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# segformer-b0-scene-parse-150_epoch_500_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: 2.8363
- Mean Iou: 0.0891
- Mean Accuracy: 0.1916
- Overall Accuracy: 0.5016
- Per Category Iou: [0.41868138102795893, 0.41164379787292665, 0.8678939714436806, 0.49194778723391036, 0.029843826630701325, 0.835960288057647, 0.0, 0.34373422146269467, 0.013432504440497336, 0.1204883859440143, 0.0, 0.17471152509384125, 0.04084956814333784, 0.21202216853772915, 0.056338467294381744, 0.056798931456867346, 0.47129763627592863, 0.28277576385292597, 0.0, 0.07881762508014414, 0.0, 0.0, 0.01960102064486198, 0.0, 0.0, 0.0, nan, 0.017165794195445887, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27608723215417774, 0.0, 0.0, 0.023283028004196595, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004678027590815791, nan, nan, 0.0, nan, 0.0, nan, 0.022047401914115347, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.34324942791762014, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
- Per Category Accuracy: [0.6994942191263431, 0.5978423542028475, 0.9986688978474176, 0.7972636815920398, 0.3682394099848714, 0.9211447857428524, 0.0, 0.3737798214540252, 0.02567911714770798, 0.5617883921133019, 0.0, 0.846832884097035, 0.2152456239412761, 0.2470880485785261, 0.3816261879619852, 0.1420366598778004, 0.47624704212020824, 0.7307815845824411, 0.0, 0.11847789963443005, 0.0, 0.0, 0.01960329428140587, 0.0, 0.0, nan, nan, 0.023911979180087094, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.424919504341887, nan, nan, 0.031995120328268824, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008119976800066285, nan, nan, nan, nan, 0.0, nan, 0.032657908409411414, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.34443168771526983, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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: 500

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
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| 3.1536        | 10.0  | 100  | 3.7299          | 0.0636   | 0.1309        | 0.3950           | [0.4118507412764684, 0.6359830625223599, 0.653558934458942, 0.3313574174036149, 0.009771904954942479, 0.610306483003609, 0.0, 0.19612487218547192, 0.0, 0.00023209933851688522, 0.0, 0.08304655121373594, 0.04586194110953422, 0.06462424718512699, 0.0, 0.01314730346122887, 0.0, 0.250886590321389, 0.0, 3.385393156991965e-05, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                                      | [0.6823375291352629, 0.9532136597546238, 0.9875963011659368, 0.9511350131931436, 0.18348146747352495, 0.6301247597959363, 0.0, 0.19847005844186696, 0.0, 0.0005554012774229381, 0.0, 0.6049191374663073, 0.40508187464709206, 0.06812034225779741, 0.0, 0.02395112016293279, 0.0, 0.7271413276231263, 0.0, 4.9850448654037884e-05, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                             |
| 2.3717        | 20.0  | 200  | 3.2813          | 0.0746   | 0.1329        | 0.4690           | [0.4353412422920181, 0.6160292678776534, 0.6667624454879082, 0.38961931993750354, 0.0175498356091348, 0.7737603033734496, 0.0, 0.3407311442973571, 0.026281775096940973, 0.0, 0.0, 0.005606700353014467, 0.012182422120477602, 0.1556179775280899, 0.0, 0.0004365079365079365, 0.24729798292026758, 0.19051530134533567, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                                     | [0.6830958358752002, 0.9271474417971844, 0.9959849612622108, 0.9016053336556086, 0.22409228441754916, 0.8598183715871514, 0.0, 0.3818360354557885, 0.22007640067911716, 0.0, 0.0, 0.01091644204851752, 0.15324675324675324, 0.25995031741650565, 0.0, 0.0004480651731160896, 0.27450544249881687, 0.6208779443254818, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                                |
| 2.1377        | 30.0  | 300  | 3.0484          | 0.0828   | 0.1570        | 0.4457           | [0.41408741165785873, 0.5651525264025755, 0.6942762191706158, 0.4724181711859317, 0.028112952365367306, 0.8062353890394521, 0.0, 0.42361356031345965, 0.047244094488188976, 0.04630346266446815, 0.0, 0.08896756509821836, 0.021292082519115005, 0.21415716856628675, 0.0, 0.0, 0.01793870391209373, 0.3824538625614393, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                                     | [0.6549193934518268, 0.9216412833830862, 0.9965608666833281, 0.9031059278506254, 0.5522881996974282, 0.9503545753387244, 0.0, 0.5199636784060733, 0.13879456706281834, 0.3821160788669814, 0.0, 0.26246630727762804, 0.36668548842461884, 0.36458735854264424, 0.0, 0.0, 0.01859678182678656, 0.6623126338329764, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                                    |
| 1.392         | 40.0  | 400  | 2.8204          | 0.0876   | 0.1590        | 0.5052           | [0.39708613876954113, 0.6178270179264523, 0.7243542260957274, 0.3721274683109001, 0.016621138086260628, 0.8039642615811998, 0.0, 0.5479698590506946, 0.04542003175260578, 0.04085742501403869, 0.0, 0.02442296847959243, 0.030204182985879884, 0.3227314466983888, 0.0, 0.0, 0.3772798664270655, 0.2985112521638777, 0.0, 0.023060520389093873, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                        | [0.7549648432468167, 0.8751910749013614, 0.9988373230177444, 0.6211906056760731, 0.1838124054462935, 0.8878332374142826, 0.0, 0.6879774468242362, 0.27928692699490665, 0.5859483476811996, 0.0, 0.08463611859838274, 0.30220214568040654, 0.42682859508694454, 0.0, 0.0, 0.3785636535731188, 0.6923447537473233, 0.0, 0.03198737121967431, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                                     |
| 1.3334        | 50.0  | 500  | 2.8298          | 0.0819   | 0.1542        | 0.4808           | [0.40480086059537657, 0.5803259388109014, 0.6756930420414907, 0.4699824571952951, 0.01321047230167915, 0.796913459007008, 0.0, 0.449844649547656, 0.0, 0.04189729397293973, 0.0, 0.0932436627004656, 0.03510132957773375, 0.37397181661671874, 0.010650703568374408, 0.00026010508245331116, 0.18837952965886698, 0.2687367405978785, 0.0, 0.021754987650845246, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                       | [0.6987407733270465, 0.8757673007819065, 0.9998207086896522, 0.905215823715431, 0.2002174735249622, 0.9300847664289825, 0.0, 0.5197630649512457, 0.0, 0.15134684809775062, 0.0, 0.3036388140161725, 0.332128740824393, 0.6475296715429202, 0.028933474128827876, 0.0004073319755600815, 0.18888547089446284, 0.7459314775160599, 0.0, 0.02824858757062147, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                     |
| 0.9039        | 60.0  | 600  | 2.6701          | 0.0886   | 0.1678        | 0.4992           | [0.4041052977036986, 0.4767061770636036, 0.8194395492123262, 0.48368437849050583, 0.010394407160364025, 0.814759515142948, 0.0, 0.4848792735187468, 0.04776689754000478, 0.07346528010734653, 0.0, 0.21862264755712257, 0.04752327049908789, 0.3002597505601491, 0.04104660099210508, 0.007043286867204695, 0.3801844890772957, 0.29784075840639657, 0.0004245383145828911, 0.0348453566512833, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.019663917184656474, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                       | [0.6913181169688146, 0.7493097294139303, 0.9978919688359105, 0.7937287247970672, 0.14395801815431164, 0.8995678765473043, 0.0, 0.5668755510270881, 0.1273344651952462, 0.3040821993890586, 0.0, 0.6434636118598382, 0.3442123094297007, 0.4179685343637869, 0.2481520591341077, 0.025417515274949082, 0.3822077614765736, 0.8056209850107067, 0.0008650519031141869, 0.05721169823861748, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.021438326161457393, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                     |
| 1.0556        | 70.0  | 700  | 2.7667          | 0.0838   | 0.1716        | 0.4414           | [0.38299019108712623, 0.47660305879051496, 0.6982162773229744, 0.5165638490733374, 0.016105445967759716, 0.8024198506807202, 0.0, 0.5475112284970235, 0.0, 0.191647544745296, 0.0, 0.2598269577056524, 0.06136939100472474, 0.31634284090505455, 0.029284317874921903, 0.014748776219342076, 0.005596308566019877, 0.3359113999359297, 0.0, 0.03552587574034717, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                       | [0.6856381078302463, 0.761170378788485, 0.9999782677199578, 0.7977622011400487, 0.31084531013615735, 0.8911253743281602, 0.0, 0.6248950738838237, 0.0, 0.5798389336295473, 0.0, 0.7973045822102426, 0.26549971767363073, 0.49163676511178583, 0.3068637803590285, 0.04737270875763747, 0.005596308566019877, 0.7858672376873662, 0.0, 0.054719175805915586, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                                    |
| 0.8799        | 80.0  | 800  | 2.6046          | 0.0815   | 0.1465        | 0.4736           | [0.44523636875638, 0.3023153736420498, 0.7638243923492234, 0.49532091311004456, 0.017887853585913036, 0.8032357218115166, 0.0, 0.5183040010215763, 0.0, 0.12841393134552745, 0.01509653275876733, 0.05134022057797012, 0.0354425766479887, 0.2598414795244386, 0.04447816557073006, 0.01024725016452007, 0.2434477046852816, 0.2943178894452471, 0.0, 0.04361512152304852, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007859326003254872, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                            | [0.7685584637483199, 0.33072964602124033, 1.0, 0.8699468245815457, 0.2635684568835098, 0.8998117385409249, 0.0, 0.5999820503750943, 0.0, 0.28464315467925577, 0.017822776336708226, 0.09912398921832884, 0.17571993224167137, 0.43433618548164504, 0.2785638859556494, 0.0355193482688391, 0.2434477046852816, 0.7960920770877944, 0.0, 0.0718344965104686, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.010203818701847509, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                   |
| 0.8793        | 90.0  | 900  | 2.6380          | 0.0835   | 0.1741        | 0.4537           | [0.39174661107520475, 0.44051106519884464, 0.7915315609760293, 0.4385434758923021, 0.018009878499585307, 0.7870571860712638, 0.0, 0.3683651597817615, 0.057237311207623, 0.05603000577034045, 0.002304962031760397, 0.21411486619579592, 0.06717275920180177, 0.28810572687224667, 0.044719634003209656, 0.016829666440344972, 0.2562073624654818, 0.3325666973321067, 0.0, 0.04114310782439758, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010551150140900451, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.05440918824216469, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      | [0.6761835782842338, 0.6859648982401101, 1.0, 0.6891201885310291, 0.2987424357034796, 0.8908278626959432, 0.0, 0.39921021650415217, 0.18739388794567063, 0.5392946403776728, 0.0027278052045853905, 0.5127358490566037, 0.4816487859966121, 0.5234888214187138, 0.3942977824709609, 0.04745417515274949, 0.25620918125887365, 0.8127944325481798, 0.0, 0.06545363908275174, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.012445566749980675, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.05454190652746609, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                   |
| 0.4223        | 100.0 | 1000 | 2.7004          | 0.0882   | 0.1724        | 0.4410           | [0.4065294743301871, 0.5487114477184201, 0.7740056196789716, 0.5268005209260491, 0.010858364971125268, 0.8032656637190945, 0.0, 0.37776117043445767, 0.0007243096423721141, 0.13636963696369636, 0.0024262090112081927, 0.3066372379000473, 0.130879345603272, 0.3349637282919323, 0.057324629709400575, 0.027669937177948755, 0.021973497397065785, 0.28937388899861743, 0.0015352407536636428, 0.04578181399278089, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.13418290854572715, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                  | [0.6939357335037903, 0.8105977543196933, 0.9997337795694835, 0.8494017765423892, 0.22418683812405446, 0.9122291912560844, 0.0, 0.41629931527460284, 0.001697792869269949, 0.2868647597889475, 0.0027278052045853905, 0.6553234501347709, 0.4264257481648786, 0.6729229919955838, 0.36536430834213307, 0.09580448065173117, 0.021973497397065785, 0.7843147751605996, 0.009515570934256055, 0.07924559654370222, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.13972094838520832, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                |
| 0.5314        | 110.0 | 1100 | 2.7330          | 0.0917   | 0.1787        | 0.4384           | [0.40546419980938836, 0.5150005884681639, 0.811743792648661, 0.5151871310663007, 0.019371183635966262, 0.8014856208259507, 0.0, 0.3735544727936058, 0.0, 0.12427184466019417, 0.017676836404213046, 0.22774418409339045, 0.06230535936005211, 0.33871213971665853, 0.056108631803791435, 0.036444095133952976, 0.021303026861264125, 0.3697246573651068, 0.0, 0.07327001356852103, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.000565992555021007, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.24411116012351125, nan, 0.0, 0.027858196318348172, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                   | [0.6514243771312187, 0.7704380117005867, 0.9998370078996838, 0.8873194754970088, 0.41064674735249623, 0.9177794902308886, 0.0, 0.41081940037694215, 0.0, 0.33768397667314637, 0.021738766630407497, 0.7309299191374663, 0.3456804065499718, 0.6123930444383108, 0.31066525871172124, 0.08688391038696537, 0.02130383341221013, 0.8014989293361884, 0.0, 0.13818544366899302, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0006699476925455435, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.26997755878622304, nan, nan, 0.028279915714761007, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                |
| 0.6076        | 120.0 | 1200 | 2.5240          | 0.0956   | 0.1859        | 0.5026           | [0.3970246899533508, 0.4220697173153631, 0.8363701646661, 0.5280335502567655, 0.029049551964463505, 0.8029416294470969, 0.0, 0.3980175751594291, 0.0, 0.2263164947072223, 0.0052421304425274194, 0.2098944792781771, 0.07134487696914464, 0.3820786616835736, 0.04887227870266315, 0.04072345929963966, 0.4427046852815902, 0.3454574697853959, 0.0, 0.04241940631982126, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0031781211449599597, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2793224911938844, nan, 0.0, 0.032582677934639245, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                            | [0.6784803727369283, 0.6817072292338596, 0.9997881102695889, 0.8331016979877939, 0.35864220877458397, 0.8645346625437732, 0.0, 0.4428436429291676, 0.0, 0.4690363787836712, 0.006894820517111539, 0.7398921832884097, 0.18565782044042914, 0.5925752139111233, 0.39493136219640973, 0.14362525458248473, 0.4427046852815902, 0.8048715203426124, 0.0, 0.06625124626121635, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0039166172794970235, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.3636452336813348, nan, nan, 0.03698569368969724, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                    |
| 0.4483        | 130.0 | 1300 | 2.6688          | 0.0935   | 0.1917        | 0.4845           | [0.3633684088854396, 0.447003813328491, 0.8269518658880333, 0.550951917604509, 0.03441548145135159, 0.8150021383000079, 0.0, 0.3357941247779598, 0.0, 0.14601330173534133, 0.0, 0.2947830046250809, 0.03141916190331983, 0.3545322663671674, 0.05295235079943011, 0.04221815255695219, 0.3784051112162802, 0.40347287656481357, 0.0, 0.022664292536820632, 0.0, 0.0, 0.0, 0.007207926058913491, 0.0, 0.0, nan, 0.07146608491899972, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.3019028465346535, 0.0, 0.0, 0.03317616802400343, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                             | [0.641804575603425, 0.7880369104689038, 0.9994023622988406, 0.7555793904969081, 0.4720121028744327, 0.9108781958114264, 0.0, 0.3582797924178673, 0.0, 0.5304082199389059, 0.0, 0.8289083557951482, 0.18746470920383965, 0.6273254209218879, 0.4238648363252376, 0.12395112016293279, 0.3784051112162802, 0.8023019271948608, 0.0, 0.03193752077102027, 0.0, 0.0, 0.0, 0.017483306990097095, 0.0, nan, nan, 0.09116442062408205, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.38081764074543856, nan, nan, 0.04291893090828435, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                        |
| 0.3305        | 140.0 | 1400 | 2.7904          | 0.0813   | 0.1747        | 0.4293           | [0.4002354895224227, 0.39157649959656604, 0.7641668846347063, 0.5050307382723799, 0.017645477859634932, 0.7961769243207573, 0.0, 0.3329165238085634, 0.0, 0.13846257404415724, 0.0, 0.17841457410142786, 0.026601307189542484, 0.3436985481215387, 0.060947464318250835, 0.054127581394527176, 0.06807880446977517, 0.29111364171836956, 0.0, 0.04727851057677336, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.05160999368629927, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.29006505026611473, 0.0, 0.0, 0.04078594819886871, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                     | [0.684060732592364, 0.6253171243127306, 1.0, 0.8265151972928878, 0.3321198940998487, 0.8885453144356545, 0.0, 0.3485817156673829, 0.0, 0.5712302138294918, 0.0, 0.61044474393531, 0.18385093167701863, 0.5070383659950317, 0.4238648363252376, 0.12480651731160897, 0.06820397539044014, 0.7937366167023555, 0.0, 0.07063808574277168, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.07372001339895386, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.3828666211337691, nan, nan, 0.04558057003437951, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                          |
| 0.3284        | 150.0 | 1500 | 2.6083          | 0.0901   | 0.1861        | 0.4888           | [0.40533759839433, 0.38050553376727375, 0.8058073046645826, 0.5124949198184475, 0.024874747297178517, 0.8067809406152948, 0.0, 0.3416460687382298, 0.026875407697325507, 0.15049602476605925, 0.006245823266334241, 0.23331189934133922, 0.023836413004301126, 0.35478803936411807, 0.058566696778078894, 0.042143075512075814, 0.4140810920030533, 0.3245498959558491, 0.0, 0.05185347480880988, 0.0, 0.0, 0.00037698642848857443, 0.0, 0.0, 0.0, nan, 0.03797492151222905, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.29506655092592593, 0.0, 0.0, 0.01938546090432176, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                   | [0.6596904066905988, 0.5932245440212564, 0.9999456692998946, 0.8318377746893065, 0.3077250378214826, 0.917311275203137, 0.0, 0.36777197641208115, 0.04371816638370119, 0.5940016662038323, 0.008133210609990796, 0.9046495956873315, 0.11202710333145116, 0.5174441070935689, 0.41077085533262936, 0.11230142566191446, 0.4146190250828206, 0.7681477516059957, 0.0, 0.08258557660352277, 0.0, 0.0, 0.00037698642848857443, 0.0, 0.0, nan, nan, 0.052049782266999925, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.3979900478095424, nan, nan, 0.021514916269269158, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                  |
| 0.2038        | 160.0 | 1600 | 2.6744          | 0.0896   | 0.1840        | 0.4942           | [0.42427743154328895, 0.522228026808695, 0.8053856318972231, 0.5147803604630052, 0.014380766827188177, 0.8074885788639864, 0.0, 0.3444571573862192, 0.0, 0.12, 0.00274428392674326, 0.2776275162162809, 0.029600857219394587, 0.37826259906367615, 0.05381939453181152, 0.05201533083435118, 0.38452755589735366, 0.2727966499686913, 0.0, 0.05281255711935661, 0.0, 0.0, 0.006495766152418513, 0.0, 0.0, 0.0, nan, 0.010331222095317205, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2861582941814239, 0.0, 0.0, 0.01375330348956367, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                       | [0.712312519595667, 0.6560251618634505, 1.0, 0.8281517513646344, 0.18494704992435704, 0.8974121365236986, 0.0, 0.3719109487432623, 0.0, 0.5448486531519022, 0.003229855242239143, 0.7816037735849056, 0.17470355731225296, 0.682417885730058, 0.39535374868004225, 0.1509164969450102, 0.38571225745385707, 0.7463062098501071, 0.0, 0.07681954137587238, 0.0, 0.0, 0.006495766152418513, 0.0, 0.0, nan, nan, 0.015383029709603443, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.3862815884476534, nan, nan, 0.014139957857380503, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                    |
| 0.2981        | 170.0 | 1700 | 2.6738          | 0.0870   | 0.1842        | 0.4706           | [0.42432044252942563, 0.4847260822459843, 0.8187123577713131, 0.49797072748456184, 0.02269704292471805, 0.8039246595085393, 0.0, 0.34439538389209046, 0.04337050805452292, 0.13092432573972243, 1.329097941227289e-05, 0.20727778268161356, 0.05000552181115406, 0.3634945659465987, 0.049739059447797315, 0.062317611129962674, 0.2653377630121816, 0.336995370481422, 0.0, 0.05298810107402291, 0.0, 0.0, 0.004453054969204523, 0.0, 0.0, 0.0, nan, 0.01631978432851389, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.29112816370490036, 0.0, 0.0, 0.007932446264073694, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.029850746268656716, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                   | [0.6957828909472272, 0.6588342630311081, 1.0, 0.8458315708904869, 0.3654500756429652, 0.8705726855058186, 0.0, 0.37512604332194766, 0.07427843803056026, 0.5554012774229381, 1.6735001255125095e-05, 0.6329514824797844, 0.2556747600225861, 0.5982059067071488, 0.3602956705385428, 0.14961303462321793, 0.2664742072882158, 0.7520877944325481, 0.0, 0.07902957793286806, 0.0, 0.0, 0.004465839229787728, 0.0, 0.0, nan, nan, 0.026205261666108377, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42199238950141477, nan, nan, 0.008594876344682267, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.029850746268656716, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                |
| 0.1769        | 180.0 | 1800 | 2.6447          | 0.0951   | 0.1818        | 0.5003           | [0.40109842622826847, 0.45236659446687016, 0.8658913816238613, 0.5057973433342824, 0.029280961001212906, 0.8104719330678587, 0.0, 0.35735253339452877, 0.0, 0.17410639369021647, 0.003803765980225455, 0.16317026185990388, 0.043478260869565216, 0.38493723849372385, 0.06569111584288498, 0.04592985702564461, 0.457934713829029, 0.3273665342505571, 0.0, 0.07533806184572726, 0.0, 0.0, 0.006466767196380931, 0.0, 0.0, 0.0, nan, 0.00847819131918524, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.28633263378803775, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 7.298914894652329e-05, nan, nan, 0.0, nan, 0.0, nan, 0.002789832610043397, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.1423650975889782, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                   | [0.7218958640686559, 0.5883506334483117, 0.9992013387084506, 0.7782796543597801, 0.3800586232980333, 0.8745281270423442, 0.0, 0.3946066656460017, 0.0, 0.5762288253262983, 0.005053970379047778, 0.5194070080862534, 0.1727837380011293, 0.5865857024565277, 0.30623020063357975, 0.10716904276985743, 0.4606578324656886, 0.7235010706638115, 0.0, 0.1246095048188767, 0.0, 0.0, 0.006466767196380931, 0.0, 0.0, nan, nan, 0.012290963436316318, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4259927797833935, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00024857071836937607, nan, nan, nan, nan, 0.0, nan, 0.0033400133600534404, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.1423650975889782, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                   |
| 0.2433        | 190.0 | 1900 | 2.6447          | 0.0925   | 0.1915        | 0.4899           | [0.43748801913769475, 0.43159879290187125, 0.8009869924147806, 0.5037478042006064, 0.025643683254942887, 0.8230632588300221, 0.0, 0.33775389565082564, 0.0, 0.17009701695529966, 0.005215559960356789, 0.241417475344388, 0.04955846366634748, 0.35289120257397466, 0.04299736653100311, 0.046337075030882434, 0.40199453287246284, 0.3311300042042323, 0.0, 0.07689976142985647, 0.0, 0.0, 0.01773695005344195, 0.0, 0.0, 0.0, nan, 0.025897416355460712, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2900247541312638, 0.0, 0.0, 0.00016124480993268028, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0024811866070454792, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.22732491389207807, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                 | [0.6711719484837511, 0.5642932029355507, 1.0, 0.8274316675730659, 0.33921142208774585, 0.9310553371635923, 0.0, 0.3680042656755658, 0.0, 0.520966398222716, 0.007045435528407665, 0.8231132075471698, 0.2630152456239413, 0.538862820866685, 0.37930306230200633, 0.1405702647657841, 0.4026194983435873, 0.7589400428265525, 0.0, 0.13069125955466931, 0.0, 0.0, 0.017805359007075746, 0.0, 0.0, nan, nan, 0.04377850498595687, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42296809444823885, nan, nan, 0.00022180326050792945, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.007539978457204408, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.22732491389207807, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                   |
| 0.3925        | 200.0 | 2000 | 2.7150          | 0.0904   | 0.1830        | 0.4865           | [0.4233908578783678, 0.34286688573377144, 0.8248247799666589, 0.4948050212430032, 0.023606206059545807, 0.801571493270368, 0.0, 0.3353880840449007, 0.0, 0.12956266630279048, 0.0, 0.2145026856825338, 0.030403618523044375, 0.3492610268647525, 0.05847012123162751, 0.062300683371298404, 0.41594124304442137, 0.3051790683062562, 0.0, 0.04814112332942298, 0.0, 0.0, 0.011077601206356572, 0.0, 0.0, 0.0, nan, 0.009955029403851328, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.287757927351836, 0.0, 0.0, 0.01875214766089048, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.003714389944615793, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.23536165327210104, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                        | [0.7259231533894124, 0.44258149194484236, 1.0, 0.8016848953612504, 0.3062121785173979, 0.8891159515007268, 0.0, 0.36910236037567506, 0.0, 0.5273535129130797, 0.0, 0.7803908355795148, 0.18825522303783174, 0.5009384487993376, 0.3453009503695882, 0.1559674134419552, 0.4174372929484146, 0.728051391862955, 0.0, 0.07296444001329346, 0.0, 0.0, 0.011077601206356572, 0.0, 0.0, nan, nan, 0.013347419413022752, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4258952092887111, nan, nan, 0.021182211378507263, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00927997348579004, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.23536165327210104, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                     |
| 0.2649        | 210.0 | 2100 | 2.6232          | 0.0931   | 0.1867        | 0.5066           | [0.4368471626084264, 0.495416123094519, 0.8308603465943203, 0.48550970269467636, 0.010344945559670535, 0.8194797695505177, 0.0, 0.3475129972191996, 0.0, 0.12017310252996005, 0.005394878494272478, 0.21563760471610302, 0.03522625183223793, 0.29551850140703095, 0.05546609411343711, 0.048660962623506665, 0.45837045369151624, 0.2767809133093024, 0.0, 0.042578674402250355, 0.0, 0.0, 0.016610815807718973, 0.0, 0.0, 0.0, nan, 0.011316832826513723, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2822755714468139, 0.0, 0.0, 0.022771273163086567, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0017693175925078551, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.36624569460390355, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                  | [0.7336885060628082, 0.6655889108530544, 1.0, 0.8150039277297721, 0.1143627080181543, 0.9067179102002595, 0.0, 0.3793547637776569, 0.0, 0.5012496528742016, 0.007463810559785792, 0.7961590296495957, 0.16826651609260304, 0.3884073971846536, 0.3928194297782471, 0.14965376782077394, 0.4589919545669664, 0.7440042826552462, 0.0, 0.06439016284479894, 0.0, 0.0, 0.01667439972161002, 0.0, 0.0, nan, nan, 0.015151124739106908, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4313591569909259, nan, nan, 0.02739270267272929, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004805700555141271, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.36624569460390355, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                     |
| 0.3295        | 220.0 | 2200 | 2.6200          | 0.0938   | 0.1924        | 0.5108           | [0.441764709328896, 0.5704451527675097, 0.8192861721448667, 0.5055367231638418, 0.026179124125088295, 0.8167413521477184, 0.0, 0.3422639239744978, 0.028678304239401497, 0.07485547410453543, 0.0, 0.18076287665024343, 0.054698216735253775, 0.2778901609709908, 0.05375189489641233, 0.07322599055706404, 0.44806261292907174, 0.2996739839165399, 0.0, 0.06080169896469339, 0.0, 0.0, 0.02162864568293387, 0.0, 0.0, 0.0, nan, 0.010440680549469393, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2856581274978707, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0040918390543305296, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.3237657864523536, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                        | [0.7330079743731209, 0.7533833262638955, 0.9999619685099262, 0.8335750397808528, 0.30838691376701965, 0.8773813123677049, 0.0, 0.37552199093016014, 0.03904923599320883, 0.3487920022216051, 0.0, 0.8331536388140162, 0.36024844720496896, 0.3564173337013525, 0.35945089757127774, 0.1724643584521385, 0.4512423095125414, 0.7381156316916488, 0.0, 0.09514788966434032, 0.0, 0.0, 0.021720218072149404, 0.0, 0.0, nan, nan, 0.014120435981344534, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42540735681529906, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008948545861297539, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.3237657864523536, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                    |
| 0.2721        | 230.0 | 2300 | 2.6799          | 0.0928   | 0.1909        | 0.5044           | [0.40990671987696387, 0.5013910339412282, 0.8432811196759026, 0.4927307396179202, 0.014385765663448798, 0.8215509872823187, 0.0, 0.34903618822452714, 0.09623107815878901, 0.08310108943501393, 0.0, 0.20148293863963077, 0.059409097350148786, 0.2832103120168964, 0.05902434028607517, 0.06409861882953496, 0.45843118835133867, 0.2718422270203578, 0.0, 0.06541444626180552, 0.0, 0.0, 0.0251862977297672, 0.0, 0.0, 0.0, nan, 0.026165088791624085, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27631578947368424, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0022712143164819675, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.2537313432835821, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                      | [0.6555610376163892, 0.7716544885595154, 0.9997337795694835, 0.824979354240941, 0.17246596066565809, 0.9281826428787421, 0.0, 0.3865768481514526, 0.1322156196943973, 0.2732574284920855, 0.0, 0.8972371967654986, 0.3787690570299266, 0.3590118686171681, 0.3651531151003168, 0.14423625254582484, 0.4595929957406531, 0.7548715203426124, 0.0, 0.10300764373546029, 0.0, 0.0, 0.02528708966477207, 0.0, 0.0, nan, nan, 0.03496611610708856, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42823690116108887, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.004805700555141271, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.2537313432835821, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                          |
| 0.1416        | 240.0 | 2400 | 2.6830          | 0.0917   | 0.1919        | 0.5005           | [0.4222664506023444, 0.48555507342361887, 0.8701518425841674, 0.4995451695779911, 0.010260167043300471, 0.8232248027558617, 0.0, 0.3332337982113049, 0.0, 0.09936372352479735, 0.002232403597803938, 0.20604099244875945, 0.04451375586934043, 0.22272163307348364, 0.04981780190097597, 0.05963981273922259, 0.4736927788447473, 0.2515264279778894, 0.0, 0.060249546671271914, 0.0, 0.0, 0.024769768180374723, 0.0, 0.0, 0.0, nan, 0.02678666524656513, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.28539851774801717, 0.0, 0.0, 4.4700728621876533e-05, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.00015117919774239064, nan, nan, 0.0, nan, 0.0, nan, 0.006054490413723511, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.3375430539609644, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                | [0.6827336957974738, 0.6806188025706077, 0.9975605515652675, 0.8185288134227647, 0.11719931921331316, 0.9032892105699543, 0.0, 0.35938316641941936, 0.0, 0.6331574562621494, 0.0028784202158815162, 0.9266846361185984, 0.29655561829474875, 0.26260005520287055, 0.41288278775079196, 0.15930753564154787, 0.475080454330336, 0.7453961456102783, 0.0, 0.09275506812894649, 0.0, 0.0, 0.02488110428024591, 0.0, 0.0, nan, nan, 0.038882733386585586, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4283344716557713, nan, nan, 5.5450815126982364e-05, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00024857071836937607, nan, nan, nan, nan, 0.0, nan, 0.008016032064128256, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.3375430539609644, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                             |
| 0.1437        | 250.0 | 2500 | 2.7013          | 0.0911   | 0.1847        | 0.5043           | [0.4208776644323939, 0.49344727420117546, 0.8424618342450391, 0.49048203074357327, 0.026176663329755198, 0.827699211976887, 0.0, 0.3347480338748502, 0.0, 0.07298566783090449, 0.00020719215777682815, 0.17197070475243761, 0.03475068306010929, 0.28712224913130463, 0.045569001344578905, 0.06169223912905074, 0.4668831935750561, 0.28950168277060034, 0.0, 0.04925676299510664, 0.0, 0.0, 0.026292270879580245, 0.0, 0.0, 0.0, nan, 0.027749283718297903, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.282763487074219, 0.0, 0.0, 0.0004912797838368951, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.003734956425508369, nan, nan, 0.0, nan, 0.0, nan, 0.0018135449135732503, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.3008036739380023, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                | [0.700031353067132, 0.7015069907403703, 0.9999022047398103, 0.8115646464036095, 0.3078195915279879, 0.9103221904659715, 0.0, 0.36268272982119004, 0.0, 0.33657317411830046, 0.0002677600200820015, 0.7927223719676549, 0.13788819875776398, 0.3763179685343638, 0.39366420274551217, 0.15788187372708756, 0.4677117841930904, 0.7137580299785867, 0.0, 0.0709205716184779, 0.0, 0.0, 0.026447047906275375, 0.0, 0.0, nan, nan, 0.040428766523229145, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.43009074056005464, nan, nan, 0.0006654097815237884, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008948545861297539, nan, nan, nan, nan, 0.0, nan, 0.0023751206115935576, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.3008036739380023, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                               |
| 0.1444        | 260.0 | 2600 | 2.7277          | 0.0898   | 0.1912        | 0.5089           | [0.44822209167717747, 0.537373423619308, 0.8196215356797706, 0.5048179225448286, 0.025124430479807107, 0.8241943647713852, 0.0, 0.34627554700649193, 0.0, 0.09307405662397739, 0.0, 0.17226083293845101, 0.039514117930979004, 0.20363177556220777, 0.05227909125025259, 0.07231694399835993, 0.4380920775464189, 0.2832355459044119, 0.0, 0.07711135682923426, 0.0, 0.0, 0.022904286620896556, 0.0, 0.0, 0.0, nan, 0.01662971175166297, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2844166720350448, 0.0, 0.0, 0.0010366112236724308, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.00902414122451668, nan, nan, 0.0, nan, 0.0, nan, 0.0015522785231178622, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.20321469575200918, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                    | [0.7566078411833473, 0.6922793735144177, 0.9998859055297786, 0.8004008298588031, 0.29902609682299547, 0.9053620375157291, 0.0, 0.38015193829552474, 0.0, 0.6034434879200222, 0.0, 0.8818733153638814, 0.27735742518351214, 0.22718741374551477, 0.38247096092925026, 0.1724236252545825, 0.44045669663984854, 0.7261777301927195, 0.0, 0.1193585908939847, 0.0, 0.0, 0.023025171093840623, 0.0, 0.0, nan, nan, 0.02087144734468809, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4307737340228315, nan, nan, 0.0012199179327936121, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.02270279227773635, nan, nan, nan, nan, 0.0, nan, 0.0020782305351443628, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.20321469575200918, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                 |
| 0.2347        | 270.0 | 2700 | 2.7452          | 0.0897   | 0.1893        | 0.4988           | [0.40786605340855325, 0.37032175671361167, 0.8635567883677597, 0.5009522583589561, 0.024479185471350688, 0.8275792217857709, 0.0, 0.33970271827164994, 0.0, 0.10576062083374789, 0.0008420546132563455, 0.1727090635953931, 0.022066543226372956, 0.23688086908488307, 0.05602011945928953, 0.06170797996005108, 0.46520132911348316, 0.31357261280638077, 0.0, 0.08484994050023473, 0.0, 0.0, 0.01641289874370405, 0.0, 0.0, 0.0, nan, 0.02262730187131887, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2806210465784934, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0029250762609168025, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.29621125143513205, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                  | [0.6621014332483479, 0.5848132467927427, 0.9996414173793043, 0.862262573770822, 0.28848335854765506, 0.9165796892222753, 0.0, 0.3642506823497115, 0.0, 0.5903915579005832, 0.001054305079072881, 0.9296495956873315, 0.1305477131564088, 0.28407397184653604, 0.3763463569165787, 0.1535234215885947, 0.4740771415049692, 0.7492505353319058, 0.0, 0.12914589564639414, 0.0, 0.0, 0.01644240807330936, 0.0, 0.0, nan, nan, 0.031281403798088074, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4285296126451361, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005799983428618776, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.29621125143513205, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                                       |
| 0.1474        | 280.0 | 2800 | 2.7505          | 0.0892   | 0.1861        | 0.4979           | [0.4121083584690864, 0.4716694507965855, 0.8415143865810606, 0.5086863924770596, 0.024082590262940275, 0.8196262558188319, 0.0, 0.3344407210538479, 0.0, 0.05152135612589877, 0.0019202382662991653, 0.22292176943435307, 0.0247504080780473, 0.26181728109647856, 0.05117088420928449, 0.05881179611501519, 0.4535279519177615, 0.2854574833366997, 0.0, 0.09102208228031652, 0.0, 0.0, 0.019018440372275854, 0.0, 0.0, 0.0, nan, 0.01630837657524092, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27904761904761904, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.013493905977945444, nan, nan, 0.0, nan, 0.0, nan, 0.0051245381956858535, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.28243398392652125, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                     | [0.6677911642681975, 0.6982577170250738, 0.9997881102695889, 0.8106481761234314, 0.3042738275340393, 0.8956709618892477, 0.0, 0.36671083682207173, 0.0, 0.3004720910858095, 0.002460045184503389, 0.9138140161725068, 0.14726143421795596, 0.35009660502346124, 0.36642027455121434, 0.15613034623217922, 0.45621628017037386, 0.7565845824411135, 0.0, 0.14602858092389498, 0.0, 0.0, 0.01908131307272938, 0.0, 0.0, nan, nan, 0.022675152670772244, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4288223241291833, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.023117076808351976, nan, nan, nan, nan, 0.0, nan, 0.0063831366436576855, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.28243398392652125, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                |
| 0.6309        | 290.0 | 2900 | 2.7361          | 0.0925   | 0.1930        | 0.5094           | [0.43319043190141254, 0.5207289836514696, 0.8362925587526706, 0.5, 0.026041312382377616, 0.8220152019544117, 0.0, 0.33548033706491387, 0.002841677943166441, 0.06669166237053006, 6.943962224845496e-05, 0.20871279261658823, 0.04719319830324843, 0.27189876737477053, 0.05573022624992294, 0.06565171123545364, 0.45410710766140766, 0.2900771272184442, 0.0, 0.07845076769208788, 0.0, 0.0, 0.01767990971960994, 0.0, 0.0, 0.0, nan, 0.021421149388538088, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27670960114491944, 0.0, 0.0, 0.005405831985163556, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0050770878941729936, nan, nan, 0.0, nan, 0.0, nan, 0.002662690382362339, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.2973593570608496, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                               | [0.7244916063707488, 0.6997382974125858, 0.9995544882591357, 0.8157441537253006, 0.32578479576399394, 0.9140776651677283, 0.0, 0.36213896177257826, 0.004456706281833617, 0.39516800888642045, 8.367500627562547e-05, 0.9204177897574124, 0.29023150762281197, 0.34338945625172507, 0.38183738120380145, 0.15580448065173116, 0.4579626123994321, 0.748982869379015, 0.0, 0.11861083416417414, 0.0, 0.0, 0.017718362138963, 0.0, 0.0, nan, nan, 0.027622458708031643, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.43389598985266853, nan, nan, 0.007596761672396584, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.009031402767420664, nan, nan, nan, nan, 0.0, nan, 0.0037111259556149336, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.2973593570608496, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]               |
| 0.1187        | 300.0 | 3000 | 2.7934          | 0.0875   | 0.1809        | 0.4974           | [0.4124838395389982, 0.454818352556799, 0.8317908700035717, 0.49167150821414884, 0.013711900735041837, 0.8120410311998827, 0.0, 0.32633599084343057, 0.0, 0.09948724778584271, 0.0, 0.179863341395398, 0.020481204874112997, 0.21418551423719637, 0.0567881258362635, 0.05573143005151524, 0.4578154963097847, 0.2762863095004127, 0.0, 0.07038177697716311, 0.0, 0.0, 0.014743366933147956, 0.0, 0.0, 0.0, nan, 0.025109294810872457, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2846539488247933, 0.0, 0.0, 0.009394295238456002, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0020174848688634837, nan, nan, 0.0, nan, 0.0, nan, 0.012775453277545328, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.21239954075774972, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                      | [0.6986800115690387, 0.699650262903058, 0.9995653543991568, 0.8011511269563115, 0.16059947049924356, 0.8915009217983358, 0.0, 0.34920995253908005, 0.0, 0.41488475423493476, 0.0, 0.9170485175202157, 0.11180124223602485, 0.24021529119514215, 0.38542766631467795, 0.15775967413441955, 0.4592877425461429, 0.7525695931477516, 0.0, 0.10063143901628448, 0.0, 0.0, 0.014760468623129568, 0.0, 0.0, nan, nan, 0.034038496225102424, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42657820275148794, nan, nan, 0.013751802151491627, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.003977131493910017, nan, nan, nan, nan, 0.0, nan, 0.016996956876716394, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.21239954075774972, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                               |
| 0.1322        | 310.0 | 3100 | 2.7195          | 0.0881   | 0.1844        | 0.5009           | [0.4228472124232275, 0.4368371578656345, 0.8431194553331958, 0.504184646135763, 0.0284111830757722, 0.8278188608531561, 0.0, 0.33363790564414614, 0.003406262282195729, 0.06421079559989767, 0.0, 0.21247087183607874, 0.05337614802506007, 0.27413740590871516, 0.05006296348118092, 0.0597726285097495, 0.45333182093864155, 0.273120259371185, 0.0, 0.06990514645342477, 0.0, 0.0, 0.019911249423697555, 0.0, 0.0, 0.0, nan, 0.018530339783691112, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2791506035517917, 0.0, 0.0, 0.0018983101317650562, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.007452139277913401, nan, nan, 0.0, nan, 0.0, nan, 0.008692177040663404, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.12629161882893225, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                       | [0.6919160126676113, 0.6322638474281919, 0.999125275728303, 0.8078282675690374, 0.3465393343419062, 0.9221543743964415, 0.0, 0.36240820614616276, 0.0055178268251273345, 0.2788114412663149, 0.0, 0.8909029649595688, 0.26843591191417276, 0.34780568589566657, 0.3778247096092925, 0.17368635437881874, 0.46340037860861333, 0.7305674518201285, 0.0, 0.10299102691924228, 0.0, 0.0, 0.020038278621969607, 0.0, 0.0, nan, nan, 0.026179494447164317, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.43096887501219633, nan, nan, 0.0028279915714761006, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.014417101665423813, nan, nan, nan, nan, 0.0, nan, 0.012914718325539969, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.12629161882893225, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                              |
| 0.1078        | 320.0 | 3200 | 2.7923          | 0.0886   | 0.1909        | 0.5019           | [0.4372048267892499, 0.42518076874286437, 0.8539939276329839, 0.4999865544410681, 0.027853578456420346, 0.8323232945150054, 0.0, 0.3328239849062537, 0.0, 0.06334358974358974, 0.00038017459870459024, 0.20108001554778165, 0.04516824701331599, 0.24835858872708272, 0.051200613312159464, 0.06997287588886446, 0.45469965981639404, 0.30628238059993906, 0.0, 0.0669110807113543, 0.0, 0.0, 0.010983597055584536, 0.0, 0.0, 0.0, nan, 0.043080043178175396, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2770240424055026, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.001683805400204462, nan, nan, 0.0, nan, 0.0, nan, 0.00011330802787377486, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.24110218140068887, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                               | [0.708968192434918, 0.5364823010620163, 0.9994240945788827, 0.8426339960118436, 0.3633698940998487, 0.9230517865329653, 0.0, 0.3576146004360703, 0.0, 0.4287697861705082, 0.00045184503388837755, 0.976078167115903, 0.29802371541501976, 0.30173889042230195, 0.39493136219640973, 0.1555193482688391, 0.461779460482726, 0.7532119914346895, 0.0, 0.10159521435692921, 0.0, 0.0, 0.010990604338243823, 0.0, 0.0, nan, nan, 0.06787085469865238, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4283344716557713, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00231999337144751, nan, nan, nan, nan, 0.0, nan, 0.00014844503822459735, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.24110218140068887, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                    |
| 0.1886        | 330.0 | 3300 | 2.7254          | 0.0891   | 0.1900        | 0.5080           | [0.42969161095535907, 0.4765574126329499, 0.8567496961484192, 0.5027685736270984, 0.031662036930752924, 0.8310868535560779, 0.0, 0.3443170229551096, 0.0, 0.09320285638719915, 0.0, 0.1770261304120728, 0.05031617861659694, 0.222982118686329, 0.05147079641006767, 0.06958461313441568, 0.46704357679051983, 0.2772977388014788, 0.0, 0.09504007584245454, 0.0, 0.0, 0.01600742373274562, 0.0, 0.0, 0.0, nan, 0.023723299184693146, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2770109173045551, 0.0, 0.0, 0.012140337850380547, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.007803146030304281, nan, nan, 0.0, nan, 0.0, nan, 0.006874114498609435, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.2066590126291619, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                         | [0.7263995255721934, 0.6325519603684644, 0.9995816536091884, 0.8060859669265011, 0.3912159606656581, 0.9157017860452413, 0.0, 0.3778818386751065, 0.0, 0.48930852540960845, 0.0, 0.8450134770889488, 0.2920383963862225, 0.2591774772288159, 0.3839493136219641, 0.155030549898167, 0.4681708471367724, 0.6906316916488223, 0.0, 0.1465935526753074, 0.0, 0.0, 0.01600742373274562, 0.0, 0.0, nan, nan, 0.03156484320647272, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4307737340228315, nan, nan, 0.018132416546523235, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.015659955257270694, nan, nan, nan, nan, 0.0, nan, 0.009723150003711127, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.2066590126291619, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                          |
| 0.1279        | 340.0 | 3400 | 2.7910          | 0.0888   | 0.1830        | 0.5013           | [0.40623899044153744, 0.4641968634676169, 0.8574911089255667, 0.4944333826103748, 0.02866926254210902, 0.8359093488906194, 0.0, 0.3434405547991001, 0.0, 0.07517022854446168, 0.0, 0.206426773285947, 0.0398247134739478, 0.27399982903060355, 0.05622318902309167, 0.06443454173190413, 0.4666075517707348, 0.2876703724640412, 0.0, 0.0682812827268418, 0.0, 0.0, 0.0074730622175877654, 0.0, 0.0, 0.0, nan, 0.020909142329229434, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27879556259904914, 0.0, 0.0, 0.00833926999958094, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.00504338163012352, nan, nan, 0.0, nan, 0.0, nan, 0.008310249307479225, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.1182548794489093, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                           | [0.6838201160306531, 0.6734720010244015, 0.9995055906290409, 0.7865127802284126, 0.3665374432677761, 0.92664143507906, 0.0, 0.3715150011350498, 0.0, 0.30963621216328796, 0.0, 0.8454177897574124, 0.1867871259175607, 0.3538780016560861, 0.39028511087645196, 0.15254582484725052, 0.4681897775674397, 0.7355460385438972, 0.0, 0.10292455965437022, 0.0, 0.0, 0.0074817306576963226, 0.0, 0.0, nan, nan, 0.028575845808961838, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42911503561323056, nan, nan, 0.011034712210269491, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.009777114922528793, nan, nan, nan, nan, 0.0, nan, 0.011801380538855488, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.1182548794489093, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                    |
| 0.1293        | 350.0 | 3500 | 2.7816          | 0.0851   | 0.1807        | 0.5014           | [0.42928485695619806, 0.42889931368048634, 0.8690207165212129, 0.5033583001525235, 0.021348388775205115, 0.8261560775465937, 0.0, 0.3381468985709577, 0.0012742099898063201, 0.09567150698256097, 6.814960200632428e-05, 0.17908140063665304, 0.03853999184084855, 0.25182867718339647, 0.05399647787308982, 0.05411627648951514, 0.4704705526407753, 0.27290554746886625, 0.0, 0.08825769828764622, 0.0, 0.0, 0.013631375267140299, 0.0, 0.00475503099261272, 0.0, nan, 0.020215583842248547, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.281895891809135, 0.0, 0.0, 0.003332488137066686, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005551278414846631, nan, nan, 0.0, nan, 0.0, nan, 0.006194740102494791, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.1010332950631458, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] | [0.6867318194743864, 0.6131683619979031, 0.9986906301274598, 0.8192841460712631, 0.25992813918305596, 0.9251051045192504, 0.0, 0.3682682307477075, 0.0021222410865874364, 0.38239377950569287, 8.367500627562547e-05, 0.7960916442048518, 0.1813664596273292, 0.31548440518906984, 0.4014783526927138, 0.1589409368635438, 0.4746687174633223, 0.722644539614561, 0.0, 0.1405450315719508, 0.0, 0.0, 0.013687507249739009, 0.0, 0.006595218466611707, nan, nan, 0.028318173619521245, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4311640160015611, nan, nan, 0.005101474991682378, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.011351396138868175, nan, nan, nan, nan, 0.0, nan, 0.008164477102352853, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.1010332950631458, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] |
| 0.1652        | 360.0 | 3600 | 2.7541          | 0.0863   | 0.1838        | 0.5051           | [0.4254514217542918, 0.46548708401995464, 0.8687037185806165, 0.48968962778373987, 0.023419288024854754, 0.829012639903965, 0.0, 0.3355009104800402, 0.0, 0.11314255431902491, 0.0, 0.1778569253379586, 0.039101163672031744, 0.21037156474521612, 0.05540793526179117, 0.0621274452187054, 0.46834364023615577, 0.2751551008669214, 0.0, 0.06745154375371769, 0.0, 0.0, 0.012650532654006485, 0.0, 0.0, 0.0, nan, 0.03481202212747965, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.279673017507724, 0.0, 0.0, 0.0021731671051126614, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005258620689655173, nan, nan, 0.0, nan, 0.0, nan, 0.01577676139575518, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.09184845005740529, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       | [0.7090119409006836, 0.662379652823907, 0.9987558269675864, 0.8133925514129756, 0.27690052950075644, 0.9161456148736307, 0.0, 0.36280943305581803, 0.0, 0.4743126909191891, 0.0, 0.905188679245283, 0.19808018068887634, 0.24487993375655534, 0.38753959873284055, 0.15071283095723015, 0.47454093705631806, 0.7170235546038544, 0.0, 0.0998670654702559, 0.0, 0.0, 0.012672543788423616, 0.0, 0.0, nan, nan, 0.05091602463346131, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42394379939506294, nan, nan, 0.003160696462237995, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010108542547021294, nan, nan, nan, nan, 0.0, nan, 0.02278631336747569, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.09184845005740529, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                   |
| 0.1602        | 370.0 | 3700 | 2.8209          | 0.0847   | 0.1811        | 0.5026           | [0.42214287305039827, 0.4614562796691375, 0.8716605676797937, 0.5015557016308261, 0.01565782315356421, 0.8322716024241995, 0.0, 0.3378970747245682, 0.0012857977790765634, 0.08575946423588503, 0.004393442622950819, 0.1839030892269092, 0.03785141033463181, 0.20848647629818112, 0.05201375664383367, 0.05909216717409355, 0.47437625161974317, 0.2463611955062531, 0.0, 0.07194343596854261, 0.0, 0.0, 0.008282412904346819, 0.0, 0.0, 0.0, nan, 0.040310822169236836, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.28268458143976816, 0.0, 0.0, 0.0008241861162102424, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005159545158543305, nan, nan, 0.0, nan, 0.0, nan, 0.015458623858169828, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.19862227324913892, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                 | [0.6910507652335803, 0.6706148810333651, 0.9990818111682187, 0.8068564062279695, 0.1864126323751891, 0.9169259732532166, 0.0, 0.3662515375965452, 0.00233446519524618, 0.25603998889197443, 0.005606225420466906, 0.9483153638814016, 0.1821569734613213, 0.24424510074523875, 0.3864836325237592, 0.1565376782077393, 0.4764529105537151, 0.746627408993576, 0.0, 0.11294449983383184, 0.0, 0.0, 0.008293701426748637, 0.0, 0.0, nan, nan, 0.06055296451853951, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4187725631768953, nan, nan, 0.0012199179327936121, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008534261330681912, nan, nan, nan, nan, 0.0, nan, 0.02122764046611742, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.19862227324913892, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1516        | 380.0 | 3800 | 2.7849          | 0.0882   | 0.1885        | 0.5072           | [0.42289579687848644, 0.45908343802055374, 0.8693755912961211, 0.49801592154177265, 0.029310358216141082, 0.8364743250397035, 0.0, 0.3445422125746182, 0.0029664787896766538, 0.09363368298931696, 0.0, 0.19061140044232003, 0.03182551737231821, 0.2225950782997763, 0.05865813457436494, 0.0591868841599735, 0.471885629126775, 0.29620193034353204, 0.0, 0.06843399034775156, 0.0, 0.0, 0.018244376337246286, 0.0, 0.0, 0.0, nan, 0.028183218424526917, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27809898977063346, 0.0, 0.0, 0.033269682726204466, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.008126021427274378, nan, nan, 0.0, nan, 0.0, nan, 0.01729981283828216, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.1285878300803674, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                    | [0.7001698898753898, 0.6639002488975678, 0.9985222049571331, 0.8203063629222309, 0.356892965204236, 0.9247832066876713, 0.0, 0.37540056699697494, 0.006366723259762309, 0.5379061371841155, 0.0, 0.9002021563342318, 0.15143986448334273, 0.2581562241236544, 0.3833157338965153, 0.14558044806517312, 0.4750378608613346, 0.7343683083511777, 0.0, 0.10084745762711865, 0.0, 0.0, 0.018298341259714652, 0.0, 0.0, nan, nan, 0.039604215517019245, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4270660552249, nan, nan, 0.05023843850504602, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.01483138619603944, nan, nan, nan, nan, 0.0, nan, 0.025384101536406144, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.1285878300803674, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                         |
| 0.1326        | 390.0 | 3900 | 2.7984          | 0.0911   | 0.1892        | 0.5014           | [0.41580121388182806, 0.4235608082348456, 0.8775139904883779, 0.4968570224161873, 0.02954628088103029, 0.834204767333674, 0.0, 0.3354266915447314, 0.016103603603603602, 0.09737782353297401, 0.00016090536083027167, 0.16983384737837032, 0.03060015084581403, 0.2053348685473038, 0.0582549380920053, 0.058683092202645275, 0.47600725747809697, 0.2970208793074181, 0.0, 0.08555720025375343, 0.0, 0.0, 0.018577463973609584, 0.0, 0.0, 0.0, nan, 0.03397176512903516, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27405519641969167, 0.0, 0.0, 0.00012621481761958855, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005801568236413906, nan, nan, 0.0, nan, 0.0, nan, 0.016427416093813183, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.39060710194730813, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                 | [0.6818417131899194, 0.6312954678233867, 0.9984678742570277, 0.8071887525933088, 0.36497730711043874, 0.9314406391135129, 0.0, 0.3606449194642565, 0.030348047538200338, 0.4465426270480422, 0.00020082001506150114, 0.805188679245283, 0.1603613777526821, 0.23626828595086943, 0.3805702217529039, 0.15018329938900205, 0.4786441079034548, 0.7493576017130621, 0.0, 0.1344632768361582, 0.0, 0.0, 0.01861732977612806, 0.0, 0.0, nan, nan, 0.04867427658532814, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.43018831105473704, nan, nan, 0.0001663524453809471, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010605683983760047, nan, nan, nan, nan, 0.0, nan, 0.02412231871149707, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.39150401836969, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1564        | 400.0 | 4000 | 2.8592          | 0.0881   | 0.1907        | 0.4997           | [0.4142575597302903, 0.38373138802838014, 0.8654601564668414, 0.4995580696482234, 0.038827272125412475, 0.8387943424004487, 0.0, 0.341668248013585, 0.0, 0.10071980805118635, 0.000285442435775452, 0.19126667524557114, 0.04837285141653645, 0.23152140618741313, 0.053580808965154963, 0.05577506202333915, 0.4688973055067721, 0.3521681325424422, 0.0, 0.08592363061231077, 0.0, 0.0, 0.016152418512933534, 0.0, 0.0, 0.0, nan, 0.022689753138557225, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27165208820992975, 0.0, 0.0, 0.002763356221738402, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0069802490679781075, nan, nan, 0.0, nan, 0.0, nan, 0.013779427467331061, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.15958668197474168, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                  | [0.6815063082857163, 0.5531768453233668, 0.9995218898390724, 0.8111366245694603, 0.5268059757942511, 0.9336646604953325, 0.0, 0.37071254731573916, 0.0, 0.524576506525965, 0.000351435026357627, 0.9014150943396226, 0.2412196499153021, 0.27121170300855646, 0.3877507919746568, 0.12362525458248473, 0.47194746805489823, 0.7373661670235546, 0.0, 0.13270189431704885, 0.0, 0.0, 0.016152418512933534, 0.0, 0.0, nan, nan, 0.030456852791878174, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.43028588154941944, nan, nan, 0.0036597537983808362, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.014582815477670064, nan, nan, nan, nan, 0.0, nan, 0.02011430267943294, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.15958668197474168, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                 |
| 0.1048        | 410.0 | 4100 | 2.8135          | 0.0886   | 0.1880        | 0.5003           | [0.4290300893614341, 0.38342448267381807, 0.8596759343643238, 0.4984062861941615, 0.02784364072373418, 0.8334595103743937, 0.0, 0.3418455081559491, 0.0, 0.11506896158668642, 0.0, 0.17517457761241687, 0.03091667606269027, 0.20737037842015021, 0.05406740267286461, 0.06093593400663017, 0.4697433172431468, 0.28032813714659793, 0.0, 0.0869906205288538, 0.0, 0.0, 0.01817338627865859, 0.0, 0.0, 0.0, nan, 0.028465998945703744, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27340221493534617, 0.0, 0.0, 0.022077290772097545, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.007724607827602599, nan, nan, 0.0, nan, 0.0, nan, 0.017326214405360134, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.2743972445464983, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                       | [0.7119163529334561, 0.5240614320813759, 0.9993806300187984, 0.8039257155517957, 0.3414334341906203, 0.9235395105202064, 0.0, 0.37152028043649266, 0.0, 0.560677589558456, 0.0, 0.8502695417789757, 0.15482778091473742, 0.23701352470328457, 0.39303062302006336, 0.1609775967413442, 0.4727567439659252, 0.7335653104925054, 0.0, 0.13639082751744766, 0.0, 0.0, 0.01818234543556432, 0.0, 0.0, nan, nan, 0.04174289468937618, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4311640160015611, nan, nan, 0.03022069424420539, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.016157096694009446, nan, nan, nan, nan, 0.0, nan, 0.02456765382617086, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.2743972445464983, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                                        |
| 0.0828        | 420.0 | 4200 | 2.8186          | 0.0859   | 0.1852        | 0.5023           | [0.42369946570128164, 0.3980630984998508, 0.8710510601594268, 0.48998566767297896, 0.022695190762384795, 0.8375939515232377, 0.0, 0.3427470680256906, 0.0030313629474175117, 0.12587685113016367, 0.0, 0.1775035905470688, 0.02845302588322452, 0.19912667969409664, 0.05415929203539823, 0.05863116482130111, 0.4741579449926045, 0.2773167217904754, 0.0, 0.06699543212962752, 0.0, 0.0, 0.017370374666512006, 0.0, 0.0, 0.0, nan, 0.027123538938864714, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2785977859778598, 0.0, 0.0, 0.02698638809749921, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004927292392741257, nan, nan, 0.0, nan, 0.0, nan, 0.013744075829383886, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.19058553386911595, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                    | [0.7077286525715591, 0.5871821754127619, 0.998581968727249, 0.8091173686224746, 0.27439485627836613, 0.9185452168908571, 0.0, 0.37244943749043125, 0.0055178268251273345, 0.538183837822827, 0.0, 0.9161051212938005, 0.13879164313946923, 0.22782224675683135, 0.3877507919746568, 0.14386965376782077, 0.4794178892569806, 0.7316381156316917, 0.0, 0.09797274842140245, 0.0, 0.0, 0.017370374666512006, 0.0, 0.0, nan, nan, 0.03581643433224252, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4272611962142648, nan, nan, 0.037817455916601975, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.01019139945314442, nan, nan, nan, nan, 0.0, nan, 0.019372077488309953, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.19058553386911595, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 0.1241        | 430.0 | 4300 | 2.8161          | 0.0873   | 0.1900        | 0.5022           | [0.4230191053470626, 0.4069232437863202, 0.8678229269904195, 0.5008436605388052, 0.02740704083290205, 0.832741716261332, 0.0, 0.34297354512733313, 0.009343638251240051, 0.09985899243686706, 0.0, 0.18509876706880551, 0.03707076770227475, 0.21187747645146748, 0.05640187492290613, 0.05499468650371945, 0.47138967761535855, 0.2857229012544226, 0.0, 0.09431248501777023, 0.0, 0.0, 0.02038688752461485, 0.0, 0.00022475277195085406, 0.0, nan, 0.0330525190333106, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2765889897771287, 0.0, 0.0, 0.010203668461756488, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005554120382330148, nan, nan, 0.0, nan, 0.0, nan, 0.02168399065002238, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.3111366245694604, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7010351373094208, 0.5704956342886411, 0.9990492127481555, 0.7981650452192479, 0.34299357034795763, 0.9233492981651824, 0.0, 0.37376926285113954, 0.017190152801358233, 0.43265759511246876, 0.0, 0.9408355795148248, 0.20225861095426312, 0.24648081700248414, 0.386272439281943, 0.1264765784114053, 0.4773071462375769, 0.7608672376873662, 0.0, 0.15036556995679629, 0.0, 0.0, 0.020415265050458185, 0.0, 0.0003533152749970557, nan, nan, 0.04620062356669845, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4250170748365694, nan, nan, 0.013973605411999556, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.010688540889883172, nan, nan, nan, nan, 0.0, nan, 0.03236101833296222, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.3111366245694604, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.1114        | 440.0 | 4400 | 2.8792          | 0.0898   | 0.1954        | 0.5005           | [0.41339528308138634, 0.4049994377239064, 0.8602454263159863, 0.4940871264445268, 0.030929189915814927, 0.8340257545484152, 0.0, 0.3396297400167101, 0.024392935982339957, 0.09390563228423268, 0.00016809783293877037, 0.19296909165291237, 0.0450666569000879, 0.23295992608846286, 0.059384837355718784, 0.05846902285392728, 0.4662012580089724, 0.30363907214300917, 0.0, 0.07808468149078915, 0.0, 0.0, 0.02026909470509772, 0.0, 0.0, 0.0, nan, 0.01611400170847247, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27807895911729064, 0.0, 0.0, 0.01883208729036169, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.00516820146588987, nan, nan, 0.0, nan, 0.0, nan, 0.01615227871378162, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.36926605504587157, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                    | [0.682267045495974, 0.6052772686893262, 0.9994023622988406, 0.8123099079501279, 0.3894194402420575, 0.9242808509808129, 0.0, 0.36696952259277055, 0.04690152801358234, 0.5079144682032769, 0.00020082001506150114, 0.9217654986522911, 0.2779220779220779, 0.27838807617996136, 0.38247096092925026, 0.13120162932790225, 0.47090629436819686, 0.7638115631691649, 0.0, 0.1156530408773679, 0.0, 0.0, 0.02027027027027027, 0.0, 0.0, nan, nan, 0.021386791723569276, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42540735681529906, nan, nan, 0.025840079849173782, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.00911425967354379, nan, nan, nan, nan, 0.0, nan, 0.02412231871149707, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.36969001148105624, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0767        | 450.0 | 4500 | 2.8533          | 0.0884   | 0.1933        | 0.5022           | [0.4119418262837412, 0.41037611990463085, 0.8694505120422116, 0.4942375363838912, 0.028380149029634674, 0.8343961868579657, 0.0, 0.3383937244641436, 0.021264086232239097, 0.10730025991637474, 0.0, 0.16684682737001405, 0.05002298299258549, 0.22532152998162686, 0.05471152382402192, 0.05319749991172005, 0.4754160915424948, 0.29616226224541325, 0.0, 0.09030180647273918, 0.0, 0.0, 0.01898825916799536, 0.0, 0.0, 0.0, nan, 0.0210797694874128, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2759493670886076, 0.0, 0.0, 0.014990019208316071, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005073060746650479, nan, nan, 0.0, nan, 0.0, nan, 0.02073189096932885, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.37155963302752293, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                       | [0.6866394616022147, 0.6253891525477987, 0.9991089765182715, 0.8020222772775797, 0.33689485627836613, 0.929782377556893, 0.0, 0.3659770139215179, 0.046052631578947366, 0.5273535129130797, 0.0, 0.8320754716981132, 0.2826651609260305, 0.26064035329837154, 0.3795142555438226, 0.12272912423625254, 0.47760530052058686, 0.7535331905781585, 0.0, 0.13747092057161847, 0.0, 0.0, 0.018994316204616633, 0.0, 0.0, nan, nan, 0.02865314746579402, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42540735681529906, nan, nan, 0.022069424420538983, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.009694258016405667, nan, nan, nan, nan, 0.0, nan, 0.03065390039337935, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.3719862227324914, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                    |
| 0.0454        | 460.0 | 4600 | 2.8521          | 0.0884   | 0.1919        | 0.5025           | [0.42414296028462156, 0.4033387936287856, 0.8669939124735351, 0.49142549584885115, 0.027673719302749866, 0.8379068622886711, 0.0, 0.3426564930015552, 0.005777365108841432, 0.12033012033012033, 0.0, 0.170333599185941, 0.045656949474559165, 0.20656670731998947, 0.0551326203854752, 0.05407352764577722, 0.47327067306901327, 0.2771186099827052, 0.0, 0.0825251259044226, 0.0, 0.0, 0.020885837606094842, 0.0, 0.0, 0.0, nan, 0.01766420854055908, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27506297229219145, 0.0, 0.0, 0.022781916361199795, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004003024507405595, nan, nan, 0.0, nan, 0.0, nan, 0.024519182358272076, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.40685714285714286, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                     | [0.7110486750291048, 0.577378332306264, 0.9989568505579763, 0.799997985779604, 0.33632753403933435, 0.9216959138484349, 0.0, 0.3722171482269466, 0.011884550084889643, 0.5304082199389059, 0.0, 0.8347035040431267, 0.26053077357425186, 0.2384211979022909, 0.38542766631467795, 0.12839103869653767, 0.47648367250354945, 0.7376873661670236, 0.0, 0.12470920571618478, 0.0, 0.0, 0.020908247303097087, 0.0, 0.0, nan, nan, 0.023886211961143034, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4261879207727583, nan, nan, 0.03205057114339581, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.007457121551081283, nan, nan, nan, nan, 0.0, nan, 0.036146366807689456, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.4087256027554535, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                    |
| 0.105         | 470.0 | 4700 | 2.8437          | 0.0854   | 0.1884        | 0.5004           | [0.4200020967177508, 0.4020257130805848, 0.8683398613755664, 0.4930508053458647, 0.02723478598466466, 0.8359152828002668, 0.0, 0.3434758958319168, 0.04095139607032058, 0.10441044104410441, 0.0, 0.17737940119417517, 0.03349629199983428, 0.2006745771759967, 0.05701960048766764, 0.05449685690244023, 0.47141779894804386, 0.28055493032677864, 0.0, 0.07637123040133309, 0.0, 0.0, 0.0180062630480167, 0.0, 0.0006945516283377065, 0.0, nan, 0.015167970547630005, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2734940517404167, 0.0, 0.0, 0.017219723674081276, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.005148380203021031, nan, nan, 0.0, nan, 0.0, nan, 0.01661608107412933, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.23421354764638347, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.6913375607313771, 0.5873582444318173, 0.9985167718871225, 0.809409430579894, 0.33164712556732223, 0.9289922646975624, 0.0, 0.37335747733859853, 0.08404074702886248, 0.5798389336295473, 0.0, 0.8347708894878706, 0.1826086956521739, 0.2282638697212255, 0.38521647307286166, 0.1345417515274949, 0.4763416942735447, 0.7339935760171307, 0.0, 0.11728148886673313, 0.0, 0.0, 0.018008351699338825, 0.0, 0.001059945824991167, nan, nan, 0.021232188409904918, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42394379939506294, nan, nan, 0.023566596428967506, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008782832049051288, nan, nan, nan, nan, 0.0, nan, 0.023973873673272472, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.23421354764638347, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0943        | 480.0 | 4800 | 2.8448          | 0.0882   | 0.1911        | 0.5008           | [0.41911690322353634, 0.40501890608512137, 0.8647450945340102, 0.4931016041127609, 0.030502923437085556, 0.8356140800056504, 0.0, 0.3432461292044848, 0.008052230685527748, 0.11677318084987107, 0.0, 0.1733837756341351, 0.04271008403361345, 0.21119568589085877, 0.05501559875209983, 0.056384824380503455, 0.46929777420545726, 0.2883860345337105, 0.0, 0.0762278420143822, 0.0, 0.0, 0.02120571279585156, 0.0, 0.0, 0.0, nan, 0.014898478571826643, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.273700688791484, 0.0, 0.0, 0.020450717780094635, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004908501715592832, nan, nan, 0.0, nan, 0.0, nan, 0.02159318637274549, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.3104238258877434, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                       | [0.6947985504675009, 0.5897831950124449, 0.9986960631974704, 0.8032157028622072, 0.3751418305597579, 0.9232371216481169, 0.0, 0.3733469187357129, 0.015704584040747028, 0.57845043043599, 0.0, 0.8369272237196765, 0.22958780350084698, 0.24430030361578803, 0.38732840549102426, 0.14032586558044807, 0.4752744912446758, 0.7313704496788008, 0.0, 0.11590229312063809, 0.0, 0.0, 0.021227235819510498, 0.0, 0.0, nan, nan, 0.020665309593135613, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.42648063225680555, nan, nan, 0.028279915714761007, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008534261330681912, nan, nan, nan, nan, 0.0, nan, 0.03198990573740073, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.3111366245694604, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                    |
| 0.1182        | 490.0 | 4900 | 2.8413          | 0.0874   | 0.1918        | 0.5010           | [0.42108588345669934, 0.40911054736398983, 0.8661098313005545, 0.49214842891161836, 0.02954288427171425, 0.8358979141409432, 0.0, 0.34096083067248395, 0.03647956517194523, 0.12091988130563798, 0.0, 0.17095466578424884, 0.03946138021320367, 0.19972277612956568, 0.0567538674380581, 0.05491907906141166, 0.4722305896528353, 0.2811591192355629, 0.0, 0.08498282524688708, 0.0, 0.0, 0.020493941677778422, 0.0, 0.0, 0.0, nan, 0.0180073126142596, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.2724654017158244, 0.0, 0.0, 0.015181493037059585, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004800537660217944, nan, nan, 0.0, nan, 0.0, nan, 0.02163304321577703, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.3306636155606407, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                        | [0.7014215820903503, 0.5911117157925907, 0.9988699214378076, 0.8002950832880134, 0.361857034795764, 0.9180428611839988, 0.0, 0.3692501808160744, 0.07406621392190153, 0.5884476534296029, 0.0, 0.8355121293800539, 0.21445511010728402, 0.22669058791057134, 0.3812038014783527, 0.1419551934826884, 0.47483199242782775, 0.7245717344753747, 0.0, 0.13155533399800598, 0.0, 0.0, 0.020502261918570932, 0.0, 0.0, nan, nan, 0.025380710659898477, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.4245292223631574, nan, nan, 0.022124875235665965, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008285690612312536, nan, nan, nan, nan, 0.0, nan, 0.03191568321828843, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.33180252583237657, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                                     |
| 0.1381        | 500.0 | 5000 | 2.8363          | 0.0891   | 0.1916        | 0.5016           | [0.41868138102795893, 0.41164379787292665, 0.8678939714436806, 0.49194778723391036, 0.029843826630701325, 0.835960288057647, 0.0, 0.34373422146269467, 0.013432504440497336, 0.1204883859440143, 0.0, 0.17471152509384125, 0.04084956814333784, 0.21202216853772915, 0.056338467294381744, 0.056798931456867346, 0.47129763627592863, 0.28277576385292597, 0.0, 0.07881762508014414, 0.0, 0.0, 0.01960102064486198, 0.0, 0.0, 0.0, nan, 0.017165794195445887, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27608723215417774, 0.0, 0.0, 0.023283028004196595, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004678027590815791, nan, nan, 0.0, nan, 0.0, nan, 0.022047401914115347, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.34324942791762014, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]                               | [0.6994942191263431, 0.5978423542028475, 0.9986688978474176, 0.7972636815920398, 0.3682394099848714, 0.9211447857428524, 0.0, 0.3737798214540252, 0.02567911714770798, 0.5617883921133019, 0.0, 0.846832884097035, 0.2152456239412761, 0.2470880485785261, 0.3816261879619852, 0.1420366598778004, 0.47624704212020824, 0.7307815845824411, 0.0, 0.11847789963443005, 0.0, 0.0, 0.01960329428140587, 0.0, 0.0, nan, nan, 0.023911979180087094, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.424919504341887, nan, nan, 0.031995120328268824, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008119976800066285, nan, nan, nan, nan, 0.0, nan, 0.032657908409411414, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.34443168771526983, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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_500_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\_500\_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: 2.8363
* Mean Iou: 0.0891
* Mean Accuracy: 0.1916
* Overall Accuracy: 0.5016
* Per Category Iou: [0.41868138102795893, 0.41164379787292665, 0.8678939714436806, 0.49194778723391036, 0.029843826630701325, 0.835960288057647, 0.0, 0.34373422146269467, 0.013432504440497336, 0.1204883859440143, 0.0, 0.17471152509384125, 0.04084956814333784, 0.21202216853772915, 0.056338467294381744, 0.056798931456867346, 0.47129763627592863, 0.28277576385292597, 0.0, 0.07881762508014414, 0.0, 0.0, 0.01960102064486198, 0.0, 0.0, 0.0, nan, 0.017165794195445887, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.27608723215417774, 0.0, 0.0, 0.023283028004196595, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.004678027590815791, nan, nan, 0.0, nan, 0.0, nan, 0.022047401914115347, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.34324942791762014, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
* Per Category Accuracy: [0.6994942191263431, 0.5978423542028475, 0.9986688978474176, 0.7972636815920398, 0.3682394099848714, 0.9211447857428524, 0.0, 0.3737798214540252, 0.02567911714770798, 0.5617883921133019, 0.0, 0.846832884097035, 0.2152456239412761, 0.2470880485785261, 0.3816261879619852, 0.1420366598778004, 0.47624704212020824, 0.7307815845824411, 0.0, 0.11847789963443005, 0.0, 0.0, 0.01960329428140587, 0.0, 0.0, nan, nan, 0.023911979180087094, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.424919504341887, nan, nan, 0.031995120328268824, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.008119976800066285, nan, nan, nan, nan, 0.0, nan, 0.032657908409411414, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.34443168771526983, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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: 500


### 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: 500 ### 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: 500 ### Training results ### Framework versions


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