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# segformer-b0-scene-parse-150_epoch_700_230609

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset.
It achieves the following results on the evaluation set:
- Loss: 3.2664
- Mean Iou: 0.0803
- Mean Accuracy: 0.1857
- Overall Accuracy: 0.4773
- Per Category Iou: [0.38135235162810605, 0.3049243117307669, 0.924829451766912, 0.26519470185597666, 0.39995983873708274, 0.4687557439743856, 0.0, 0.2039855677103414, 0.30152527917170796, 0.001004533977683056, 0.006553591741795276, 0.2868683016133338, 0.21741156321231125, 0.0, 0.027095755875131532, 0.03984556894874893, 0.954066916316116, 0.020356442119032047, 0.0, 0.23048925714094026, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005366279795332584, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.02866207198337162, 0.0, 0.0, 0.07392870930382191, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
- Per Category Accuracy: [0.7726736645638683, 0.6668978764272756, 0.9710981350715191, 0.8580677290836654, 0.45500553534714533, 0.5083788823869848, nan, 0.7506352702015924, 0.8831183920065063, 0.001004533977683056, 0.007586776209756673, 0.4324731479564847, 0.22371291212944525, nan, 0.029368901279939172, 0.044152705659514714, 0.9761633401901373, 0.07002249718785152, 0.0, 0.25451447409849426, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007753462830915499, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03047929269427641, nan, 0.0, 0.4154013015184382, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 700

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
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| 3.5411        | 10.0  | 100  | 3.6529          | 0.0742   | 0.1515        | 0.4010           | [0.29309931834980424, 0.16055518431896648, 0.5090888144918329, 0.2965334161097046, 0.3611002456464256, 0.40953520845800917, 0.0, 0.09173964678809754, 0.11911365343502629, 0.0, 0.0, 0.40459618353545385, 0.1059844409570406, 0.0, 0.0, 0.0, 0.9234964840858624, 0.0, 0.0, 0.036933787176367305, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                         | [0.6293919030630802, 0.9230338277665137, 0.5500822318788098, 0.861722919642186, 0.4055564341820866, 0.5280689344736673, nan, 0.708283923428765, 0.23951434878587197, 0.0, 0.0, 0.8950872835161803, 0.10910064748543266, nan, 0.0, 0.0, 0.9248485016956691, 0.0, 0.0, 0.044413164669494194, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                       |
| 2.5494        | 20.0  | 200  | 3.1411          | 0.0920   | 0.1662        | 0.4505           | [0.362244674297501, 0.15342323551745018, 0.855605060653022, 0.2153885181557455, 0.2618758352569554, 0.427066603161241, nan, 0.08010074004822357, 0.43506325845597726, 0.0014389270491135667, 0.0, 0.5164062922320125, 0.1331328893330758, 0.0, 0.0, 0.0, 0.9321381975450207, 0.0, 0.0, 0.041857716005158335, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                             | [0.5768415406151144, 0.8516700458862448, 0.9663188786287645, 0.8616289558746147, 0.30302071801360114, 0.4958652176708893, nan, 0.7112061663560901, 0.5873126524921576, 0.0014389270491135667, 0.0, 0.9887186917822397, 0.1369438169244658, nan, 0.0, 0.0, 0.9566029169214804, 0.0, 0.0, 0.04328338858740948, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                     |
| 1.56          | 30.0  | 300  | 2.8515          | 0.0980   | 0.1765        | 0.4695           | [0.3419767034628223, 0.20454871162830693, 0.900934291868304, 0.21162715009066413, 0.3907624858202778, 0.43512198821286185, nan, 0.12814327293704278, 0.29279673374161563, 0.022384817962153504, 0.0, 0.5220398735716022, 0.1396002471999526, 0.0, 0.0, 0.0, 0.9720447722946258, 0.07803790412486064, 0.0, 0.0647103343883308, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                            | [0.6350058968979745, 0.7615515953473482, 0.9719204538596173, 0.8981526723295498, 0.4479413780378512, 0.5165391293164426, nan, 0.7243986108758258, 0.6998954339491111, 0.022384817962153504, 0.0, 0.9876722095724373, 0.14245543408304573, nan, 0.0, 0.0, 0.9841320583384296, 0.07874015748031496, 0.0, 0.06967569870168355, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      |
| 1.6674        | 40.0  | 400  | 2.7168          | 0.1093   | 0.1878        | 0.4952           | [0.3224233888060824, 0.20915061424341044, 0.8783425647733698, 0.22344668827110595, 0.29428567017153795, 0.4457716672660378, 0.0, 0.1626409482696389, 0.2734992742791534, 0.6769700257697002, 0.0, 0.7086778078358995, 0.1819004869463682, 0.0, 0.0, 0.0, 0.9190142097494176, 0.0, 0.0, 0.05899963867237908, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                              | [0.693034312230644, 0.7612314587557358, 0.9726296095117388, 0.8701138840862963, 0.3349324336197656, 0.5181081602469294, nan, 0.7156318820938505, 0.7334146624840246, 0.6775581679472212, 0.0, 0.9670300604889717, 0.18571903710838794, nan, 0.0, 0.0, 0.9576407034710254, 0.0, 0.0, 0.06350823254866371, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                         |
| 1.316         | 50.0  | 500  | 2.6662          | 0.0999   | 0.1889        | 0.4960           | [0.328267108906343, 0.18548795983900548, 0.8826176107930249, 0.26391309347935704, 0.31381258777803184, 0.4921503169196761, 0.0, 0.1575202937680346, 0.3470346298364984, 0.29518570209075756, 0.0, 0.41207317367874147, 0.24306599605506163, 0.0, 0.0, 0.0, 0.9445655629740655, 0.0, 0.0, 0.23167036376553143, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                            | [0.6668932349169842, 0.7905506349375734, 0.9693365622548132, 0.8409663233857024, 0.3376737483965066, 0.561211497652884, nan, 0.7548492292054887, 0.7940629719995352, 0.29572665815980237, 0.0, 0.9804733319533568, 0.2507051500792619, nan, 0.0, 0.0, 0.9634967847148866, 0.0, 0.0, 0.29594577074805994, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                         |
| 1.1433        | 60.0  | 600  | 2.6223          | 0.1081   | 0.1936        | 0.5104           | [0.3231322802748759, 0.2055514116582819, 0.8964745325059348, 0.2626792180396846, 0.3021599730003375, 0.4680731565959837, nan, 0.19887115176849524, 0.2789266076978245, 0.3183378328879, 0.0, 0.6390427036624635, 0.3018780000989723, 0.0, 0.0, 0.0, 0.933999145101252, 0.0, 0.0, 0.2757422338896181, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                     | [0.713340950925317, 0.6910681890940135, 0.9743459170740539, 0.8752255130421709, 0.31465373328413027, 0.5037618159603884, nan, 0.834152126037608, 0.8133495991634716, 0.31853229440990416, 0.0, 0.97678189470779, 0.31619663860464514, nan, 0.0, 0.0, 0.9718361409165879, 0.0, 0.0, 0.4085344396495842, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                           |
| 1.0203        | 70.0  | 700  | 2.6162          | 0.0991   | 0.1877        | 0.5023           | [0.3369045662360838, 0.27707539642403606, 0.9022842417736877, 0.272114323034101, 0.37930395525907956, 0.47585113862507, 0.0, 0.19874185855220614, 0.2502571827467117, 0.03683446207299032, 0.0, 0.48832927034053863, 0.2885391661467651, 0.0, 0.0, 0.0, 0.9291027532393665, 0.0, 0.0, 0.31737545873598394, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0014620358036323466, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                             | [0.7380417889829045, 0.6577473055170205, 0.9734142072545114, 0.8221547771179433, 0.39568067197357093, 0.5135618288212976, nan, 0.8135058444858546, 0.7913907284768212, 0.036841962370700185, 0.0, 0.969813013178776, 0.3016530532026556, nan, 0.0, 0.0, 0.9687042493652823, 0.0, 0.0, 0.4628933380252996, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0014752889107450208, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      |
| 0.7795        | 80.0  | 800  | 2.5860          | 0.1097   | 0.2017        | 0.5156           | [0.3480296033904738, 0.22243834476269744, 0.9037074333987195, 0.3859603139813907, 0.43068671271840714, 0.4532669066291626, nan, 0.17993376890718696, 0.24856862846237168, 0.5730935505292116, 0.0, 0.5844738988865106, 0.22074482460407546, 0.0, 0.0, 0.0009305818585515575, 0.9321563111491719, 0.0, 0.0, 0.31666331134611514, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.011019452394435176, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                         | [0.7479471079481367, 0.6559331981645502, 0.9749155048584707, 0.8025257460723145, 0.4656369163723268, 0.4891003793968234, nan, 0.8514314755209216, 0.8398396653886372, 0.5740504438954198, 0.0, 0.9639941121000943, 0.22932819606843735, nan, 0.0, 0.0009307338101303027, 0.9733001612275533, 0.0, 0.0, 0.49524938417943065, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011802311285960166, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                     |
| 0.603         | 90.0  | 900  | 2.6148          | 0.0977   | 0.1883        | 0.4980           | [0.34786093815618896, 0.18707895256081405, 0.9067313237590199, 0.28688567195987213, 0.3677223182241127, 0.4584614864636496, nan, 0.20443772974640784, 0.334834654013825, 0.06651761517615176, 0.0, 0.4713292188651437, 0.2612856303323066, 0.0, 0.0, 0.025225547992052892, 0.95526240321193, 0.0, 0.0, 0.29180253279745205, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.010473182305913646, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                             | [0.6999599525308898, 0.7082488528438801, 0.9726333816162713, 0.8297752386679697, 0.38889767515419893, 0.5233554112275738, nan, 0.813781128239878, 0.807598466364587, 0.06663861211413678, 0.0, 0.9414659950780837, 0.2707862693349344, nan, 0.0, 0.02529309950687437, 0.9876762847241526, 0.0, 0.0, 0.4276109866093753, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011359724612736662, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                         |
| 0.6714        | 100.0 | 1000 | 2.6585          | 0.0987   | 0.1913        | 0.4950           | [0.34532824176286697, 0.18941402497598464, 0.894095232787776, 0.3294554943510528, 0.3141150478684232, 0.4654260716621192, 0.0, 0.17673014974859905, 0.4013303172294932, 0.2529143164114961, 0.0, 0.3871721797047616, 0.26410230010501823, 0.0, 0.0, 0.03168093008235104, 0.9667201741508545, 0.0, 0.0023551577955723034, 0.28806572977758105, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0108642578125, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.011881485937734998, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                               | [0.6631750662252872, 0.7890566641767154, 0.9683030056128915, 0.7378974667368263, 0.33728715272286364, 0.5309047649668832, nan, 0.7539810265966458, 0.8657488091088649, 0.25564032253685554, 0.0, 0.9733089537477863, 0.27699763726129645, nan, 0.0, 0.03203683746448516, 0.9793369285224514, 0.0, 0.00474293302978562, 0.3857166669753487, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011671174493893943, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.042841648590021694, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                     |
| 0.4148        | 110.0 | 1100 | 2.5719          | 0.1123   | 0.2027        | 0.5193           | [0.3518943943856307, 0.2579414364517248, 0.9136959732379579, 0.35238187248911107, 0.5169354838709678, 0.48176061829990807, 0.0, 0.19507820384770252, 0.30523396880415943, 0.5781123118245987, 0.0, 0.568587860136744, 0.24056731898320524, 0.0, 0.0, 0.03139642367640965, 0.9460527845599349, 0.0, 0.0, 0.2882725031924687, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.005782798648323837, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.029931006493506492, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                            | [0.7383761302387785, 0.6150090705367623, 0.9684652061077916, 0.8225400285649853, 0.5857275906303266, 0.5323066040769082, nan, 0.7899584956801626, 0.7673405367723946, 0.6281731056389651, 0.0, 0.9391200349594057, 0.24866205061530552, nan, 0.0, 0.03216746677117011, 0.9801615981912863, 0.0, 0.0, 0.3595651288129943, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0067043684943857065, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.10665220535068691, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                       |
| 0.3991        | 120.0 | 1200 | 2.6413          | 0.0954   | 0.1896        | 0.4946           | [0.367822132568921, 0.34812144738666295, 0.898623270361217, 0.31362959522410894, 0.34506696466365283, 0.4739910498008786, 0.0, 0.19540583526712382, 0.24145410376539997, 0.04977718782592206, 8.501088139281828e-05, 0.45044943960304695, 0.24934085219286206, 0.0, 0.0, 0.03841055371887627, 0.9274214641977758, 0.0, 0.0, 0.27756196395655286, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.007583600786830935, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.06328687050359712, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                        | [0.7637346285689092, 0.6698858179489916, 0.9710679582352586, 0.8628880703600692, 0.35812817403834324, 0.5196771911774163, nan, 0.7934948331356937, 0.8083536656210062, 0.04988732929709771, 9.827430323519007e-05, 0.8309988730191586, 0.25898121471549945, nan, 0.0, 0.03927043532216453, 0.9527807119957006, 0.0, 0.0, 0.33745115107513934, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009605770018850913, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.30531453362255967, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                   |
| 0.2996        | 130.0 | 1300 | 2.7070          | 0.0915   | 0.1833        | 0.4825           | [0.3702873561125536, 0.25245171137348466, 0.8971416802228568, 0.29544821918534525, 0.24924658748448855, 0.43843492179316673, 0.0, 0.19309765707004378, 0.36552174623047196, 0.17786877466068257, 0.0, 0.3647621365477946, 0.2091710284221227, 0.0, 0.0, 0.04238355659333907, 0.90254506755266, 0.0, 0.0, 0.3271823892559298, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.015418531106066372, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.02317245978161207, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                            | [0.7471865734430169, 0.7677942588837904, 0.9694195485545295, 0.8377621589115237, 0.2717767585710018, 0.4791010224422867, nan, 0.8375402337794342, 0.7801789241315209, 0.17807400971954498, 0.0, 0.586007037880356, 0.21508265266013277, nan, 0.0, 0.045050782142973776, 0.966559181631178, 0.0, 0.0, 0.44759505861870985, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.01926071633472666, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.1005061460592914, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                         |
| 0.3119        | 140.0 | 1400 | 2.7110          | 0.0929   | 0.1887        | 0.4810           | [0.3674824104088553, 0.2785538617784991, 0.9001316187701035, 0.2724123944779852, 0.3036647460806646, 0.4705455986862595, nan, 0.2257407685004747, 0.40079599056603776, 0.06540122814321399, 0.0, 0.29864732525400906, 0.20983242098198368, 0.0, 0.0, 0.06111601905892917, 0.9645622815053851, 0.0, 0.0, 0.28793794919987825, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00437532371943407, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.092424998218485, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                               | [0.723069914063275, 0.7463451072457582, 0.9648138089202728, 0.8772081485379237, 0.3185899801430404, 0.5343450581956144, nan, 0.7653311875317635, 0.7897641454629952, 0.06824043656503678, 0.0, 0.5611099611306608, 0.21607180652323216, nan, 0.0, 0.06890695927631364, 0.9804488426826782, 0.0, 0.0, 0.40290408015853907, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.005261863781657241, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.4689081706435286, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                        |
| 0.2476        | 150.0 | 1500 | 2.7296          | 0.0965   | 0.1980        | 0.4977           | [0.3652887099090521, 0.21800860479409956, 0.9193811741185929, 0.32177525880871194, 0.43737693555755086, 0.47359676668650175, 0.0, 0.21530018336197698, 0.39892423710030545, 0.13923985486734772, 0.0, 0.3664858067671099, 0.2574205050025408, 0.0, 0.00022842132313051424, 0.03766212542156324, 0.9741076593050741, 0.0, 0.0, 0.29431825010516194, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.009989280371299666, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.06887184403962927, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                      | [0.6822067992519574, 0.8516433678369437, 0.9749004164403404, 0.7873975794933473, 0.48791888519865745, 0.5169120956851649, nan, 0.7135990174487549, 0.8573835250377599, 0.14690630684440584, 0.0, 0.9049196163665217, 0.26694627901050055, nan, 0.0002534533012292485, 0.04139316155579504, 0.9908915698374752, 0.0, 0.0, 0.3628433315429778, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.013900499959019753, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.3116413593637021, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                     |
| 0.2765        | 160.0 | 1600 | 2.7180          | 0.1010   | 0.2092        | 0.5067           | [0.3759066195946633, 0.23286204274207317, 0.9272608574901443, 0.3674259341968141, 0.4448574393284703, 0.4836267283913017, 0.0, 0.2156946500564661, 0.3690770575746222, 0.2154693315657982, 0.0, 0.44859718309859153, 0.2259524126677545, 0.0, 0.0, 0.05974689356329096, 0.9646101602206167, 0.0, 0.0, 0.32196927374301676, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.008005345806882726, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0019413040995774808, 0.0, 0.0, 0.09418502202643171, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                            | [0.7331185221381674, 0.8005549034254615, 0.9697477216488624, 0.8116590242802375, 0.5047533695327464, 0.5105588065076201, nan, 0.7805776723699813, 0.8583710932961542, 0.22946813998316726, 0.0, 0.9156834333816325, 0.2344640211480232, nan, 0.0, 0.06799255412951896, 0.9804349437556754, 0.0, 0.0, 0.42696275443112996, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009818867305958528, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.001977664029781294, nan, 0.0, 0.5797180043383948, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       |
| 0.3069        | 170.0 | 1700 | 2.7502          | 0.0923   | 0.1933        | 0.5030           | [0.390386831964516, 0.23875746910043383, 0.9159860227578174, 0.34807115059584914, 0.3650854312966767, 0.4916004877723244, 0.0, 0.2086907332568221, 0.3820742637644046, 0.042546402169866514, 0.0, 0.44761381414048523, 0.26712842952240723, 0.0, 0.0, 0.04802170472529957, 0.9536462532042282, 0.0018924302788844622, 0.0, 0.293373791341212, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009185564762320105, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.040782467783007946, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                          | [0.754101191504058, 0.7781720200618931, 0.9640857927454886, 0.8378937081861234, 0.4028854095278261, 0.5210661693781751, nan, 0.8124682364899204, 0.7800627396305333, 0.04343930714305107, 0.0, 0.9179948940868006, 0.278198444134404, nan, 0.0, 0.05202312138728324, 0.9755517874020125, 0.005343082114735658, 0.0, 0.37425221788009555, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011048274731579379, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.1910701373825018, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                         |
| 0.2261        | 180.0 | 1800 | 2.7222          | 0.0930   | 0.1961        | 0.5039           | [0.38527350573599567, 0.22744788998778517, 0.9238092171635864, 0.33364468864468866, 0.47406819499984737, 0.4861333669421388, 0.0, 0.20998069717270354, 0.3569220289247537, 0.01288649404050041, 0.0, 0.44324938996943924, 0.24517847762463416, 0.0, 0.0, 0.05119049361216396, 0.9762403945197488, 0.0033459540371577, 0.0, 0.30156550398242243, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008241050733968582, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.04703542094455852, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                         | [0.7528005672779111, 0.7699818589264753, 0.9740516929205142, 0.8558689769224986, 0.5458028010613809, 0.5208732557391808, nan, 0.7832034558698967, 0.7913907284768212, 0.013018217359433117, 0.0, 0.8606453690287265, 0.25402248705245106, nan, 0.0, 0.05711766434799647, 0.9923509571727729, 0.010686164229471317, 0.0, 0.3660474505954476, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011540037701827719, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.2650036153289949, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                      |
| 0.2227        | 190.0 | 1900 | 2.7372          | 0.0916   | 0.1983        | 0.5027           | [0.40527689836034586, 0.3122014654762798, 0.9037625606864627, 0.33177148059304645, 0.3538769866546522, 0.5168640858284123, 0.0, 0.20955612725981632, 0.2897649099718849, 0.00024215029461619177, 0.0, 0.47085237478116543, 0.2380090725173094, 0.0, 0.0, 0.04560356360535717, 0.9333857400449455, 0.019860737458458618, 0.0, 0.28729633967355045, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.005928596464874068, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.07744427350986874, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       | [0.7562909430260456, 0.6660975349482445, 0.9662170318063854, 0.8629350522438548, 0.4002671024654261, 0.5774612565108354, nan, 0.762387768931052, 0.844196584175671, 0.00024434610267966224, 0.0, 0.9526208054463075, 0.24544406097334467, nan, 0.0, 0.05065151366709121, 0.9736800652322974, 0.07058492688413948, 0.0, 0.35891689663474896, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009704122612900582, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.42769342010122924, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                     |
| 0.1739        | 200.0 | 2000 | 2.7598          | 0.0945   | 0.1997        | 0.5084           | [0.39335386550502666, 0.3056324178462805, 0.924083384998011, 0.30675063638467387, 0.4240419383872037, 0.4754550235445594, 0.0, 0.25368187720141466, 0.26465567339822754, 0.04664224664224664, 0.0, 0.5150143785905721, 0.25212236107993047, 0.0, 0.0, 0.061495112440574755, 0.9653481321897853, 0.0016662699357295882, 0.0, 0.3064328134539602, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.004480049965168513, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.07419274449072591, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                         | [0.7813040778610978, 0.7131042578166684, 0.972671102661597, 0.8718804029166354, 0.47191030980371484, 0.5057874091698283, nan, 0.7488353379637472, 0.8465783664459161, 0.04667010561181549, 0.0, 0.9082430598679823, 0.2619486763047976, nan, 0.0, 0.07519349466052709, 0.9840116009710717, 0.005905511811023622, 0.0, 0.4090159835534236, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0061142529300876975, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.3767172812725958, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       |
| 0.1269        | 210.0 | 2100 | 2.8035          | 0.0972   | 0.1998        | 0.5060           | [0.39117064625461745, 0.24291327532977827, 0.931143715775938, 0.34787015509124036, 0.4271971154574515, 0.4514267122957536, 0.0, 0.21301050065039936, 0.3363963427209606, 0.4018626280080299, 0.0, 0.4138116716924714, 0.23498860053155532, 0.0, 0.0, 0.041948986659439275, 0.9666384789546906, 0.0, 0.0, 0.2853651322446565, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.007870351218301411, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.03996463845872455, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                            | [0.7547845703347454, 0.8312346601216519, 0.9724070553443177, 0.8449409907539652, 0.4955102184265556, 0.4818082438428397, nan, 0.7177918007792647, 0.852794237248751, 0.4293568267586132, 0.0, 0.7511787299615906, 0.24174661247197757, nan, 0.0, 0.0454916560530355, 0.9850447545449491, 0.0, 0.0, 0.33950697312614597, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.012474387345299565, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.23698481561822127, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                         |
| 0.193         | 220.0 | 2200 | 2.8156          | 0.0921   | 0.1980        | 0.5077           | [0.39483919750552304, 0.3048503489885248, 0.9272012510939899, 0.3215706155790556, 0.5052863369681613, 0.479280453856725, 0.0, 0.20367112135769716, 0.27726781362795216, 0.01474697909969955, 0.0, 0.49170557266315684, 0.2762833168805528, 0.0, 0.0, 0.05656314093173161, 0.9631643587320284, 0.004939209726443769, 0.0, 0.24805681908866012, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.008640018117993432, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.04692556634304207, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                           | [0.7597409038970964, 0.6874666524383737, 0.9750890216669684, 0.8463316545140194, 0.5887149208357496, 0.5247829721561315, nan, 0.7819540911400983, 0.8791100267224352, 0.015258056633996687, 0.0, 0.9107845166632167, 0.29013740167853797, nan, 0.0, 0.06304496913882629, 0.9773679138637164, 0.014623172103487065, 0.0, 0.28785212897968254, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.012507171543316122, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.2935647143890094, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                     |
| 0.1234        | 230.0 | 2300 | 2.8719          | 0.0883   | 0.1924        | 0.4949           | [0.39166679041311514, 0.2926128590971272, 0.9339035769828927, 0.30919830937144605, 0.4172944081517832, 0.48192567056760105, 0.0, 0.23499423707775513, 0.2956539316757631, 0.00034557924397894625, 0.0, 0.3677866833164799, 0.2493599463100594, 0.0, 0.0038157933063412077, 0.045907473309608544, 0.9645649461145774, 0.0037731893931453727, 0.0, 0.32129908905340765, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005192070727009535, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.06497184231697506, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                   | [0.7752491944580181, 0.7418365169138833, 0.9740139718751886, 0.8558125986619559, 0.4692041400882141, 0.512404346987332, nan, 0.7857657123496528, 0.8496572557220867, 0.0003529443705372899, 0.0, 0.6232089054486074, 0.2599962852737019, nan, 0.0041502978076289445, 0.05055354168707749, 0.9848131057615686, 0.010123734533183352, 0.0, 0.3906432315300131, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0071141709695926566, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.36496746203904556, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 0.1467        | 240.0 | 2400 | 2.9549          | 0.0861   | 0.1852        | 0.4886           | [0.3891816508097501, 0.32132996260353924, 0.9186552983125396, 0.2974923171887017, 0.38659438304970567, 0.4688365566469404, 0.0, 0.20217380915718436, 0.2645058238661857, 0.0, 0.0, 0.35104418906444407, 0.25214401831331695, 0.0, 0.003144560799786407, 0.04908896352881729, 0.9403518809898441, 0.008832096213473644, 0.0, 0.2675972826915584, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007239483599975292, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.039873770187488396, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                        | [0.7782031545648603, 0.7358339558211504, 0.9737876456032349, 0.8468484552356611, 0.4235507055371044, 0.49416114719310655, nan, 0.8062849398610876, 0.8561635877773905, 0.0, 0.0, 0.603498240529911, 0.2626268298266605, nan, 0.003358256241287543, 0.0539335749975507, 0.9746298252441579, 0.026434195725534307, 0.0, 0.2925564425018058, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009605770018850913, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.19414316702819956, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       |
| 0.1801        | 250.0 | 2500 | 2.9295          | 0.0891   | 0.1902        | 0.4883           | [0.3986603547278701, 0.33614810834324904, 0.926187747465984, 0.25764139524949203, 0.46106203980024896, 0.5096252678524764, 0.0, 0.22584800872818725, 0.3122535638459205, 0.0, 0.00028169510026584976, 0.2687095780720665, 0.22689548814361293, 0.0, 0.003885115690111661, 0.057030253854178745, 0.9650508562745554, 0.0, 0.0, 0.2975331886647945, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.00566862691949607, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.09258631725592079, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                        | [0.7583521017573124, 0.7009123892860954, 0.9785404973142616, 0.8840675035706231, 0.5402674539160385, 0.5643302681499582, nan, 0.7758766728781975, 0.8372836063669107, 0.0, 0.0003144777703526082, 0.441477494882587, 0.23322865868144493, nan, 0.004277024458243569, 0.06426961888899775, 0.979818757991883, 0.0, 0.0, 0.34535958364973235, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007884599622981723, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.4445046999276934, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                      |
| 0.1416        | 260.0 | 2600 | 2.8675          | 0.0886   | 0.1939        | 0.4939           | [0.39517034064291867, 0.26236545923831933, 0.9222651231887699, 0.3227758574847115, 0.3843433302142642, 0.4834850333114385, 0.0, 0.22127903153125722, 0.36180979312397676, 0.04690087693101295, 0.0005876525797948252, 0.3754851248869836, 0.2307157282562242, 0.0, 0.0013104666400774886, 0.062288347304724365, 0.934693098827768, 0.0, 0.0, 0.3003523946820439, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.007890621297568836, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.02503322995126274, 0.0, 0.0, 0.06354634877206697, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7568383809065424, 0.7972735033614342, 0.9694874464361156, 0.8555119146057281, 0.42585270704834205, 0.5301266799562729, nan, 0.7694816195155006, 0.8473335657023353, 0.04690087693101295, 0.0006879201226463304, 0.702051565123393, 0.23784614985896999, nan, 0.001457356482068179, 0.07328304105025962, 0.9759965530661033, 0.0, 0.0, 0.3472857592650899, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010917137939513155, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.02629129827826896, nan, 0.0, 0.3526753434562545, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1984        | 270.0 | 2700 | 2.9342          | 0.0895   | 0.1868        | 0.4909           | [0.40654081977502055, 0.2712263663601612, 0.9205460024818295, 0.3042901955858485, 0.4486397310589554, 0.48092591182517325, 0.0, 0.20976373240652296, 0.33928655911434924, 0.010557168833283578, 0.0, 0.4078362909106981, 0.21924762955541746, 0.0, 0.018735231236637787, 0.05073070141358597, 0.9425278018486424, 0.0, 0.0, 0.29024555516117584, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010863113569932694, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.038684939827645114, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       | [0.7734562435473975, 0.7003521502507737, 0.9793892208340877, 0.8649928587536646, 0.5065457676560001, 0.5279917690180695, nan, 0.7719379976283246, 0.8332171488323458, 0.01056118154915429, 0.0, 0.6366866763265024, 0.22402823191986557, nan, 0.021099987327334938, 0.05543581202442768, 0.9675228405700413, 0.0, 0.0, 0.33319133961809866, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.01590033603802967, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.18420101229211858, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                      |
| 0.1352        | 280.0 | 2800 | 2.9776          | 0.0854   | 0.1839        | 0.4794           | [0.40047025647488815, 0.20099337303240897, 0.9292853510122961, 0.272804879484734, 0.3520760198523181, 0.46193494839656457, 0.0, 0.20887794370084484, 0.3934394676785174, 0.008606412727716993, 0.0, 0.31628203930362203, 0.22324459682027495, 0.0, 0.0, 0.044744498321521824, 0.9531160484101977, 0.0, 0.0, 0.28674349236361263, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.011588206176145812, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0002298058140870964, 0.0, 0.0, 0.05786154297447932, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                      | [0.7471682030443425, 0.797807064347455, 0.9718299233508358, 0.8707998195895663, 0.408877642469292, 0.4938910680985146, nan, 0.7884761985431137, 0.831242012315557, 0.008606412727716993, 0.0, 0.4671450585340049, 0.22950961293415864, nan, 0.0, 0.048969661343522417, 0.9865875354422639, 0.0, 0.0, 0.32582001370548036, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.014965986394557823, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.00023266635644485808, nan, 0.0, 0.28524945770065074, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                    |
| 0.1517        | 290.0 | 2900 | 2.9870          | 0.0853   | 0.1869        | 0.4857           | [0.4009647074649525, 0.2939978657142235, 0.9081795469337196, 0.2851279120161295, 0.3693145369486646, 0.5126270313304923, 0.0, 0.20544486049170646, 0.3436751957981826, 0.0021991149241169603, 0.0, 0.3627405518200788, 0.2104481192627729, 0.0, 0.0020255577730779544, 0.061004871664364135, 0.9222713096556909, 0.0018929435271847724, 0.0, 0.25382619548081975, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007583179129929974, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.00033772374197906115, 0.0, 0.0, 0.0605245460659045, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7665893885229097, 0.7202806530786469, 0.9790308709034945, 0.8531064421559047, 0.41478201275765725, 0.5631084817696611, nan, 0.8028333050991021, 0.8590682003020798, 0.0021991149241169603, 0.0, 0.5757262126543848, 0.21597677864118767, nan, 0.002154353060448612, 0.06849874269292315, 0.9604065899445896, 0.005061867266591676, 0.0, 0.28627785083251533, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010277846078190312, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0003489995346672871, nan, 0.0, 0.32537960954446854, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]               |
| 0.1259        | 300.0 | 3000 | 2.9355          | 0.0900   | 0.1918        | 0.4942           | [0.3940293824098718, 0.2212860701099623, 0.9194322949210033, 0.3264633345753269, 0.37274963571126396, 0.49213198734367936, 0.0, 0.23276781324428042, 0.3808918546764114, 0.11067551656768751, 0.0, 0.38945330714558224, 0.23402378792460438, 0.0, 0.0, 0.07677463243971178, 0.9479779003521621, 0.00045829514207149406, 0.0, 0.3148434053815615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010186736453352574, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0030684931506849314, 0.0, 0.0, 0.06312682132990198, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                      | [0.7658655948151387, 0.7371145021876, 0.9713546381797332, 0.8644572652785086, 0.41805050345300226, 0.5250916339785223, nan, 0.7719379976283246, 0.8355989311025909, 0.11611869790676839, 0.0, 0.6339152234412015, 0.24068834742193676, nan, 0.0, 0.09029750824597499, 0.9690285576620151, 0.001687289088863892, 0.0, 0.37014057377808235, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.013654618473895583, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.003257328990228013, nan, 0.0, 0.30151843817787416, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                      |
| 0.1115        | 310.0 | 3100 | 3.0070          | 0.0857   | 0.1918        | 0.4894           | [0.38773168712456574, 0.26536678038118194, 0.9240438687094739, 0.3049905609178717, 0.44833340717439785, 0.4451982305515257, 0.0, 0.21205188599506383, 0.2708688850967008, 0.0, 0.0010112089946183115, 0.371077235128197, 0.24034865067497665, 0.0, 0.01513909224011713, 0.057306507785741014, 0.9503881430100389, 0.0031685678073510772, 0.0, 0.26072165799686237, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006482779050027913, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.003813466986271519, 0.0, 0.0, 0.06069890189892617, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7536676500953424, 0.6931223988901931, 0.9718940491278895, 0.8607363000826881, 0.5334668845660464, 0.4814931515658157, nan, 0.7968829408775199, 0.8852097130242825, 0.0, 0.0011596367781752427, 0.6732330550380643, 0.24786295251629512, nan, 0.016379419591940184, 0.06502073740243623, 0.9750236281759048, 0.00703037120359955, 0.0, 0.2924082751467783, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009327104335710188, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.004071661237785016, nan, 0.0, 0.3617136659436009, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.1132        | 320.0 | 3200 | 2.9783          | 0.0868   | 0.1865        | 0.4914           | [0.38409388791564963, 0.2573436781379352, 0.9292475043227252, 0.30947478730514866, 0.40962706651287967, 0.482520834207042, 0.0, 0.21747821371369477, 0.2821681662552751, 0.015623939513228088, 0.00010028078620136381, 0.424530534104842, 0.2258547772844909, 0.0, 0.016602228792358426, 0.05450139583658084, 0.9567190603291005, 0.0, 0.0, 0.26676188736277423, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006223848762806093, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.05654261212096344, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                        | [0.77413594829835, 0.6866663109593426, 0.9750852495624359, 0.8657727580245057, 0.4680619255979054, 0.5179023856986689, nan, 0.7303277994240217, 0.82345765074939, 0.015624575788016182, 0.00011792916388222808, 0.6808804250327745, 0.23182915714588076, nan, 0.01850209098973514, 0.06280003918879201, 0.9864253812938975, 0.0, 0.0, 0.2974830070564703, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008753380870420458, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.24909616775126536, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                       |
| 0.1587        | 330.0 | 3300 | 2.9805          | 0.0854   | 0.1934        | 0.4939           | [0.39800163449564135, 0.22532391243194944, 0.9220013085589048, 0.32116348907532616, 0.347778880754436, 0.47856959034227825, 0.0, 0.20986554444535618, 0.34195059014670043, 0.018964709033683788, 0.0, 0.4914214739876953, 0.2334094575624882, 0.0, 0.006038141926227058, 0.04184409746865389, 0.9249931611411629, 0.04437456324248777, 0.0, 0.21292434947440977, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006364694794034485, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.014075141305552477, 0.0, 0.0, 0.057370622059592265, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.7514999430517642, 0.7265499946643902, 0.9727540889613133, 0.8672385927986168, 0.39401128156465814, 0.5261526589929908, nan, 0.7582161612739285, 0.8314162890670385, 0.0192218934108001, 0.0, 0.8781365716782815, 0.24060195843825996, nan, 0.006399695856038525, 0.04621011723980275, 0.9712848168121421, 0.14285714285714285, 0.0, 0.22884447983997927, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009409064830751577, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.014774313634248488, nan, 0.0, 0.31742588575560376, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0823        | 340.0 | 3400 | 3.0077          | 0.0848   | 0.1885        | 0.4853           | [0.3894677428458543, 0.28484585323491096, 0.9129678259570017, 0.2859815652945274, 0.3880296527506828, 0.5078192772516072, 0.0, 0.2167596557502087, 0.2642351225609333, 0.010745564639009978, 0.0, 0.38683114880493447, 0.2225980913319914, 0.0, 0.0210727969348659, 0.04758156214466894, 0.9367110705269377, 0.012555391432791729, 0.0, 0.2689219801452462, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0076586309490141065, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.019348491473546132, 0.0, 0.0, 0.071788742389721, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                             | [0.7605565495982394, 0.6825312133176822, 0.9678277204417889, 0.8603228595053747, 0.43690582880840667, 0.5495916661307955, nan, 0.7642724038624428, 0.8842221447658882, 0.011009149404067005, 0.0, 0.5769681915407439, 0.2288055427171927, nan, 0.023697883664934735, 0.05329675712746155, 0.969519653082782, 0.03346456692913386, 0.0, 0.29902024336488064, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011097451028604212, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.02059097254536994, nan, 0.0, 0.34743311641359365, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1183        | 350.0 | 3500 | 3.0579          | 0.0870   | 0.1873        | 0.4828           | [0.3944202658547309, 0.2335993019372918, 0.9103872748022287, 0.28626016079245437, 0.400257300514601, 0.49223826608461024, 0.0, 0.20253696191898946, 0.3496836937022, 0.0, 0.0, 0.3514916570879067, 0.21849584975266204, 0.0, 0.01094794616529939, 0.06556111508220157, 0.9422084669949848, 0.023541549427874696, 0.0, 0.27501638269986894, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00901560827182059, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.010222026819081118, 0.0, 0.0, 0.04319427577378803, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                              | [0.7481822490511689, 0.7427702486394195, 0.9719430864868127, 0.8461249342253627, 0.45377545820373594, 0.5372902064175937, nan, 0.8067296290022022, 0.860578598814918, 0.0, 0.0, 0.5380298534924907, 0.2251296914617448, nan, 0.011880623495121024, 0.07488325005715032, 0.9661561127480959, 0.07058492688413948, 0.0, 0.3109106736058378, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.013113679206622408, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.010818985574685901, nan, 0.0, 0.2378886478669559, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                       |
| 0.1142        | 360.0 | 3600 | 2.9942          | 0.0854   | 0.1913        | 0.4859           | [0.38411004969794366, 0.23035249296586918, 0.9154518428951144, 0.29828655331087195, 0.3028276593091408, 0.4719123909957412, 0.0, 0.23416811586923902, 0.26837666900913565, 0.013840784177376001, 0.0003487054310870892, 0.3616617034751324, 0.24956484805076912, 0.0, 0.017052556395452653, 0.06307531084487496, 0.9536148722033162, 0.021501262529650317, 0.0, 0.25829680129348426, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004436538214239788, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.003824952188097649, 0.0, 0.0, 0.07202216066481995, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.758756250528149, 0.7032867356738876, 0.9652777777777778, 0.8551830414192287, 0.34138155235735496, 0.5087647096649733, nan, 0.7898314416398442, 0.8874172185430463, 0.01404990090408058, 0.00039309721294076026, 0.6173095057384025, 0.2588732284859035, nan, 0.018153592700544924, 0.07272786649684856, 0.9762884305331628, 0.07902137232845895, 0.0, 0.2870001666882744, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.006786328989427096, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.003955328059562588, nan, 0.0, 0.46529284164859, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0844        | 370.0 | 3700 | 2.9937          | 0.0867   | 0.1936        | 0.4934           | [0.38601341096713193, 0.23377681676254408, 0.9281969879928194, 0.30756490933353203, 0.3410889938811866, 0.49663458363104707, 0.0, 0.22881833311995903, 0.32919268170644156, 5.4137454998240535e-05, 0.0, 0.43038687785769497, 0.2551651038862947, 0.0, 0.003203244386975432, 0.04752053990610328, 0.9491371073019519, 0.018271762546876246, 0.0, 0.22563323201621074, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007480378890392422, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.02155565693430657, 0.0, 0.0, 0.07679603633360858, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                   | [0.7485165903070429, 0.7729964784974923, 0.9771410465326815, 0.8532943696910471, 0.38692955172474386, 0.5318821940711208, nan, 0.7569456208707437, 0.8790519344719414, 5.4299133928813836e-05, 0.0, 0.7555601554773569, 0.26412135924426916, nan, 0.003453301229248511, 0.052888540544071064, 0.9802218268749653, 0.06439820022497188, 0.0, 0.24747652473468784, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011326940414720104, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.021986970684039087, nan, 0.0, 0.403470715835141, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.1183        | 380.0 | 3800 | 3.0634          | 0.0828   | 0.1859        | 0.4850           | [0.3916859866166269, 0.3007186095083012, 0.9193595144105678, 0.2868047189469324, 0.39979854258148795, 0.47504846875208917, 0.0, 0.2187093196345699, 0.26712005454640814, 0.0, 0.0025069156293222685, 0.298738674720199, 0.24369695248279089, 0.0, 0.024664596637178512, 0.06179538892355015, 0.959689335619687, 0.0007738440704198104, 0.0, 0.26525837177657563, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007026594325358001, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.036043206367254124, 0.0, 0.0, 0.055915749030908034, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.7864588117291321, 0.6798900864368798, 0.9689819844287525, 0.852288957378035, 0.44637742281265924, 0.5026300559449554, nan, 0.7933677790953753, 0.8875914952945277, 0.0, 0.002849954793820512, 0.48345178131971756, 0.2520096237327816, nan, 0.026675959954378405, 0.0695437771464028, 0.9749309686625526, 0.0022497187851518562, 0.0, 0.29605689626433057, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010359806573231703, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03687761749651, nan, 0.0, 0.294649313087491, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        |
| 0.1187        | 390.0 | 3900 | 3.1386          | 0.0837   | 0.1853        | 0.4787           | [0.38089123053343854, 0.3301944561623144, 0.8866383651043872, 0.2834762008665565, 0.44401712052602194, 0.4572041677304835, 0.0, 0.214440128551941, 0.2758703348576486, 0.0, 0.013889350390430304, 0.29806694097766867, 0.2170727494112046, 0.0, 0.03034134007585335, 0.054221042542210426, 0.9460319760202488, 0.015848670756646217, 0.0, 0.27628253520202184, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004861530208542882, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.00410958904109589, 0.0, 0.0, 0.057359711335075274, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.8053325593272025, 0.6473428662896169, 0.9398726537509807, 0.8545252950462302, 0.503136696715694, 0.4836409234132853, nan, 0.7855963069625614, 0.8691181596375044, 0.0, 0.01643146350092378, 0.45234481013822764, 0.22254666084980843, nan, 0.032695475858573055, 0.06004049508507234, 0.9679861381368025, 0.04358830146231721, 0.0, 0.3117996777360028, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007130563068600934, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.004187994416007445, nan, 0.0, 0.3333333333333333, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.1484        | 400.0 | 4000 | 3.0792          | 0.0870   | 0.1915        | 0.4914           | [0.395446443533767, 0.27762487810163616, 0.9327934458824512, 0.31001232978426285, 0.4312719457561448, 0.500400521275451, 0.0, 0.2066799721619896, 0.3477583118121961, 0.0, 0.0007657900690951494, 0.3997103497976606, 0.23506191463951223, 0.0, 0.021663295517837775, 0.0485214738324337, 0.9603276066912718, 0.00019952114924181964, 0.0, 0.23706185309265462, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00832825062378708, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.002887169419101513, 0.0, 0.0, 0.07560509554140127, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7629593977448499, 0.6835449791911216, 0.9697703542760577, 0.8552488160565286, 0.5007292600207356, 0.5382804964310977, nan, 0.7609266474673895, 0.8683048681305914, 0.0, 0.0008648138684696726, 0.6633432231652062, 0.24229518251832527, nan, 0.023412748701051832, 0.0540152183142288, 0.9848826003965827, 0.0005624296962879641, 0.0, 0.2634230363195229, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.012310466355216786, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0029083294555607257, nan, 0.0, 0.42913955169920465, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.0865        | 410.0 | 4100 | 3.0827          | 0.0872   | 0.1867        | 0.4875           | [0.392329929766692, 0.31678003959591855, 0.9286375740018088, 0.29016454349099197, 0.43439925298881016, 0.5021002887897086, 0.0, 0.2243071828037617, 0.35786210317460315, 0.0, 0.007027202626224631, 0.34407517092610873, 0.22197360532959565, 0.0, 0.04309389041255762, 0.052570726067294044, 0.9594873839907193, 0.01077788191190253, 0.0, 0.24997518774605484, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006226199758183893, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.008278521206622817, 0.0, 0.0, 0.05785662563359884, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.777850442910312, 0.6659107886031373, 0.9721543243406361, 0.8659512891828911, 0.49867327393817984, 0.5411227573789467, nan, 0.7601431475520921, 0.8382130823748112, 0.0, 0.008078147725932624, 0.5411118010993813, 0.22710799918794355, nan, 0.046793815739450004, 0.05865255870154469, 0.9809492040547803, 0.03233970753655793, 0.0, 0.27988813364695425, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009032046553561183, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.00849232201023732, nan, 0.0, 0.2888647866955893, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1289        | 420.0 | 4200 | 3.1687          | 0.0832   | 0.1850        | 0.4857           | [0.3820521286123662, 0.3181675399248621, 0.9346315781871755, 0.2846523453491629, 0.4190257108429964, 0.46152688663914, 0.0, 0.22183472510498625, 0.3232265080278897, 0.0, 0.00012051096649795132, 0.34035483625338325, 0.23945819153801934, 0.0, 0.019492147365330986, 0.05102853938553257, 0.9635201084500677, 0.0, 0.0, 0.20939034369885434, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006933579098527552, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.012966150315547906, 0.0, 0.0, 0.054167382711806156, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                        | [0.7695323263905474, 0.675541564400811, 0.9763526766853763, 0.8689487333684132, 0.47053965241534434, 0.4930808308147386, nan, 0.7785448077248857, 0.8806204252352736, 0.0, 0.0001375840245292661, 0.5654223878194071, 0.24649368712501782, nan, 0.021036624002027625, 0.0564645178145717, 0.98787550267786, 0.0, 0.0, 0.22747393180597486, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010605688058355872, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01314564913913448, nan, 0.0, 0.2848879248011569, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                       |
| 0.0791        | 430.0 | 4300 | 3.1110          | 0.0823   | 0.1856        | 0.4830           | [0.380921455949152, 0.3096329151146834, 0.9224908236754524, 0.29130712332508646, 0.3459918274616222, 0.4810153420300951, 0.0, 0.20974603508525883, 0.31665136849132175, 0.0007330383080389868, 0.0, 0.36162624313915326, 0.22513042783693682, 0.0, 0.026571954748750327, 0.05085828807110285, 0.9403400670073924, 0.019211177412312617, 0.0, 0.2154719467486611, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008781187993414109, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.020622080437507122, 0.0, 0.0, 0.05917581634108085, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7693486224038034, 0.6741809838864582, 0.9755114973746153, 0.8618638652935429, 0.3853655964995519, 0.5252009517072858, nan, 0.7600584448585465, 0.8817822702451493, 0.0007330383080389868, 0.0, 0.5841670691598243, 0.2313151426930038, nan, 0.02879863135217336, 0.05718297900133895, 0.9700431793332221, 0.07424071991001124, 0.0, 0.23621580575259757, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.013638226374887305, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.021056305258259654, nan, 0.0, 0.30007230657989875, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0883        | 440.0 | 4400 | 3.1129          | 0.0836   | 0.1878        | 0.4896           | [0.3737876067440333, 0.32220789064266053, 0.9294466551811829, 0.30326192810840297, 0.44943991697951957, 0.46020055656846753, 0.0, 0.2072964937186939, 0.31514569591717456, 8.144870089322075e-05, 0.003977272727272727, 0.39200475112282396, 0.22974181172529876, 0.0, 0.027972027972027972, 0.0516817429921166, 0.9530817393822044, 0.013484123531970421, 0.0, 0.2582824650890543, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007785467128027681, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.006199278629395852, 0.0, 0.0, 0.04684841243981029, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7839971783067636, 0.6464358126133817, 0.9788422656768664, 0.8514808689769225, 0.5175110267629641, 0.49342164491029517, nan, 0.8193926816872776, 0.8770767979551528, 8.144870089322075e-05, 0.004540272809465781, 0.6072471767979944, 0.2364164121791189, nan, 0.029907489545051326, 0.05662780444792789, 0.9760428828227794, 0.03487064116985377, 0.0, 0.28603707888059565, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.011212195721662158, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006398324802233597, nan, 0.0, 0.2339117859725235, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]  |
| 0.0692        | 450.0 | 4500 | 3.1003          | 0.0860   | 0.1888        | 0.4874           | [0.3774731681013318, 0.31796936701321904, 0.9391487941492295, 0.2688145662288503, 0.44401834609071805, 0.47776672233869916, 0.0, 0.22999629446640316, 0.3064645814907132, 0.0014909391561284376, 0.01102475148442191, 0.3187593705986582, 0.23798849850984344, 0.0, 0.04298334540188269, 0.053881119893453774, 0.966841914430747, 0.013195876288659794, 0.0, 0.22296573875802997, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00645970865841017, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.029902564676895508, 0.0, 0.0, 0.06707914933901342, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7767298485911741, 0.6551862127841213, 0.9765299655984067, 0.8648143275952792, 0.5086544713304163, 0.5187383448009775, nan, 0.7886032525834321, 0.8856744510282328, 0.0014932261830423806, 0.012991862887692126, 0.48409577037190366, 0.244895490926997, nan, 0.0470155873780256, 0.06077528493517521, 0.9883249013176183, 0.0359955005624297, 0.0, 0.24684681347582094, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009704122612900582, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.031060958585388553, nan, 0.0, 0.3586406362979031, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.1267        | 460.0 | 4600 | 3.0878          | 0.0860   | 0.1906        | 0.4875           | [0.3824459160505856, 0.30917128181943765, 0.9206873305594618, 0.28856372859860496, 0.379437332068911, 0.48525013195706995, 0.0, 0.22261228128830937, 0.2937169970153823, 0.0, 0.0070836270856413875, 0.3405814874249315, 0.24056615621624788, 0.0, 0.031276195982078335, 0.051064013467432126, 0.9759392206162506, 0.03482587064676617, 0.001375831231368952, 0.2702624189019076, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004560660004947886, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.034550623223267005, 0.0, 0.0, 0.05959494815724022, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7729896354210679, 0.6567868957421833, 0.9582088538837589, 0.8551924377959859, 0.4218637425975715, 0.5320558163462157, nan, 0.7613713366085042, 0.891832229580574, 0.0, 0.008294351193050041, 0.558913498470526, 0.24821714734937, nan, 0.034279558991255864, 0.05795042617811306, 0.9944728600285392, 0.13385826771653545, 0.003414911781445646, 0.31015131591132183, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.006950249979509876, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.036761284318287575, nan, 0.0, 0.3335140997830803, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.065         | 470.0 | 4700 | 3.0937          | 0.0853   | 0.1892        | 0.4907           | [0.3847174287786407, 0.27001110854939114, 0.9248628037916043, 0.30274608618557663, 0.3682772482452146, 0.48985637657617653, 0.0, 0.20842918723337725, 0.33228544482867023, 0.002321256464902874, 0.008064089216706958, 0.35406172309214207, 0.23638844362227068, 0.0, 0.022926640697017456, 0.056330503090163464, 0.9534727425470563, 0.017042958798207854, 0.0, 0.25347869507323567, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005405467972312892, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.04640371229698376, 0.0, 0.0, 0.054386148636855515, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.7756937581059384, 0.6873599402411695, 0.9789931498581689, 0.8534916936029467, 0.4121285606340169, 0.5390971641695068, nan, 0.7904455361680501, 0.8596491228070176, 0.0023212879754567913, 0.008982271315696372, 0.6256238643943053, 0.24396680935247136, nan, 0.024426561905968824, 0.06369811567225107, 0.9727812679527807, 0.05455568053993251, 0.0, 0.28205508121423145, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0076551102368658305, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.048859934853420196, nan, 0.0, 0.2816341287057122, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] |
| 0.0562        | 480.0 | 4800 | 3.1561          | 0.0831   | 0.1869        | 0.4840           | [0.3831069570841646, 0.29914714714714713, 0.930197328650796, 0.26857022688506205, 0.38984302862419207, 0.46828171527082907, 0.0, 0.21863755837395055, 0.30072520889169163, 0.0, 0.002701242571582928, 0.3498318116290245, 0.23866148589803712, 0.0, 0.025514954032351916, 0.047559757351131444, 0.9621276077053998, 0.012762690720660205, 0.00029526832509042594, 0.21657790523009696, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0047486186334044535, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.04351153383623046, 0.0, 0.0, 0.07285216390890942, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | [0.772563442171822, 0.6643901397929783, 0.9751380590258917, 0.8640156355709239, 0.44514734566924985, 0.4995627290849463, nan, 0.7257115026257835, 0.8864877425351458, 0.0, 0.003046503400290892, 0.5441707490972654, 0.24620860347888437, nan, 0.02778481814725637, 0.05363965905750955, 0.9873705083300902, 0.03740157480314961, 0.0007588692847656991, 0.23499342507362064, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0071141709695926566, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.04630060493252676, nan, 0.0, 0.38919016630513376, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]  |
| 0.1169        | 490.0 | 4900 | 3.1491          | 0.0829   | 0.1875        | 0.4827           | [0.3849970067182546, 0.27730680915432415, 0.9308724394853266, 0.281775199527504, 0.4017769921384379, 0.4716053177591639, 0.0, 0.2083180559237803, 0.31944266905279306, 0.0, 0.004239469980433216, 0.35835408423593396, 0.22767759700465084, 0.0, 0.01966792144503779, 0.04390509552265167, 0.9618921935941646, 0.019700472409287365, 0.0008190679007289704, 0.21050017979759927, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005968073052803985, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.032100108813928184, 0.0, 0.0, 0.0637765861300235, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7655496239579391, 0.6798100522889766, 0.9698835174120345, 0.8562260392392693, 0.45532184089830774, 0.5130281010867468, nan, 0.7820176181602575, 0.8710352039037992, 0.0, 0.004854750579818389, 0.5395133282734194, 0.2342912431806696, nan, 0.021353440628564188, 0.04870840273015251, 0.9860593762161561, 0.05511811023622047, 0.0018971732119142477, 0.22767766191913766, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0087205966724039, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.034318287575616564, nan, 0.0, 0.3826825741142444, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.0328        | 500.0 | 5000 | 3.1851          | 0.0828   | 0.1869        | 0.4850           | [0.37822526224301245, 0.29442586138335947, 0.9241642768480075, 0.2859999301757983, 0.41321733154228235, 0.46741381704879625, 0.0, 0.21022577578208226, 0.30305329792120134, 0.0, 0.00048351868216149526, 0.3699801902043976, 0.2341279820281983, 0.0, 0.023837634227244615, 0.041504021764845044, 0.9561754620838513, 0.008771144723887944, 8.380824673147838e-05, 0.21315984879168354, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005463826637787477, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.01862053768179815, 0.0, 0.0, 0.06697127937336815, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | [0.7866388416361412, 0.6715932131042578, 0.9773334238638421, 0.8467263023378185, 0.464881297555661, 0.4977622017876664, nan, 0.7772530916483145, 0.8816079934936679, 0.0, 0.0005699909587641023, 0.5605694703190046, 0.24129307030767436, nan, 0.026866049930300343, 0.0458345579830835, 0.9728275977094568, 0.027559055118110236, 0.00018971732119142478, 0.23393773266904969, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.00822883370215556, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.019660307119590506, nan, 0.0, 0.37093275488069416, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] |
| 0.0467        | 510.0 | 5100 | 3.1910          | 0.0827   | 0.1876        | 0.4833           | [0.38664184262748336, 0.3029475982532751, 0.9285444302453247, 0.26922480960107587, 0.40305757075692, 0.4635640107695494, 0.0, 0.21226162586557223, 0.2727403750878268, 0.0, 0.00843939060143368, 0.32496978594360537, 0.23549385044895496, 0.0, 0.02623130983023397, 0.04499261704160514, 0.9608509441324053, 0.008763884642820748, 0.0, 0.24615686852315702, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006254715640069545, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.043069523393091384, 0.0, 0.0, 0.06865998426328213, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.764524555711908, 0.6810905986554263, 0.9729955036513972, 0.8652841464331353, 0.45495281775528496, 0.5037618159603884, nan, 0.7808741317973912, 0.8794585802253979, 0.0, 0.00978812060222493, 0.5040249315761632, 0.24265801624976782, nan, 0.02873526802686605, 0.05074948564710493, 0.9811947517651637, 0.024184476940382452, 0.0, 0.27848054377419296, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009376280632735021, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.04583527221963704, nan, 0.0, 0.3627982646420824, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0695        | 520.0 | 5200 | 3.2307          | 0.0828   | 0.1853        | 0.4804           | [0.38657426902726155, 0.2720538935538457, 0.929343575066594, 0.2655655227786025, 0.4074245653046728, 0.47027438125670623, 0.0, 0.213747956098766, 0.29952354033755957, 0.0, 0.0057404484833769795, 0.2858367772585068, 0.23106523741730173, 0.0, 0.025449014216345874, 0.035642421731668344, 0.9636728508825818, 0.025957751521661295, 0.0, 0.2262911430785298, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006917581647936039, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.013241348614665627, 0.0, 0.0, 0.06929460580912863, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7757562174614313, 0.6819709742823604, 0.9725428511074898, 0.8640062391941667, 0.4636336478816314, 0.5129380747218828, nan, 0.7695451465356599, 0.8618566283257814, 0.0, 0.006505758874169582, 0.4255272660364774, 0.23836016431184695, nan, 0.027563046508680775, 0.039335749975507005, 0.9811252571301495, 0.08155230596175478, 0.0, 0.24881003092993537, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010523727563314482, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.013843648208469055, nan, 0.0, 0.36225596529284165, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0435        | 530.0 | 5300 | 3.2137          | 0.0814   | 0.1865        | 0.4827           | [0.38293583904171, 0.3028886130560008, 0.9305852685351872, 0.27520671206225683, 0.40346015343666825, 0.4729317145029462, 0.0, 0.2094372167482131, 0.3107467896770976, 0.0001628974017864415, 0.012645295280206345, 0.29164521696999063, 0.22795322226982886, 0.0, 0.024960046491355515, 0.05239958685500647, 0.9593991288182052, 0.0020968547179231155, 0.0, 0.25238945662598805, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004675711097729446, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.017469204927211646, 0.0, 0.0, 0.0727346861964056, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7845923792238139, 0.6705260911322164, 0.9730068199649948, 0.85067278057581, 0.45282654155024865, 0.5119863674361778, nan, 0.7867821446722005, 0.8687696061345417, 0.0001628974017864415, 0.0148394197885137, 0.44301846868603234, 0.23440354885944945, nan, 0.02721454821949056, 0.05881584533490088, 0.9826680380274643, 0.005905511811023622, 0.0, 0.28268479247309836, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.006491271207278092, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01814797580269893, nan, 0.0, 0.41919739696312364, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.0292        | 540.0 | 5400 | 3.2144          | 0.0835   | 0.1887        | 0.4837           | [0.38746153902912334, 0.2829868671357521, 0.9238691748763622, 0.2793777229984333, 0.41298297442276294, 0.47422876578740814, 0.0, 0.22689289527924705, 0.3095818565487288, 0.0, 0.002646509375216218, 0.3239529916120245, 0.24264134223923892, 0.0, 0.02535062496332375, 0.038241002117148905, 0.9492555825649244, 0.028496973772696704, 0.0, 0.24253281652063452, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008264372465209835, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.03118689701593, 0.0, 0.0, 0.06867021107255421, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.7717257519922698, 0.6587877494397609, 0.9731426157281671, 0.8562072464857551, 0.46674398580139526, 0.5128416179023857, nan, 0.773907335253261, 0.877831997211572, 0.0, 0.003007193678996816, 0.5005404908116562, 0.25074402512191646, nan, 0.02737295653275884, 0.04247085333594592, 0.9715396304738607, 0.0953318335208099, 0.0, 0.2758135313836979, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.012392426850258176, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03234062354583527, nan, 0.0, 0.3899132321041215, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                         |
| 0.0832        | 550.0 | 5500 | 3.2025          | 0.0801   | 0.1872        | 0.4810           | [0.380311582503472, 0.3044420234233788, 0.9278508441497872, 0.274008530719666, 0.40493217113743785, 0.4742491787893008, 0.0, 0.21590152028953322, 0.31686309111153127, 0.000325794803572883, 0.006705081194342588, 0.30541639653444924, 0.2265105886108381, 0.0, 0.0270325799823892, 0.03896007262228968, 0.9467185756974342, 0.022295414238662273, 0.0, 0.23805169977557974, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004909782742113662, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0150384193194292, 0.0, 0.0, 0.07487235830155756, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]            | [0.7676585457257593, 0.6560399103617544, 0.9755831673607339, 0.8511144102833947, 0.46368636547349185, 0.5199022570895763, nan, 0.7617313230560732, 0.876205414197746, 0.000325794803572883, 0.007547466488462597, 0.4767358954897767, 0.2329435750353115, nan, 0.029178811304017234, 0.04274844061265145, 0.979031152128389, 0.07424071991001124, 0.0, 0.26521956549923137, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007212523563642324, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.015937645416472777, nan, 0.0, 0.41883586406362977, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.0771        | 560.0 | 5600 | 3.2583          | 0.0802   | 0.1862        | 0.4802           | [0.384722563423765, 0.31694229871947743, 0.9256219119843732, 0.2657122517928101, 0.41412445909111906, 0.4717714771961755, 0.0, 0.21407582684158138, 0.28756926176750436, 0.0, 0.012827653427089497, 0.27593576214209387, 0.23810878780143863, 0.0, 0.028676879814874483, 0.04580331861328325, 0.9567961362987664, 0.01945395341070385, 0.0, 0.2438129090123908, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006099081736764539, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.036000439029744265, 0.0, 0.0, 0.06689287445467765, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7710056323642336, 0.6523850176075126, 0.9723806506125898, 0.8557750131549274, 0.4725604934366598, 0.5133817760915697, nan, 0.7605666610198204, 0.8954339491111886, 0.0, 0.014485632296867015, 0.4068400837185768, 0.24578961690805187, nan, 0.031016347737929287, 0.050978086933803596, 0.9784149663645967, 0.06552305961754781, 0.0, 0.2718685755560906, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008818949266453569, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03815728245695672, nan, 0.0, 0.37418655097613884, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0224        | 570.0 | 5700 | 3.2528          | 0.0794   | 0.1849        | 0.4804           | [0.38642869324276996, 0.30224916021615306, 0.9206236762009861, 0.26797888814404774, 0.4091858037578288, 0.4699336564249753, 0.0, 0.2131737957873895, 0.3094643807029748, 0.0, 0.005127408328154133, 0.3029962665316712, 0.2363355428724567, 0.0, 0.027728821525085184, 0.03939793094261992, 0.9368652788177428, 0.016115271589724145, 0.0, 0.21910690487035445, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006344908769864626, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.026490788182710126, 0.0, 0.0, 0.06499038197306953, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7742388225309266, 0.6625226763419059, 0.975530357897278, 0.8601819138540179, 0.4615249442072153, 0.5137933251880908, nan, 0.7933889547687617, 0.8787033809689787, 0.0, 0.005837493612170289, 0.4405115113043078, 0.24378971193593393, nan, 0.029907489545051326, 0.0434669017994187, 0.9680602657474843, 0.047806524184476944, 0.0, 0.24054970088715205, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008835341365461847, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.028268962308050257, nan, 0.0, 0.3420101229211858, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0973        | 580.0 | 5800 | 3.2454          | 0.0788   | 0.1848        | 0.4795           | [0.3803762002958547, 0.2853684717840869, 0.9246390215224903, 0.27242410955308377, 0.37611608912853856, 0.4714678420778236, 0.0, 0.21100831861399183, 0.3010928642393782, 0.0, 0.004217858517974028, 0.3247259585826323, 0.23529633523643567, 0.0, 0.022151898734177215, 0.04433215329700192, 0.9440701836220274, 0.008939526730937774, 0.0, 0.2130912810023012, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007237978365603127, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.03172990063233966, 0.0, 0.0, 0.06464591360087285, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7576834192455645, 0.6950432184398677, 0.972980415233267, 0.8581804856047508, 0.4167501361871123, 0.5117355797054852, nan, 0.7664958495680163, 0.8978738236319275, 0.0, 0.004736821415936161, 0.4980565330389383, 0.24263641900384864, nan, 0.023951336966163986, 0.04927990594689919, 0.9751857823242712, 0.028683914510686165, 0.0, 0.23153001314985275, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010441767068273093, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03268962308050256, nan, 0.0, 0.34273318872017355, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0855        | 590.0 | 5900 | 3.2417          | 0.0783   | 0.1874        | 0.4801           | [0.38381148570567253, 0.2817018080606148, 0.9256108272833199, 0.2707747539292306, 0.40495054146547277, 0.4749112043913465, 0.0, 0.21944110355661373, 0.2902325405955906, 0.0, 0.007141885457760849, 0.30836239541392885, 0.23460053621545657, 0.0, 0.027170564244006924, 0.035261246993082224, 0.9504339788533941, 0.02176216480560763, 0.0, 0.22533771327053934, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00563719640401423, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.027602959037208788, 0.0, 0.0, 0.07217613273771538, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.757789967557876, 0.6804236474229004, 0.9738668597984187, 0.85328497331429, 0.45537455849016817, 0.5201851970934345, nan, 0.7572632559715399, 0.893981642848844, 0.0, 0.008255041471755965, 0.4738379447549392, 0.24227358527240606, nan, 0.029337219617285516, 0.038535645472061654, 0.9765942069272252, 0.07508436445444319, 0.0, 0.2490137610430982, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008130481108105892, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.02908329455560726, nan, 0.0, 0.4088937093275488, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        |
| 0.0505        | 600.0 | 6000 | 3.2803          | 0.0795   | 0.1844        | 0.4765           | [0.38552860977612147, 0.2934858610057198, 0.9258927194545956, 0.26550535820743604, 0.3683167090019206, 0.4619854144962048, 0.0, 0.2150528995896574, 0.2806595609000638, 0.0, 0.0026392006992168086, 0.29196544476726216, 0.22626388988006532, 0.0, 0.02822237232386714, 0.035619993735176984, 0.9532421483800536, 0.016989300008167934, 0.0, 0.22810285149167628, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006402701600108789, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.026404494382022473, 0.0, 0.0, 0.07557739895518284, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.7677724421975406, 0.6830647743037029, 0.9738630876938862, 0.8578704051717657, 0.4178747781468009, 0.4990161404411292, nan, 0.7368922581738099, 0.8948530266062508, 0.0, 0.003026848539643854, 0.4345201131580763, 0.2328139915597963, nan, 0.030446077810163476, 0.038992848045459, 0.9789894553473805, 0.05849268841394826, 0.0, 0.2563110032782027, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009261535939677075, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.027338296882270824, nan, 0.0, 0.3975054229934924, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        |
| 0.0563        | 610.0 | 6100 | 3.2662          | 0.0804   | 0.1864        | 0.4800           | [0.3818403000091466, 0.29058816630504897, 0.9227987983692154, 0.2712105593069786, 0.4132974763359011, 0.47261486197557845, 0.0, 0.20656166345016497, 0.2895551666442295, 0.0, 0.0003286060186786579, 0.32389657556624346, 0.22223015209971494, 0.0, 0.023515286400374837, 0.034824156731172486, 0.9459322094885126, 0.01722217462085511, 0.0, 0.2293154911627595, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004973689069423929, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.024392923854521482, 0.0, 0.0, 0.0695364238410596, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7669016853003744, 0.6610020275317469, 0.9733274488502626, 0.8578234232879801, 0.47800797792890154, 0.5117162883415858, nan, 0.7728697272573268, 0.8746369234344139, 0.0, 0.0003734423522937222, 0.4902251661721751, 0.22865004254657445, nan, 0.02544037511088582, 0.03796414225531498, 0.9743657456311039, 0.05652418447694038, 0.0, 0.25327357250013893, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007064994672567822, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.025825965565379246, nan, 0.0, 0.39099783080260303, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0679        | 620.0 | 6200 | 3.2768          | 0.0809   | 0.1867        | 0.4793           | [0.3843691231459326, 0.28984977478008633, 0.9270905197194435, 0.2634238075429839, 0.42006761284034844, 0.4708134200247633, 0.0, 0.21185245276393774, 0.2983183325438181, 0.0, 0.002782753882811277, 0.29434095454723713, 0.23110086938305227, 0.0, 0.02774363476733977, 0.03630596739691672, 0.9572956479554594, 0.02215705441511893, 0.0, 0.2340648379052369, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006345121355992368, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.025175448368051686, 0.0, 0.0, 0.07560105475414922, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7719608930953019, 0.655773129868744, 0.9732520067596113, 0.8568649928587536, 0.4847382571564131, 0.5061539450839174, nan, 0.7410215144841606, 0.8780062739630533, 0.0, 0.003144777703526082, 0.43155316359621887, 0.23825217808225096, nan, 0.030034216195665948, 0.04018484046895921, 0.9782250143622245, 0.0764904386951631, 0.0, 0.26075602392902786, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.009376280632735021, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.02629129827826896, nan, 0.0, 0.440527838033261, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       |
| 0.0403        | 630.0 | 6300 | 3.3071          | 0.0789   | 0.1846        | 0.4771           | [0.3816985201979929, 0.2960498067840275, 0.924978165313632, 0.26401449785591025, 0.41249886538985203, 0.464546187617597, 0.0, 0.21031221158198568, 0.30010392360634525, 0.0, 0.0012638554422640092, 0.30423821787879024, 0.22360485982408143, 0.0, 0.025007312079555425, 0.0342046258257716, 0.9515794327876412, 0.016969147005444645, 0.0, 0.21659359190556493, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006055731111749498, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.028691702669768473, 0.0, 0.0, 0.06914320355651354, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7632680204425797, 0.6622025397502934, 0.9747608485726357, 0.8596745095091333, 0.4791501924192103, 0.5001093177287634, nan, 0.7575808910723361, 0.8891018938073662, 0.0, 0.0014544596878808128, 0.44965385588444995, 0.22982493272457896, nan, 0.027087821568875934, 0.03711505176186278, 0.9751348195919275, 0.05258717660292463, 0.0, 0.23788268849665697, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008638636177362512, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03013029315960912, nan, 0.0, 0.37111352133044107, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0472        | 640.0 | 6400 | 3.2772          | 0.0797   | 0.1863        | 0.4781           | [0.3829324359115819, 0.2947464802130898, 0.9248374801444302, 0.2596395208326848, 0.40891770028389685, 0.4733205532295244, 0.0, 0.21644849845287628, 0.31939315091489007, 0.0, 0.005619613822879367, 0.29786531949496775, 0.22520293841406144, 0.0, 0.03116853021261804, 0.03710891554928252, 0.9534342679973747, 0.01731532962668785, 0.0, 0.21341014133565545, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006132118244468626, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.033197308922466084, 0.0, 0.0, 0.07838745800671892, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7650572972734654, 0.6612688080247572, 0.9729276057698111, 0.8620893783357138, 0.4733161122533256, 0.517593723876278, nan, 0.7391580552261562, 0.8842221447658882, 0.0, 0.0064467942922284685, 0.43598058832999836, 0.23199761566405053, nan, 0.034089469015333926, 0.04121354625910323, 0.9759224254554215, 0.06130483689538808, 0.0, 0.23603059655881317, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008868125563478404, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03501628664495114, nan, 0.0, 0.44287780187997106, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.1018        | 650.0 | 6500 | 3.2710          | 0.0804   | 0.1853        | 0.4782           | [0.37816985069250514, 0.3030734660297892, 0.9259658038675223, 0.26643310171151424, 0.406080949455292, 0.470849412838707, 0.0, 0.21403703794190224, 0.28690527258145737, 1.3574783482203459e-05, 0.004432084817936908, 0.29864997847346086, 0.22309195184975106, 0.0, 0.025058018272083663, 0.03802377040687951, 0.9564932037604501, 0.01699257108701221, 0.0, 0.23363398803000926, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007047420021786977, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.02013719849524231, 0.0, 0.0, 0.07086145295752283, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7637272804094395, 0.6584676128481486, 0.9732029694006881, 0.8589227993685635, 0.4761980072750277, 0.5107645810558806, nan, 0.7420591224800949, 0.8936330893458813, 1.3574783482203459e-05, 0.0050119894649946935, 0.4467214057361025, 0.22934979331435656, nan, 0.02702445824356862, 0.0419483361092061, 0.9790357851040566, 0.05596175478065242, 0.0, 0.25666290074639303, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.010392590771248258, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.021172638436482084, nan, 0.0, 0.3872017353579176, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]  |
| 0.1083        | 660.0 | 6600 | 3.2742          | 0.0805   | 0.1859        | 0.4770           | [0.3847384250652511, 0.3035343792086776, 0.9250424976010868, 0.2628263550869849, 0.3950250265433035, 0.470720787853136, 0.0, 0.21099605996540458, 0.30230753928784565, 0.0002850704531262726, 0.007916153740938313, 0.2753989015864274, 0.2212756497374205, 0.0, 0.026065104318859212, 0.040264132710581414, 0.9557099965635117, 0.017758321632113654, 0.0, 0.24063647084226086, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006094618104270723, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.03465727802838596, 0.0, 0.0, 0.07293784266617384, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7679671684234891, 0.6674047593639953, 0.9709170740539562, 0.8589791776291062, 0.45765898747078565, 0.5077615587422031, nan, 0.7439014060647129, 0.8828279307540374, 0.0002850704531262726, 0.0091002004795786, 0.4140389613376573, 0.22786390279511556, nan, 0.028260043087061208, 0.0449038241729532, 0.9792303700820963, 0.06046119235095613, 0.0, 0.268331079954809, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.00890090976149496, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03664495114006515, nan, 0.0, 0.42805495300072305, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0721        | 670.0 | 6700 | 3.2629          | 0.0808   | 0.1860        | 0.4791           | [0.3792155905506158, 0.311170908547296, 0.9248303088325462, 0.2666189383866867, 0.4025876931996765, 0.47030114967126774, 0.0, 0.20816410654316647, 0.29985573407640165, 0.00616295170092037, 0.007300896330699755, 0.2901580514621669, 0.22671360616919176, 0.0, 0.02585324481619045, 0.039878560323839136, 0.9546557861082682, 0.018872431915910176, 0.0, 0.22937988149744143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00590414964619746, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.025722416812609457, 0.0, 0.0, 0.07544585987261146, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]         | [0.7762705886243143, 0.666364315441255, 0.972920061560746, 0.8573348116966097, 0.4636687929428717, 0.5087454183010739, nan, 0.727172624089446, 0.8814337167421866, 0.00616295170092037, 0.008372970635638194, 0.4370155707352975, 0.23366060359982896, nan, 0.02800658978583196, 0.044397635609549, 0.9766729675135746, 0.06664791901012374, 0.0, 0.25238456836997386, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008671420375379067, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.027338296882270824, nan, 0.0, 0.42823571945047, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]            |
| 0.0304        | 680.0 | 6800 | 3.2585          | 0.0811   | 0.1871        | 0.4785           | [0.3836714277368852, 0.31253481188920956, 0.9220934264094564, 0.2626557565317255, 0.40419673520023, 0.4701913524764653, 0.0, 0.20916872695336233, 0.3062558167765953, 0.001832595770097467, 0.006802605107921029, 0.2863922957001221, 0.22442601425473094, 0.0, 0.030572990483903623, 0.04094280049930245, 0.9521999628085867, 0.022802888906922017, 0.0, 0.24011107988825892, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005504712626648279, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.027961980548187444, 0.0, 0.0, 0.07942169288580345, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]         | [0.7721666415604551, 0.6586543591932558, 0.9731086667873741, 0.8596087348718334, 0.46948530057813626, 0.5113176001543309, nan, 0.7363205149923767, 0.8793423957244103, 0.001832595770097467, 0.007842289398168167, 0.42885070953793786, 0.2310818924370764, nan, 0.03348751742491446, 0.045524313379706735, 0.9726561776097552, 0.07902137232845895, 0.0, 0.2690348748911896, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007917383820998278, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.029432294090274546, nan, 0.0, 0.4508315256688359, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]   |
| 0.0931        | 690.0 | 6900 | 3.2673          | 0.0804   | 0.1860        | 0.4775           | [0.381807964853642, 0.29618868771333073, 0.9231733299912269, 0.265215964309469, 0.39949741043792714, 0.4686357143280521, 0.0, 0.20682579048892172, 0.30543916277391286, 0.0016696983683110254, 0.007308925028404755, 0.2881366316918128, 0.22144501616616555, 0.0, 0.025483842718276556, 0.039882092851879145, 0.9530733940803344, 0.01823604601619088, 0.0, 0.23015699773318782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005683163627752783, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.03136652774731301, 0.0, 0.0, 0.0751698304869532, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7688820142774738, 0.6690321203713584, 0.9724862695395015, 0.8580019544463655, 0.4581510183281494, 0.5084174651147836, nan, 0.7469930543791292, 0.8850354362728012, 0.0016696983683110254, 0.008471244938873383, 0.4326456450240346, 0.22809283360185909, nan, 0.027658091496641744, 0.04418536298618595, 0.9759548562850948, 0.06017997750281215, 0.0, 0.2538662419202489, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.008261617900172116, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0332712889716147, nan, 0.0, 0.42805495300072305, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.079         | 700.0 | 7000 | 3.2664          | 0.0803   | 0.1857        | 0.4773           | [0.38135235162810605, 0.3049243117307669, 0.924829451766912, 0.26519470185597666, 0.39995983873708274, 0.4687557439743856, 0.0, 0.2039855677103414, 0.30152527917170796, 0.001004533977683056, 0.006553591741795276, 0.2868683016133338, 0.21741156321231125, 0.0, 0.027095755875131532, 0.03984556894874893, 0.954066916316116, 0.020356442119032047, 0.0, 0.23048925714094026, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005366279795332584, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.02866207198337162, 0.0, 0.0, 0.07392870930382191, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7726736645638683, 0.6668978764272756, 0.9710981350715191, 0.8580677290836654, 0.45500553534714533, 0.5083788823869848, nan, 0.7506352702015924, 0.8831183920065063, 0.001004533977683056, 0.007586776209756673, 0.4324731479564847, 0.22371291212944525, nan, 0.029368901279939172, 0.044152705659514714, 0.9761633401901373, 0.07002249718785152, 0.0, 0.25451447409849426, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007753462830915499, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03047929269427641, nan, 0.0, 0.4154013015184382, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]  |


### Framework versions

- Transformers 4.29.2
- Pytorch 2.0.1
- Datasets 2.12.0
- Tokenizers 0.13.3

{"license": "other", "tags": ["generated_from_trainer"], "datasets": ["scene_parse_150"], "model-index": [{"name": "segformer-b0-scene-parse-150_epoch_700_230609", "results": []}]}
transformers pytorch segformer generated_from_trainer dataset:scene_parse_150 license:other endpoints_compatible region:us
TAGS
#transformers #pytorch #segformer #generated_from_trainer #dataset-scene_parse_150 #license-other #endpoints_compatible #region-us 

segformer-b0-scene-parse-150\_epoch\_700\_230609
================================================


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


* Loss: 3.2664
* Mean Iou: 0.0803
* Mean Accuracy: 0.1857
* Overall Accuracy: 0.4773
* Per Category Iou: [0.38135235162810605, 0.3049243117307669, 0.924829451766912, 0.26519470185597666, 0.39995983873708274, 0.4687557439743856, 0.0, 0.2039855677103414, 0.30152527917170796, 0.001004533977683056, 0.006553591741795276, 0.2868683016133338, 0.21741156321231125, 0.0, 0.027095755875131532, 0.03984556894874893, 0.954066916316116, 0.020356442119032047, 0.0, 0.23048925714094026, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005366279795332584, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.02866207198337162, 0.0, 0.0, 0.07392870930382191, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
* Per Category Accuracy: [0.7726736645638683, 0.6668978764272756, 0.9710981350715191, 0.8580677290836654, 0.45500553534714533, 0.5083788823869848, nan, 0.7506352702015924, 0.8831183920065063, 0.001004533977683056, 0.007586776209756673, 0.4324731479564847, 0.22371291212944525, nan, 0.029368901279939172, 0.044152705659514714, 0.9761633401901373, 0.07002249718785152, 0.0, 0.25451447409849426, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.007753462830915499, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03047929269427641, nan, 0.0, 0.4154013015184382, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]


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


More information needed


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


More information needed


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


More information needed


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


### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 700


### Training results



### Framework versions


* Transformers 4.29.2
* Pytorch 2.0.1
* Datasets 2.12.0
* Tokenizers 0.13.3



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 700 ### Training results ### Framework versions


* Transformers 4.29.2
* Pytorch 2.0.1
* Datasets 2.12.0
* Tokenizers 0.13.3
TAGS
#transformers #pytorch #segformer #generated_from_trainer #dataset-scene_parse_150 #license-other #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 700 ### Training results ### Framework versions


* Transformers 4.29.2
* Pytorch 2.0.1
* Datasets 2.12.0
* Tokenizers 0.13.3