7127686472819216, nan, nan, 0.8912599039717684, nan, 0.6770394932619138, nan, nan, 0.5063575213167479, nan, 0.4867632705158045, nan, nan, nan, 0.413663227725765, nan, nan, nan, 0.26785916963657413, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7312853847766827, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2198024471877296, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7418460534898891, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31088479425442983, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.01598395027215471, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                             |
| 1.1976        | 33.0  | 660  | 1.9427          | 0.1381   | 0.2094        | 0.5811           | [0.5520820533824834, nan, nan, 0.6193332125923001, nan, 0.5509912890635097, nan, nan, 0.29632995642992704, nan, 0.33683048709489616, nan, nan, nan, 0.2669350729314847, nan, nan, nan, 0.20558994449112925, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2176024503449156, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1186500868075128, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2984837495250924, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.25394656952034, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.012260136622267147, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                     | [0.7601737013521072, nan, nan, 0.8847703635839229, nan, 0.6472753110937016, nan, nan, 0.39912872855574155, nan, 0.4170132892859824, nan, nan, nan, 0.40002147680902345, nan, nan, nan, 0.2628727517611362, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.6793038372824491, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.19092236664278134, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7046640574037835, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2954612350621063, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.012366183749650556, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                          |
| 1.3246        | 34.0  | 680  | 1.9484          | 0.1457   | 0.2276        | 0.5798           | [0.5365116662218075, nan, nan, 0.6297182388973515, nan, 0.6093574130220956, nan, nan, 0.3331886772996013, nan, 0.3781329663636159, nan, nan, nan, 0.2873693214464923, nan, nan, nan, 0.2190339298965217, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2153224810849897, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1462267339672811, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.29107232232232233, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.27055295839826227, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.01607256772105615, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                     | [0.7009394724103413, nan, nan, 0.9065294107666989, nan, 0.7298996119299652, nan, nan, 0.46530815526873204, nan, 0.5033861401006081, nan, nan, nan, 0.4395984632149988, nan, nan, nan, 0.2836507540159959, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.768022646257077, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.23543977723153953, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7587247227658187, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3372873373756402, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.016987058262485404, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                            |
| 1.2052        | 35.0  | 700  | 1.9838          | 0.1483   | 0.2285        | 0.5765           | [0.5299081126837509, nan, nan, 0.616083559278794, nan, 0.6017689862830378, nan, nan, 0.39045719343205504, nan, 0.3635507100074029, nan, nan, nan, 0.30611299628447436, nan, nan, nan, 0.23307566593899487, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.22936417807607407, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14537267146710847, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2914658790610912, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.27788256004023637, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.018102003352222843, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 | [0.681963915611973, nan, nan, 0.8808936054698766, nan, 0.6991090786525043, nan, nan, 0.5320876311857572, nan, 0.4867032059463924, nan, nan, nan, 0.4836418304604787, nan, nan, nan, 0.2956817167200115, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7538477668274272, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2483106422733993, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7644324853228963, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32524871960911284, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.018647941984180495, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                             |
| 1.0423        | 36.0  | 720  | 1.9124          | 0.1458   | 0.2251        | 0.5844           | [0.5517124692298655, nan, nan, 0.6260285118197734, nan, 0.6038122458415207, nan, nan, 0.33963508753413635, nan, 0.3698084108089321, nan, nan, nan, 0.27789706024650934, nan, nan, nan, 0.21755743828893717, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2213998266836026, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14421202849702092, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.3065317035905271, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2670731408702466, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.011458743793837182, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                  | [0.737120674502653, nan, nan, 0.8387328005972073, nan, 0.6979551927900353, nan, nan, 0.4634300012601033, nan, 0.5112846309783017, nan, nan, nan, 0.4226238297127676, nan, nan, nan, 0.2696902972934117, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7821555881736213, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.23556676251031755, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7852250489236791, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32103961853181845, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.011955073917547812, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                            |
| 1.2553        | 37.0  | 740  | 1.8929          | 0.1495   | 0.2235        | 0.5898           | [0.5489362037265089, nan, nan, 0.6167817225509533, nan, 0.6166207107843137, nan, nan, 0.3797863627056174, nan, 0.3958287747745673, nan, nan, nan, 0.27336728345036365, nan, nan, nan, 0.22528782416560064, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23930938233843943, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14618048570978107, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.30099176332156663, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2755188479457857, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.016705448126454303, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 | [0.7206510040934491, nan, nan, 0.9231477239951816, nan, 0.7333794887678321, nan, nan, 0.5342118053680401, nan, 0.5161198288159772, nan, nan, nan, 0.41589045236523303, nan, nan, nan, 0.2931695911742674, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.6004613126441602, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2438842982702791, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7300228310502284, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.30635191617118973, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.017118613408758285, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |
| 1.0249        | 38.0  | 760  | 1.9551          | 0.1438   | 0.2249        | 0.5801           | [0.54732613160811, nan, nan, 0.6111079244417207, nan, 0.5835684656631855, nan, nan, 0.35585764328900155, nan, 0.37264513016207207, nan, nan, nan, 0.2845380292700756, nan, nan, nan, 0.21452495899840612, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.20863952656565, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12987485490214196, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2808157372315466, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2785628566530332, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.014401250714049487, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                      | [0.722350419919259, nan, nan, 0.8585874009602823, nan, 0.6305378930044151, nan, nan, 0.5004530371490462, nan, 0.5102935655830018, nan, nan, nan, 0.44585855532664637, nan, nan, nan, 0.28108566196778123, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.8072761585237995, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20398370960280818, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.761252446183953, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.33478542414787776, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.015753728766177172, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |
| 1.1079        | 39.0  | 780  | 1.8534          | 0.1483   | 0.2258        | 0.5910           | [0.5535522359220839, nan, nan, 0.6167271019747997, nan, 0.5973402711555206, nan, nan, 0.36462072317097083, nan, 0.3865929813585439, nan, nan, nan, 0.27582784188761356, nan, nan, nan, 0.20395654229971746, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2633397920044288, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1514713382158874, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2929075545146691, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2804944375772559, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.018370488794149865, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.7324463410392943, nan, nan, 0.9024660253473813, nan, 0.6999714565076126, nan, nan, 0.513234085194986, nan, 0.5010586380358886, nan, nan, nan, 0.4255072901835074, nan, nan, nan, 0.2545494442300562, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.6982176556930174, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2613175629710927, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7546477495107632, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3339612644963796, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.020407492065580242, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                              |
| 1.1336        | 40.0  | 800  | 1.9146          | 0.1470   | 0.2242        | 0.5793           | [0.5372447901675002, nan, nan, 0.6066035782137744, nan, 0.5980122783668913, nan, nan, 0.3581482361325573, nan, 0.37102005836343716, nan, nan, nan, 0.2907335038791322, nan, nan, nan, 0.23036664712951946, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2555917557900701, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13342207659225885, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.29898461847793306, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2690077319587629, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.02077463179858964, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.7122761174739989, nan, nan, 0.8572555606453911, nan, 0.6767601314215267, nan, nan, 0.5066035414904022, nan, 0.5135670846159621, nan, nan, nan, 0.44205636469212595, nan, nan, nan, 0.29442565394713943, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7566995177185993, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.22455532476485046, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7274951076320939, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3195090363218932, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.022430152439525744, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                          |
| 1.3507        | 41.0  | 820  | 1.9170          | 0.1436   | 0.2227        | 0.5855           | [0.5512070302905837, nan, nan, 0.6154853455148394, nan, 0.5976671442477005, nan, nan, 0.3426003011247897, nan, 0.36424669188114345, nan, nan, nan, 0.27494308688105296, nan, nan, nan, 0.2030078898505308, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23282872894520423, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1268481843614104, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.27808655467432714, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2677299029219071, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.022764016398175414, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                  | [0.7467447445471592, nan, nan, 0.8612341154714036, nan, 0.6637455135095742, nan, nan, 0.46423406719350985, nan, 0.5336286507996095, nan, nan, nan, 0.4044441085931099, nan, nan, nan, 0.249010661400283, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.8014258754455861, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.20769349381853805, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7261904761904762, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32957555777947845, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.025932808209041126, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |
| 1.2538        | 42.0  | 840  | 1.9303          | 0.1466   | 0.2292        | 0.5726           | [0.5315005073705912, nan, nan, 0.6156220400919085, nan, 0.6080874659970705, nan, nan, 0.38515079177706074, nan, 0.38969948186528497, nan, nan, nan, 0.28076820582079165, nan, nan, nan, 0.20478069760846962, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.21021351408131447, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.14614516418256807, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.28027068905543434, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2797879583698084, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0260800576992427, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 | [0.6828512212201392, nan, nan, 0.8739120476408612, nan, 0.7059473706585044, nan, nan, 0.5286073458023558, nan, 0.5646970493280277, nan, nan, nan, 0.4316043176340511, nan, nan, nan, 0.2622749869475405, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.797295030404697, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2513401482099611, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7226842791911285, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3386707482192265, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.029731463057670486, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                              |
| 1.0085        | 43.0  | 860  | 1.8769          | 0.1447   | 0.2190        | 0.5801           | [0.5444413099429869, nan, nan, 0.6145819285737832, nan, 0.5814689924994055, nan, nan, 0.3624473569561429, nan, 0.3989333448959903, nan, nan, nan, 0.26993666209499906, nan, nan, nan, 0.18523742924542458, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23924015977423815, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1296556313050147, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2955751614102694, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.26208626126685375, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.02460028090286152, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.7346768243106697, nan, nan, 0.8698444206918783, nan, 0.6534759293336005, nan, nan, 0.47923529729437814, nan, 0.5526240708761919, nan, nan, nan, 0.41409276390623384, nan, nan, nan, 0.233506609462844, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7146152233172572, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2085551796388176, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7129810828440966, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3106787543415553, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.028514577954646365, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                            |
| 0.9165        | 44.0  | 880  | 1.8898          | 0.1461   | 0.2253        | 0.5765           | [0.5366945332314831, nan, nan, 0.6137089218958915, nan, 0.6074346881458322, nan, nan, 0.3677306398503357, nan, 0.38754176925782624, nan, nan, nan, 0.27861846420232445, nan, nan, nan, 0.21148889595028775, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23166297227964433, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.13179096234853324, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.27547846889952154, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2759622554187129, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.025818577505193393, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                | [0.7092664219683333, nan, nan, 0.858566193311956, nan, 0.6961514869944917, nan, nan, 0.49655871781486083, nan, 0.5294241309407614, nan, nan, nan, 0.4223812213145398, nan, nan, nan, 0.27194515697001337, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7801635563011113, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.2207820479097316, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7511415525114156, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31591805498322245, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.030043906530068575, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |
| 1.3267        | 45.0  | 900  | 1.8960          | 0.1451   | 0.2219        | 0.5807           | [0.5444780593995204, nan, nan, 0.6037589179822163, nan, 0.6095136727464293, nan, nan, 0.35925338905761617, nan, 0.3691243599200368, nan, nan, nan, 0.27883533115828896, nan, nan, nan, 0.22127358490566038, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.24054472783137393, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.11604413208036732, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2765393952769808, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2726064829902981, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.024416151542422142, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 | [0.7292636961354269, nan, nan, 0.8334733038122869, nan, 0.6886026442205501, nan, nan, 0.4869159271060227, nan, 0.5184923793077558, nan, nan, nan, 0.42760724484357726, nan, nan, nan, 0.28396098638760886, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7748374921367163, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.18660486716432803, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7151826484018264, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.32006828751398125, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027215470885201692, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                         |
| 1.0371        | 46.0  | 920  | 1.8869          | 0.1467   | 0.2216        | 0.5794           | [0.5398282272593898, nan, nan, 0.6008959107150215, nan, 0.6200650876318076, nan, nan, 0.3672291847623775, nan, 0.38167638696917594, nan, nan, nan, 0.2701571647065028, nan, nan, nan, 0.21473798264127944, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.24413232032188414, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12897092566060905, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2904958119427182, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2754460665044607, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.028346479318420183, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                  | [0.7159183942024354, nan, nan, 0.8659676625778321, nan, 0.732456380077857, nan, nan, 0.49723677341542005, nan, 0.5100232750206471, nan, nan, nan, 0.4074588162301041, nan, nan, nan, 0.287925907429687, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.694673935835605, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21719017859572423, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.701320939334638, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3198916818743745, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0324447879495486, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                 |
| 1.4736        | 47.0  | 940  | 1.8855          | 0.1446   | 0.2215        | 0.5760           | [0.5388346144865793, nan, nan, 0.6055810179999637, nan, 0.6089825572022741, nan, nan, 0.34931244450654203, nan, 0.38333464403276, nan, nan, nan, 0.26925990286503587, nan, nan, nan, 0.20764335688921703, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.22928290651394262, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.1283045201528707, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.28333858267716533, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2725545317299183, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.027272467250157313, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.7223269213597207, nan, nan, 0.8484925603569672, nan, 0.6882504053783227, nan, nan, 0.46505613460303746, nan, 0.5123657932277198, nan, nan, nan, 0.40858038292355053, nan, nan, nan, 0.26813156879213673, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7815474942335919, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21346225362588322, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.733529028049576, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3082062753870607, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03135945799279736, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |
| 1.1178        | 48.0  | 960  | 1.8847          | 0.1451   | 0.2194        | 0.5750           | [0.5375607300755089, nan, nan, 0.608536350968238, nan, 0.605768974434166, nan, nan, 0.35897768262212426, nan, 0.3838519802883738, nan, nan, nan, 0.2688344841576151, nan, nan, nan, 0.20858062923830903, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.22666974504436163, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12770922908807364, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2928701406120761, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.27165507073946665, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.02787286063569682, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                    | [0.7187466808284653, nan, nan, 0.859452673011995, nan, 0.6899933803389995, nan, nan, 0.4819175172364134, nan, 0.5052931901794429, nan, nan, nan, 0.4058520327402022, nan, nan, nan, 0.26857800074153104, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7205284126651289, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21094975918148917, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7217873450750163, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3091481721316301, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.03186923418460476, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                             |
| 1.0414        | 49.0  | 980  | 1.8991          | 0.1455   | 0.2201        | 0.5773           | [0.5410680246748588, nan, nan, 0.6073795185184088, nan, 0.6059514962476057, nan, nan, 0.36526107542178854, nan, 0.3898911963778327, nan, nan, nan, 0.26428262883503084, nan, nan, nan, 0.20478196449841665, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.2265312612057942, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12694922031187525, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2916047308214309, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2742773201825717, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.02941094204520027, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                   | [0.7230328180882512, nan, nan, 0.8696874840942638, nan, 0.7031658984216056, nan, nan, 0.4930004260349349, nan, 0.506884901268864, nan, nan, nan, 0.38689676018358693, nan, nan, nan, 0.2666787732958028, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7020759068987209, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21310850892071584, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.735812133072407, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3077647612880438, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.034582559076482874, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                             |
| 1.0468        | 50.0  | 1000 | 1.8871          | 0.1460   | 0.2232        | 0.5793           | [0.5417922887093205, nan, nan, 0.605456283550261, nan, 0.6051961868207514, nan, nan, 0.366141159991014, nan, 0.38609129162092937, nan, nan, nan, 0.2653419956869075, nan, nan, nan, 0.21381931640902, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.23283297315187976, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.12887875050479694, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2929226950586237, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.27411815790145844, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.029343728581220013, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                                      | [0.7204037992471062, nan, nan, 0.8730764662968052, nan, 0.7047813386290621, nan, nan, 0.49876689888570863, nan, 0.5070350626923943, nan, nan, nan, 0.3890364867122187, nan, nan, nan, 0.28519434923085074, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.7522960788425246, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.21420602454444032, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.7313274624918461, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.31588862070995466, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0337932281988456, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 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, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]                                           |


### Framework versions

- Transformers 4.37.2
- Pytorch 2.2.0
- Datasets 2.17.1
- Tokenizers 0.15.2
