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# segformer-b0-scene-parse-150_epoch_800_230609

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset.
It achieves the following results on the evaluation set:
- Loss: 3.8271
- Mean Iou: 0.0744
- Mean Accuracy: 0.2072
- Overall Accuracy: 0.4220
- Per Category Iou: [0.501232010557704, 0.5516945572424972, 0.30339537001175504, 0.3561498486096415, 0.17926212776450925, 0.41521929122712, 0.022357896363847135, 0.14456232554795104, 0.6096779598538923, 0.1801962533452275, 0.07653157994562812, 0.39338028513437506, 0.23253295537338806, 0.0, 0.0, 0.028717201166180758, 0.0, 0.0026822920824485495, 0.02444039190445541, 0.07505241709240174, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004311856875584659, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10147744945567652, 0.0, 0.0, 0.41222728555873694, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
- Per Category Accuracy: [0.767430856324387, 0.601685910937265, 0.3102056412394053, 0.9619138846887642, 0.2639985473522805, 0.8389792568273392, 0.022379515742244914, 0.7226651852820077, 0.7291534743541445, 0.2678771804549628, 0.1563852464311091, 0.9120623671155209, 0.24849598788281044, nan, 0.0, 0.03176778875226769, nan, 0.002978195355433434, 0.033374838252887035, 0.27018551001966723, nan, nan, nan, 0.0, nan, nan, nan, 0.004835669207442013, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20243019648397104, nan, nan, 0.5247163903290385, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 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: 800

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
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| 3.2296        | 10.0  | 100  | 3.6973          | 0.0677   | 0.1732        | 0.4418           | [0.5067850430027909, 0.5344790715654584, 0.19384134857688534, 0.4612318640193205, 0.5504812610875678, 0.36840530269024746, 0.0, 0.08109675081531587, 0.03207866748040513, 0.04368635437881874, 0.005856090914361918, 0.34650094677893717, 0.034397318790416534, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.022905088221011168, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 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, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                   | [0.7585875422023668, 0.6110134271099744, 0.40614839516465195, 0.9902944133503273, 0.8775236391515461, 0.9185942396657215, 0.0, 0.8775897000196066, 0.03749689396186186, 0.043762113638682036, 0.006524126348427104, 0.9752515946137491, 0.034670989371931346, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.04512836868123107, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                   |
| 2.2743        | 20.0  | 200  | 3.2022          | 0.0749   | 0.1635        | 0.3922           | [0.5324160681256488, 0.6193403067818657, 0.16116128226542925, 0.45012014431837155, 0.18364659273075126, 0.49944490307153633, 0.0, 0.08774446711662219, 0.0, 0.169232327324286, 0.039146816527236734, 0.360638436804004, 0.06496340238042185, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0531513666938839, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                        | [0.8613971967397606, 0.7006450278321047, 0.28689037098791165, 0.9817129647954781, 0.2827518258974807, 0.8727553101527136, 0.0, 0.913371675053918, 0.0, 0.1704580230541671, 0.03959692526322589, 0.9655090952043468, 0.0657425607774062, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0726625205974592, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                          |
| 2.1657        | 30.0  | 300  | 2.9946          | 0.0781   | 0.1593        | 0.3891           | [0.5321718964802125, 0.6220417211489336, 0.26247065819536164, 0.4036110594810692, 0.1858677946786585, 0.4173911700665565, 0.0, 0.08788243169158916, 0.000230206233032213, 0.2129794034090909, 0.0, 0.36426040258649034, 0.05935813926316624, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.053858946254441, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                         | [0.8696522354465778, 0.675436287046788, 0.2913088786994581, 0.9798605118786564, 0.2950623427979609, 0.672262846341342, 0.0, 0.9481406444023266, 0.00023245188646729242, 0.2447210037743548, 0.0, 0.942206472950626, 0.06052212833669449, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.07574549513634189, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                        |
| 1.5913        | 40.0  | 400  | 2.9703          | 0.0884   | 0.1810        | 0.4092           | [0.5452514378712536, 0.6503614860629362, 0.21253727663649769, 0.5137556173764177, 0.18892181364587546, 0.36876593070217295, 0.0, 0.09017860543051906, 0.12581673246164496, 0.4768626309662398, 0.033241946538725156, 0.36799133427162933, 0.16516527528224936, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.060512895590854744, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                    | [0.8504863929338744, 0.7316505566420942, 0.3114422676115048, 0.9502845969331613, 0.28748974403809163, 0.7880415858329602, 0.0, 0.8511861969805895, 0.13258574669156842, 0.668570845659492, 0.05639170596214715, 0.9438034490904795, 0.17247423820828972, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.13182373890394938, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                        |
| 1.3105        | 50.0  | 500  | 2.9799          | 0.0890   | 0.1762        | 0.3974           | [0.5089479875940252, 0.6846175629484567, 0.2134251187398545, 0.4270691091621236, 0.18903741237912028, 0.43369075801884605, 0.0, 0.08407402822480813, 0.3064203253391068, 0.3567489607194367, 0.027794292508917955, 0.36557916593037637, 0.1670422781967461, 0.0, 0.0, 0.0, 0.0, 7.090941322460557e-05, 0.0, 0.06055227222300664, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      | [0.7303055621866794, 0.8069805927486084, 0.24662359316381827, 0.9779763931000087, 0.2699638183114315, 0.6971347560065662, 0.0, 0.8877197568786354, 0.3380651987463629, 0.42895032133020505, 0.03623796912344164, 0.9383699503897944, 0.17849028667704797, nan, 0.0, 0.0, nan, 7.090941322460557e-05, 0.0, 0.15957050975389359, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                     |
| 1.1609        | 60.0  | 600  | 2.7672          | 0.0971   | 0.1850        | 0.4187           | [0.5430925303975345, 0.6786886076590786, 0.23576660253812032, 0.5033148830222844, 0.18894547184606303, 0.5146605225017652, 0.0, 0.08336613505259587, 0.4345118450655552, 0.45425960499164786, 0.022937625754527163, 0.3746513236400672, 0.1704665758470395, 0.0, 0.0, 0.0, 0.0, 0.004503796805446452, 0.0, 0.06472969957172765, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                       | [0.8034115711216451, 0.7556275387392809, 0.286918160344588, 0.968207474726684, 0.2884514506301532, 0.688902153907377, 0.0, 0.8028233448794196, 0.49383200942632477, 0.4715903294909721, 0.02945546153349267, 0.9315851641861564, 0.18154511185425334, nan, 0.0, 0.0, nan, 0.004573657152987059, 0.0, 0.3237654813161112, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                           |
| 0.9025        | 70.0  | 700  | 2.9312          | 0.0916   | 0.1996        | 0.4132           | [0.5151394922387289, 0.6238110964332892, 0.2563785280773084, 0.4643489671231526, 0.18874172185430463, 0.47769865674057294, 0.0, 0.11482144466909634, 0.3510014534368464, 0.38918597742127153, 0.11413561591042778, 0.36849566038085013, 0.23772491434165444, 0.0, 0.0, 0.0, 0.0, 0.003868962138235145, 0.0, 0.10904418988804077, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 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, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                      | [0.7610365583330492, 0.7104332781706033, 0.30227872724746424, 0.969292030494225, 0.26603628929210327, 0.7341441575884197, 0.0, 0.874060518920332, 0.39682743252883607, 0.4677139651127206, 0.3634778115108843, 0.9408173871958422, 0.25829440345816423, nan, 0.0, 0.0, nan, 0.004059563907108669, 0.0, 0.5368628076330197, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                         |
| 0.7327        | 80.0  | 800  | 2.8415          | 0.0944   | 0.2006        | 0.4153           | [0.5345656955413646, 0.6784546780083235, 0.2820506524914986, 0.5223088223465011, 0.19393971634486395, 0.3824550849079822, 0.0, 0.11781012410872124, 0.2214453980630674, 0.665730845861257, 0.06367007325676043, 0.3753507495160782, 0.2778013194571332, 0.0, 0.0, 0.0009873657484836883, 0.0, 0.03385373044323093, 0.0, 0.08008391004063085, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.00037442778978899184, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.005737664022351943, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                      | [0.750618115472496, 0.7503337972017452, 0.3192302348200639, 0.9766780927651422, 0.28195824982850687, 0.6957170571556485, 0.0, 0.847134174236978, 0.25769295510472356, 0.7498724880138733, 0.09095019701569666, 0.945504370422868, 0.3040274338617585, nan, 0.0, 0.0009877040919169522, nan, 0.035826981031731965, 0.0, 0.6108010418327752, nan, nan, nan, 0.0, nan, nan, nan, 0.0005081550692566183, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0059031877213695395, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                     |
| 0.5396        | 90.0  | 900  | 2.9683          | 0.0975   | 0.1971        | 0.4129           | [0.527361734969971, 0.6539254866572128, 0.2806172855769104, 0.535851377523424, 0.19172870067551007, 0.39952192776411416, 0.0, 0.09640475316687969, 0.32768254153990173, 0.4265555372173626, 0.13919916125650228, 0.3769124731117642, 0.23602246365069893, 0.0, 0.0, 0.0018454577925943565, 0.0, 0.005485415759686548, 0.0, 0.07707186116072844, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.20891488652771092, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                       | [0.7602372710841319, 0.7154308334587032, 0.2959913852994303, 0.9724981990041086, 0.29195192812083876, 0.7191712679699548, 0.0, 0.7468139337298216, 0.35914618017425876, 0.527287565031113, 0.22298301143336993, 0.9404772029293645, 0.2540908278661323, nan, 0.0, 0.001874622052005644, nan, 0.005584116291437688, 0.0, 0.3876043161643544, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.2896668548842462, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                         |
| 0.4233        | 100.0 | 1000 | 2.8725          | 0.1074   | 0.2190        | 0.4346           | [0.5427704533568795, 0.6860671313636614, 0.2958787323466725, 0.5335683842128972, 0.19378123649739942, 0.4936863913378801, 0.0, 0.11369801412884227, 0.34249730653490357, 0.5345016429353778, 0.12806125816885602, 0.3732073697129115, 0.319589494762785, 0.0, 0.0, 0.009386696239380557, 0.0, 0.01352755827573123, 0.0, 0.0630176876617774, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.296577373473388, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                             | [0.7808780650001705, 0.762120129381676, 0.30958732805335554, 0.9751977137247761, 0.2820086889854332, 0.8119683629309058, 0.0, 0.7683811515587217, 0.3694782657486153, 0.7964908701417933, 0.25062980427620957, 0.9224190881171745, 0.35309609509951584, nan, 0.0, 0.009554525297319089, nan, 0.01453642971104414, 0.0, 0.31058310742571626, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.6058210564139418, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                         |
| 0.4377        | 110.0 | 1100 | 2.9822          | 0.1031   | 0.2231        | 0.4214           | [0.513876017271641, 0.6456354512146417, 0.3086308209639618, 0.5510319708619992, 0.18929543883737435, 0.42168031530047817, 0.0, 0.12145227311260202, 0.3704750516360474, 0.5476564957533816, 0.09725908914670882, 0.3808212434037447, 0.28266283748550436, 0.0, 0.0, 0.009217035090431288, 0.0, 0.019630932275607752, 0.0, 0.05831007425351519, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.32763133295943164, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                        | [0.7351140742761655, 0.6992158116443509, 0.31563151313047105, 0.9701153429017012, 0.27444617805694915, 0.9233945182311097, 0.0, 0.8192928566760342, 0.4097565667657927, 0.8879934713863104, 0.21064530715070087, 0.9356201275691, 0.3090436440065011, nan, 0.0, 0.009614996976416046, nan, 0.022460556638893812, 0.0, 0.2354223143570935, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.7196755813356603, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                           |
| 0.3132        | 120.0 | 1200 | 3.0958          | 0.1045   | 0.2131        | 0.4164           | [0.5080410500750633, 0.6332342109085938, 0.30540321426868233, 0.5457427698940184, 0.19506725425974314, 0.4545866520186762, 0.0, 0.11699195273013406, 0.42553959124769203, 0.5397208214572827, 0.09497027892089621, 0.37089690873901116, 0.221525468126146, 0.0, 0.0, 0.002448408534452606, 0.0, 0.020647472289808056, 0.0, 0.0512952870279225, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.32194583659018805, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                        | [0.7472611090270436, 0.6967946065894388, 0.31143532027233567, 0.9620563810669812, 0.2851796306508669, 0.8233348256479133, 0.0, 0.7919417031566565, 0.4821613216092083, 0.7533408140365194, 0.13416445966022866, 0.901809591306402, 0.23747649316280772, nan, 0.0, 0.0026809111066317276, nan, 0.021662825740117, 0.0, 0.22713017594216764, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.7188542682613829, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                          |
| 0.5676        | 130.0 | 1300 | 3.0132          | 0.1058   | 0.2216        | 0.4366           | [0.5494331820597236, 0.6801446164852573, 0.30748785444170806, 0.5038758422188788, 0.19470465632944733, 0.42181896104481986, 0.0, 0.12211634349030472, 0.5070865051903114, 0.5412557943531395, 0.07391626528343831, 0.3719786649862718, 0.2512288869424013, 0.0, 0.0, 0.014870438529972071, 0.0, 0.013362515839189033, 0.0, 0.06562596894602524, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0009910335063709297, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.009202453987730062, nan, nan, 0.34137487363293817, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                    | [0.7669214439177438, 0.7508885587483075, 0.31747255801028207, 0.9756568687212533, 0.28585551535367937, 0.9302342933890464, 0.0, 0.7202797202797203, 0.5873337768622201, 0.6551055799245129, 0.12886764420903044, 0.9371226080793763, 0.2672461474314792, nan, 0.0, 0.016206409997984277, nan, 0.01439461088459493, 0.0, 0.29251049805985224, nan, nan, nan, 0.0, nan, nan, nan, 0.0010327022375215145, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.009307135470527405, nan, nan, 0.7626918536009445, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                     |
| 0.4535        | 140.0 | 1400 | 3.0065          | 0.1026   | 0.2137        | 0.4146           | [0.5108796779065107, 0.6315908694894581, 0.3075031504376554, 0.4874114605398086, 0.19322197417574405, 0.39467227068340044, 0.0, 0.10843431198812203, 0.38258161587179396, 0.5907152345661749, 0.14003785895525395, 0.37485434630622233, 0.24673589796599926, 0.0, 0.0, 0.01659479439396273, 0.0, 0.008485984493482151, 0.0, 0.06607963246554364, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.002715770305484914, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.01112797167425392, nan, nan, 0.348792510152835, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                       | [0.7361840534733827, 0.6816420941778246, 0.3136237321106016, 0.9745643964882559, 0.28958801296622594, 0.8361189872158384, 0.0, 0.7398209267368145, 0.4382038683200141, 0.8618790166275629, 0.2245978941928816, 0.9119773210489015, 0.2640424101634629, nan, 0.0, 0.017375529127192098, nan, 0.008828221946463393, 0.0, 0.22936267474618616, nan, nan, nan, 0.0, nan, nan, nan, 0.0028358331284320955, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.011375387797311272, nan, nan, 0.5775370874185104, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                      |
| 0.2613        | 150.0 | 1500 | 3.0882          | 0.0972   | 0.2080        | 0.4266           | [0.5184199167614468, 0.6743078082783505, 0.30394687296751444, 0.52852039566165, 0.18882410332651922, 0.3942247244380492, 0.0, 0.14419640641286544, 0.5955062345660194, 0.26072805139186295, 0.034381952708645934, 0.3689255487127868, 0.25585649816666145, 0.0, 0.0, 0.025883478356849832, 0.0, 0.019285197130257354, 0.0, 0.05751895340236687, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.009383358207852468, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.05396825396825397, nan, nan, 0.3287772807039225, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                       | [0.7014417010537803, 0.7485848879193621, 0.30843406975128523, 0.9732977620152155, 0.27332979138364694, 0.7018604188429588, 0.0, 0.7594601660022221, 0.782849860128089, 0.31051718861572986, 0.08584716749563982, 0.9074226317032837, 0.2778827253465397, nan, 0.0, 0.028361217496472486, nan, 0.02077645807480943, 0.0, 0.264551108276192, nan, nan, nan, 0.0, nan, nan, nan, 0.010408982870256536, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.06592554291623579, nan, nan, 0.6828191571274576, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                         |
| 0.2634        | 160.0 | 1600 | 3.0367          | 0.0918   | 0.2024        | 0.4236           | [0.5147127928901629, 0.6484200659577853, 0.29042929051795874, 0.5364288559435172, 0.19246559291939686, 0.42864949695933635, 0.0, 0.12450020115107678, 0.4491244806680631, 0.37878278412911903, 0.041319548997959116, 0.37791711683901835, 0.3005961792988744, 0.0, 0.0, 0.050467357437866824, 0.0, 0.005256833884049264, 0.0, 0.049259199317315754, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.007390429861078629, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.07043879907621248, nan, nan, 0.30959325879111976, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                  | [0.7470778058179586, 0.7089899578757334, 0.29582464915937196, 0.9701786746253532, 0.2872240978116131, 0.7608565885688703, 0.0, 0.4955231684203647, 0.5207643659273627, 0.4596552075895134, 0.07977520831987597, 0.9254996456413891, 0.32757256273453655, nan, 0.0, 0.05615803265470671, nan, 0.005584116291437688, 0.0, 0.17796204752033168, nan, nan, nan, 0.0, nan, nan, nan, 0.0077698549299237765, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.07885211995863495, nan, nan, 0.7845593142035829, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                      |
| 0.1752        | 170.0 | 1700 | 3.0697          | 0.0964   | 0.2161        | 0.4330           | [0.5351392549779288, 0.6485878045309286, 0.27373499550885977, 0.4964212781897347, 0.19269703866326252, 0.3794665273038417, 0.0, 0.14226547443770124, 0.6100702354433415, 0.2238968585436717, 0.03395823055418517, 0.369336010566418, 0.2844740805481205, 0.0, 0.0, 0.021870428030160934, 0.0, 0.011601869280197312, 0.0012000369242130527, 0.05624676668391102, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.005234375, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, 0.1723175965665236, nan, nan, 0.36201253393550353, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                | [0.7183354363468949, 0.7070388897246879, 0.2794706127553147, 0.9756885345830794, 0.28983348352993393, 0.9210316868129135, 0.0, 0.7767466178681132, 0.7749144336590331, 0.25155564623074567, 0.08003358956139785, 0.9142641152846681, 0.31020090368365966, nan, 0.0, 0.02350332594235033, nan, 0.012675057613898245, 0.0015869528064650015, 0.23116993568277255, nan, nan, nan, 0.0, nan, nan, nan, 0.005491353167773133, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2076008273009307, nan, nan, 0.7324059339869616, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.2313        | 180.0 | 1800 | 3.0846          | 0.0931   | 0.2049        | 0.4328           | [0.5426649244025863, 0.668195561052704, 0.28912930854678426, 0.4831876538073576, 0.19142022404833728, 0.3867258799350379, 0.0, 0.11577615629045546, 0.6262971796134197, 0.34484301588485344, 0.03201963725623892, 0.3654458973674709, 0.2667484202551024, 0.0, 0.0, 0.01479402169789849, 0.0, 0.005365028981507038, 0.0005188548133049198, 0.051112724429676376, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0065839840759454905, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.010389081279282949, nan, nan, 0.44006104292486525, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   | [0.7506266412031511, 0.7314766059876636, 0.29854800611365845, 0.9745802294191689, 0.2846483381979098, 0.66925334527185, 0.0, 0.6429318345206195, 0.785134301081302, 0.4716923390798735, 0.07583489438666753, 0.8799433026222537, 0.2905998179017861, nan, 0.0, 0.015722636565208628, nan, 0.005513206878213083, 0.0006836104397080007, 0.1945994790836124, nan, nan, nan, 0.0, nan, nan, nan, 0.007048602573559545, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.013185108583247156, nan, nan, 0.6957035059801858, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        |
| 0.1648        | 190.0 | 1900 | 3.2173          | 0.0905   | 0.2189        | 0.4246           | [0.5084934667963441, 0.6138006125122546, 0.28688594338078877, 0.4148205302721444, 0.19179147894088835, 0.35000153513933946, 0.0, 0.13654472073948704, 0.5743584779106191, 0.569439610163592, 0.05187126660977691, 0.3804110676812298, 0.2797740646710358, 0.0, 0.0, 0.020129457103303775, 0.0, 0.019297081154587104, 0.0017959152480846756, 0.050444490386603265, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0012674866209745565, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.015992689056431347, nan, nan, 0.4187761845754411, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   | [0.7176576407598131, 0.6652296148638484, 0.30449492844240655, 0.9746356446773644, 0.2860001076035348, 0.8505944386409988, 0.0, 0.6854453957257696, 0.6657902963360773, 0.8344384372130981, 0.10994121826755378, 0.9325490196078431, 0.30241067401866933, nan, 0.0, 0.021689175569441645, nan, 0.021131005140932458, 0.0022949779047340023, 0.19454632435018337, nan, nan, nan, 0.0, nan, nan, nan, 0.0013277600196705188, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.01809720785935884, nan, nan, 0.7286073610184282, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.1051        | 200.0 | 2000 | 3.3141          | 0.0825   | 0.2061        | 0.4163           | [0.5118282175515311, 0.5848123831470934, 0.26380866307778955, 0.45906519019252673, 0.19336888267589597, 0.3481965576318686, 0.012555117196565328, 0.1418940696175333, 0.38343606764659394, 0.4910780120926117, 0.06705253249484289, 0.3780839549969195, 0.22393222902470616, 0.0, 0.0, 0.024555362069302863, 0.0, 0.014416162156738134, 0.0003916887380161898, 0.05576543869671784, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0001558044965177695, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.46598639455782315, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 | [0.8013483443031068, 0.6323388370693546, 0.2798527164096151, 0.9730681845169769, 0.2883841984209181, 0.7632940357160622, 0.012555117196565328, 0.690543101758055, 0.42780765808732174, 0.6793838620830358, 0.21626509915380143, 0.9104275927238366, 0.23685531701256818, nan, 0.0, 0.025297319088893367, nan, 0.0152809785499025, 0.0005127078297810005, 0.16084622335618987, nan, nan, nan, 0.0, nan, nan, nan, 0.0001639209900827801, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.7173143062471126, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1505        | 210.0 | 2100 | 3.3377          | 0.0846   | 0.2017        | 0.4230           | [0.5323386224438127, 0.6443095201694804, 0.2817177749118314, 0.4304698457223001, 0.1924120517374379, 0.4353848164118646, 0.0019958226966813645, 0.1168390845681723, 0.5395218218434458, 0.27942720047983205, 0.06712938982699679, 0.35527322172176423, 0.21510108540554407, 0.0, 0.0, 0.016442223324304735, 0.0, 0.005680940530335536, 0.0010841675400238516, 0.05609421978686687, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.002006668313163744, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.022764609246655715, 0.0, nan, 0.4596130278159468, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.7730748900180745, 0.693475440048142, 0.32020980964290674, 0.971904464094871, 0.2885287906707735, 0.7458588270407401, 0.0019958226966813645, 0.7477289066074113, 0.6205904277916269, 0.38018973783535653, 0.16743104450616886, 0.8690857547838412, 0.22832903615585565, nan, 0.0, 0.017375529127192098, nan, 0.005867753944336111, 0.0014648795136600016, 0.16759687450167438, nan, nan, nan, 0.0, nan, nan, nan, 0.0021309728710761414, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.025077559462254394, nan, nan, 0.6352856629536472, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] |
| 0.0672        | 220.0 | 2200 | 3.2337          | 0.0856   | 0.2136        | 0.4437           | [0.5324180569688989, 0.6797928606656349, 0.2963288159317936, 0.45763127236258205, 0.1890342587327423, 0.4590018085292573, 0.0, 0.13272089272481583, 0.5979436829699074, 0.41361440491875273, 0.0673603706291135, 0.379242591446182, 0.25470814857311325, 0.0, 0.0, 0.007673879594102409, 0.0, 0.02672021774488001, 0.0005049466065717865, 0.05048265886866019, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0018874873400239389, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0035896467031928964, 0.0, nan, 0.4151369152893822, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7962371687753641, 0.7517018955919964, 0.32356537446158123, 0.9608847441794188, 0.2761073076250555, 0.7827438690742675, 0.0, 0.7959610482974969, 0.7136914161129235, 0.48036315413648883, 0.11833860861701441, 0.9320103945192535, 0.27200707970626026, nan, 0.0, 0.007941947188066923, nan, 0.02854103882290374, 0.0006591957811470006, 0.17067984904055705, nan, nan, nan, 0.0, nan, nan, nan, 0.0020162281780181954, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.004912099276111685, nan, nan, 0.6988347620758688, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.1569        | 230.0 | 2300 | 3.1466          | 0.0892   | 0.2177        | 0.4406           | [0.5296333834684223, 0.6621664634272368, 0.25378680313457275, 0.5095053529152961, 0.1848228060883782, 0.46038865983535004, 0.01137154792295196, 0.14593582522873538, 0.6217603614327454, 0.3372355548122753, 0.05085820044114291, 0.3855883571906781, 0.27441858657463547, 0.0, 0.0, 0.05276968457626812, 0.0, 0.03101813198065502, 0.0037916547992025065, 0.061143740340030915, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0021600919188050557, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.08489178398823283, 0.0, 0.0, 0.42229204069419507, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7640674555809432, 0.7531029035655182, 0.2918160344588023, 0.9626105336489365, 0.2698932034917347, 0.8526339352335472, 0.01137154792295196, 0.6291092085484609, 0.7368804956836089, 0.4114046720391717, 0.12957819262321554, 0.9143208126624144, 0.30041525200180397, nan, 0.0, 0.05877847208224148, nan, 0.03490515865981209, 0.005200322273493005, 0.31542018816775635, nan, nan, nan, 0.0, nan, nan, nan, 0.0023112859601671994, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.10444674250258532, nan, nan, 0.7244494635798984, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0924        | 240.0 | 2400 | 3.2397          | 0.0843   | 0.2076        | 0.4177           | [0.4968533234038832, 0.5592773954473266, 0.2868292810048732, 0.4602194916049151, 0.18583482646045796, 0.3738584295345643, 0.04209793455558134, 0.14075280169946447, 0.5971028560258302, 0.24678255565721258, 0.057126968479057655, 0.3632706850759281, 0.21866243153738377, 0.0, 0.0, 0.03390383987398913, 0.0, 0.010861018281895026, 0.002194013477511362, 0.06073107226186048, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0009567488761997327, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0319617927994122, 0.0, nan, 0.46822165482023326, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.750839784469529, 0.5960254626147135, 0.3058635542587189, 0.9710336528946556, 0.27830981747750416, 0.8868328110232304, 0.04209793455558134, 0.7231553493235736, 0.7100363105877826, 0.4127307966948893, 0.145985401459854, 0.8465674462556106, 0.23372816310554037, nan, 0.0, 0.035577504535375934, nan, 0.011753235241978372, 0.0030762469786860033, 0.19093180247701058, nan, nan, nan, 0.0, nan, nan, nan, 0.0010327022375215145, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.04498448810754912, nan, nan, 0.6965761511216056, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.1651        | 250.0 | 2500 | 3.3382          | 0.0811   | 0.2041        | 0.4270           | [0.5233985885168868, 0.5745486031751613, 0.3026345158781156, 0.4744664678711337, 0.19277621527623745, 0.4460298532012007, 0.011510791366906475, 0.14656090106795783, 0.6239889342642603, 0.21035525321239606, 0.04601589175734754, 0.3598276475977484, 0.26257665819383275, 0.0, 0.0, 0.03020706455542022, 0.0, 0.00848001025936969, 0.0027774670991313425, 0.06781540411151789, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.00260978442878909, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.027502750275027504, 0.0, nan, 0.3882392026578073, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7606486375882413, 0.6145582593651271, 0.31084479644296237, 0.9636080082964558, 0.29225120045193487, 0.8093568124160573, 0.011510791366906475, 0.8368080517613228, 0.7593481728480166, 0.2838926859124758, 0.09314643756863251, 0.8498936924167257, 0.2843625286123946, nan, 0.0, 0.03249344890143116, nan, 0.009377769898954086, 0.003637784125589004, 0.20480518790198268, nan, nan, nan, 0.0, nan, nan, nan, 0.0028358331284320955, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.03231644260599793, nan, nan, 0.5998665366254299, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.1387        | 260.0 | 2600 | 3.4070          | 0.0833   | 0.2099        | 0.4270           | [0.5202995710888713, 0.6105514372910166, 0.2904397834912043, 0.4605412431161299, 0.18876949506518004, 0.408959252188796, 0.02483174750522163, 0.14103278993232088, 0.6060280827442884, 0.22147960359529845, 0.0654350585248907, 0.376735896526014, 0.2358539340141898, 0.0, 0.0, 0.01803897639296747, 0.0, 0.0053106744556558685, 0.0026094198204867215, 0.07567737375323962, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0038972220963429554, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.05134575569358178, nan, nan, 0.35955526123174514, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7485250485966647, 0.668732134797653, 0.29822842851188, 0.9705349155708959, 0.28266103541501336, 0.9271004327712282, 0.02483174750522163, 0.8430167962878243, 0.710589385765929, 0.29409364480261146, 0.1798333440992184, 0.8928703047484053, 0.2523209013010662, nan, 0.0, 0.019068736141906874, nan, 0.005672753057968445, 0.0034424668571010034, 0.2560995056609791, nan, nan, nan, 0.0, nan, nan, nan, 0.0042291615441357264, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0641158221302999, nan, nan, 0.5295416046404189, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0593        | 270.0 | 2700 | 3.3596          | 0.0773   | 0.1983        | 0.4199           | [0.5187306268021166, 0.5622120212555227, 0.28905586629826807, 0.44506316639917104, 0.19227707094653784, 0.4475505617977528, 0.043590933704649185, 0.14780668714144984, 0.5596318675468483, 0.09082813891362422, 0.04678014522080705, 0.346103734439834, 0.21620495482089072, 0.0, 0.0, 0.01697619621885378, 0.0, 0.007656992949663879, 0.0032964867334324666, 0.0672103137620379, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0040075868820362215, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.027530204000792237, nan, 0.0, 0.3735974424873065, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.7768731030249293, 0.6138013389499022, 0.2979922189801306, 0.9724981990041086, 0.29154168964450483, 0.8668606675620554, 0.043590933704649185, 0.8335076138814457, 0.6740864240082721, 0.10404978067938386, 0.12692978489761644, 0.7881974958658162, 0.23180506981849744, nan, 0.0, 0.01844386212457166, nan, 0.0082786739939727, 0.004492297175224005, 0.2300005315473343, nan, nan, nan, 0.0, nan, nan, nan, 0.004294729940168838, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0359358841778697, nan, nan, 0.6118782403367383, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.1972        | 280.0 | 2800 | 3.3263          | 0.0816   | 0.2085        | 0.4329           | [0.5366076806476567, 0.5980282186494071, 0.27392181451393055, 0.46709103599257035, 0.18633103297770237, 0.42231041431169214, 0.03431380113890647, 0.14992140032527754, 0.550659269298097, 0.3235050770966529, 0.044718018587903266, 0.3818846953462338, 0.23827091249496393, 0.0, 0.0, 0.02956502457592668, 0.0, 0.026325238281760022, 0.002529001044587388, 0.06005039791574721, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.004398958613879163, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.03798882681564246, 0.0, nan, 0.28411931915476557, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.801327029976469, 0.6542002030991425, 0.3141308878699458, 0.9695136915270071, 0.28136306777677644, 0.8548724071034174, 0.034400866403651274, 0.9006600875759754, 0.6253196213438925, 0.4387432418647353, 0.1187261804792972, 0.9025939050318923, 0.2566563704592449, nan, 0.0, 0.03225156218504334, nan, 0.028594220882822194, 0.0033692228814180035, 0.224206665603572, nan, nan, nan, 0.0, nan, nan, nan, 0.004819277108433735, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.052740434332988625, nan, nan, 0.42585082901288435, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.2243        | 290.0 | 2900 | 3.4376          | 0.0833   | 0.2104        | 0.4247           | [0.5221423764694836, 0.5435663604813709, 0.28044583795358086, 0.4563456948028287, 0.18572120395187586, 0.4221764763204054, 0.004989556741703411, 0.1498291696705639, 0.5994130495053522, 0.27792665726375176, 0.06053951470787583, 0.3708370624159724, 0.23988610280720296, 0.0, 0.0, 0.03764803882510594, 0.0, 0.0038002622014968717, 0.00250009328706295, 0.05770272843104231, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.004145016358010984, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0771594953089615, 0.0, 0.0, 0.4493485871016637, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7822464447703168, 0.5795095531818866, 0.30573155481450603, 0.9716353042693499, 0.2798364426271403, 0.862035517087002, 0.004989556741703411, 0.7809947062283511, 0.7105252611075932, 0.4020197898602469, 0.14424132807958143, 0.8888069926765887, 0.258792195304589, nan, 0.0, 0.04190687361419069, nan, 0.004059563907108669, 0.0032715642471740033, 0.2094296497103067, nan, nan, nan, 0.0, nan, nan, nan, 0.004589787722317842, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1233195449844881, nan, nan, 0.6391355679893229, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         |
| 0.1086        | 300.0 | 3000 | 3.4696          | 0.0820   | 0.2126        | 0.4330           | [0.5174925531702218, 0.627213347316568, 0.29365643676614717, 0.43124854750452474, 0.18489062489501468, 0.4724372300116473, 0.011827956989247311, 0.14800645547075428, 0.616306205080813, 0.28371518726848677, 0.06530276972046102, 0.3454970987556841, 0.2724308785378737, 0.0, 0.0, 0.0377334496039532, 0.0, 0.005787644281217209, 0.003075489282385834, 0.08193073802748684, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0043870265036911535, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.07008980866848886, 0.0, 0.0, 0.4449345578132909, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7724290659209494, 0.6776224236497668, 0.31848686952897043, 0.9695453573888331, 0.27759021883868884, 0.7969954733124409, 0.011827956989247311, 0.7522057381870466, 0.7430284473015543, 0.4219116596960114, 0.16433046960790645, 0.8062839593668792, 0.29756464912056774, nan, 0.0, 0.041866559161459385, nan, 0.0062577557170714415, 0.004028418662565004, 0.28772657205124114, nan, nan, nan, 0.0, nan, nan, nan, 0.004753708712400623, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09281282316442606, nan, nan, 0.631692418253683, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   |
| 0.0722        | 310.0 | 3100 | 3.3817          | 0.0877   | 0.2142        | 0.4327           | [0.5256100870236518, 0.6528359804783831, 0.2860540048096568, 0.4202690792113503, 0.18980270323195297, 0.455835011350665, 0.0625821923106676, 0.13899216319628863, 0.5455221288126172, 0.3684809533373502, 0.055798638734199595, 0.3858243652381554, 0.22783124145047878, 0.0, 0.0, 0.023400155630488754, 0.0, 0.006775627571846441, 0.004645503815949563, 0.06897757354777484, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.003943044906900329, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.053034347748709736, 0.0, nan, 0.3489267209474463, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7720262251474952, 0.7119001053106665, 0.29667222453800196, 0.9701232593671577, 0.2900722288727185, 0.8839725414117295, 0.0625821923106676, 0.838049800666623, 0.6293594748190482, 0.5614607773130674, 0.1631031587106776, 0.8947224190881172, 0.24234804584790545, nan, 0.0, 0.025458576899818584, nan, 0.00726821485552207, 0.0061524939573720065, 0.22022006059639612, nan, nan, nan, 0.0, nan, nan, nan, 0.004425866732235063, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.07704239917269907, nan, nan, 0.48395872901801756, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.1221        | 320.0 | 3200 | 3.3717          | 0.0821   | 0.2103        | 0.4297           | [0.5200888187367714, 0.6418608022993505, 0.29350612635650447, 0.4292671492395803, 0.18190697134903144, 0.4083059449289837, 0.01280266109692891, 0.14888921867841864, 0.5827550628173744, 0.245645918521884, 0.04873845610003977, 0.3827041233363708, 0.21935664423869042, 0.0, 0.0, 0.022483778481967708, 0.0, 0.004537396932784725, 0.004364829946225295, 0.0696068841350175, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.003177101117923898, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.08897082398204553, 0.0, nan, 0.37350195094760313, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7683217951778467, 0.7076359635925982, 0.3173614005835765, 0.9713265621165462, 0.2636656489165669, 0.8744466000099488, 0.01280266109692891, 0.754035683942226, 0.6926665437610715, 0.33091910639600125, 0.14249725469930882, 0.924677533664068, 0.2367744790204137, nan, 0.0, 0.024027413827857287, nan, 0.004945931572416238, 0.006103664640250006, 0.2609897411364482, nan, nan, nan, 0.0, nan, nan, nan, 0.003507909187771494, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1434850051706308, nan, nan, 0.5503310918330682, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.1307        | 330.0 | 3300 | 3.3948          | 0.0830   | 0.2124        | 0.4344           | [0.5344828847653706, 0.632533365510168, 0.2900707344483374, 0.41337265872050594, 0.18409163601471293, 0.45896610955094475, 0.055231950987445176, 0.14185919094146654, 0.595131529363542, 0.27612989621694006, 0.04924924924924925, 0.39319339499873995, 0.22234201097124012, 0.0, 0.0, 0.02136450314287732, 0.0, 0.0051252296683106085, 0.005748628168278025, 0.08711603588616244, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0010471517472474868, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.06476856476856477, 0.0, 0.0, 0.2995762379345523, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.7785356205026771, 0.6900669474951105, 0.3048422954008615, 0.9686191309304222, 0.2786965176806058, 0.8373625826990997, 0.05523323276862381, 0.9137638062871708, 0.7215547023413516, 0.42068754462919516, 0.12182675537755959, 0.8993716040633121, 0.2386677898892945, nan, 0.0, 0.024390243902439025, nan, 0.005637298351356143, 0.007519714836788007, 0.3117525115611545, nan, nan, nan, 0.0, nan, nan, nan, 0.0011474469305794606, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.10056876938986556, nan, nan, 0.3919203326317951, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.104         | 340.0 | 3400 | 3.4451          | 0.0834   | 0.2140        | 0.4302           | [0.5241374474254009, 0.61151023660502, 0.3100157159527038, 0.40974731675745646, 0.18471868509401726, 0.3730898617004903, 0.0555194554034192, 0.14825912978068798, 0.5691204582406444, 0.33826269912834384, 0.05932806243775533, 0.3825024211371481, 0.2308624376336422, 0.0, 0.0, 0.018897608300713575, 0.0, 0.004736617825417118, 0.008011249051786342, 0.08279622421482263, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004588214924684019, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.028315946348733235, 0.0, nan, 0.4072450484198781, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7806393445418273, 0.6710875206860237, 0.3193136028900931, 0.9622780420997633, 0.2697486112418793, 0.8440779983087101, 0.0555194554034192, 0.785765636232926, 0.6705755989643868, 0.5740079567479343, 0.18855371100058135, 0.8733380581148122, 0.24805350624154393, nan, 0.0, 0.020338641402942954, nan, 0.005123205105477752, 0.010571547156913011, 0.27927496943602825, nan, nan, nan, 0.0, nan, nan, nan, 0.005212687484632407, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.044208893485005174, nan, nan, 0.5245623941276115, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0778        | 350.0 | 3500 | 3.5680          | 0.0792   | 0.2075        | 0.4165           | [0.49561161450912594, 0.5152816932921644, 0.2968995468768258, 0.4268240350834348, 0.18062333812057244, 0.3939759735360687, 0.02899357933008432, 0.14701717843100542, 0.589789538925867, 0.2859130665253114, 0.0641777088512327, 0.3853812609528467, 0.24315088601054524, 0.0, 0.0, 0.021505376344086023, 0.0, 0.004356829288494989, 0.012228357046789835, 0.07914394625732893, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0031720616890473243, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0546448087431694, 0.0, nan, 0.36537534158495416, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7503175834669031, 0.5413626448021663, 0.3177365568987078, 0.9685083004140311, 0.2761577467819818, 0.8442272297667015, 0.02899357933008432, 0.8210901248284426, 0.7017321673332959, 0.4401713761093543, 0.18177120341063238, 0.8935601228443184, 0.2642891787710923, nan, 0.0, 0.0231808103204999, nan, 0.004662293919517816, 0.016870529065651018, 0.2461064157763249, nan, nan, nan, 0.0, nan, nan, nan, 0.0034423407917383822, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.09565667011375388, nan, nan, 0.46671115445819006, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.1175        | 360.0 | 3600 | 3.4477          | 0.0811   | 0.2020        | 0.4260           | [0.5058399294926865, 0.5640702238862114, 0.30025518928731154, 0.41355301208075457, 0.17972330898782135, 0.4360531259094637, 0.04693277635955752, 0.1488526535595696, 0.5932028556692636, 0.15678280207561157, 0.08271117418399457, 0.3942196721715452, 0.25188375440784805, 0.0, 0.0, 0.02224580215197885, 0.0, 0.004431555280393626, 0.0082361385250314, 0.07577932235643213, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0030940684800938485, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0887827376050074, 0.0, nan, 0.2640903133059913, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7755857176960066, 0.5992317962990823, 0.31715992774767265, 0.9690941188578124, 0.2737198541972104, 0.8198527582947819, 0.04693277635955752, 0.852558656296974, 0.7006580793061712, 0.2157502805263695, 0.17318002713003036, 0.907016300496102, 0.27321539495741115, nan, 0.0, 0.024087885506954242, nan, 0.004821840099273178, 0.01120632827949901, 0.2497740923829267, nan, nan, nan, 0.0, nan, nan, nan, 0.00345873289074666, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.13934850051706307, nan, nan, 0.3206200913710795, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.1257        | 370.0 | 3700 | 3.4510          | 0.0826   | 0.2117        | 0.4241           | [0.5091975859565346, 0.5872247122742442, 0.29964067696993174, 0.39076219687163233, 0.1818623793048866, 0.4272440787334617, 0.02952734586524329, 0.1552538555385241, 0.5799153152789278, 0.2199093741149816, 0.05740476516232434, 0.3947780219076549, 0.23210183540556542, 0.0, 0.0, 0.018710191082802547, 0.0, 0.004100511743865634, 0.011916466081296402, 0.06943531246655148, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.004930390298815851, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10257146961643442, 0.0, nan, 0.43128017901307264, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.756383640828019, 0.6270403941627802, 0.31168542448242326, 0.9702499228144618, 0.2704379463865388, 0.8497487937123812, 0.02952734586524329, 0.8108947127638716, 0.6905183677068221, 0.316841783127614, 0.18971642658742977, 0.932123789274746, 0.2501850764557221, nan, 0.0, 0.020842572062084258, nan, 0.0044318383265378476, 0.017163504968383016, 0.24137564450114282, nan, nan, nan, 0.0, nan, nan, nan, 0.005671666256864191, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.18459152016546018, nan, nan, 0.5639340896257893, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0411        | 380.0 | 3800 | 3.4760          | 0.0816   | 0.2168        | 0.4276           | [0.5130715980000113, 0.5991079870990583, 0.30460726143733624, 0.3770378174559166, 0.18049638523108702, 0.4233997901364113, 0.021149624315883863, 0.1599175603984581, 0.5522647360115175, 0.35026890224612467, 0.07975037965072133, 0.3932518198592777, 0.2514428085352473, 0.0, 0.0, 0.024780618084700497, 0.0, 0.01601801222257961, 0.010379326948798888, 0.07485848135857896, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00601557951930807, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.05700441784238278, 0.0, nan, 0.4203525768283967, 0.0, 0.0, 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, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7690081164955836, 0.6523619678050249, 0.3142212032791441, 0.9689041236868563, 0.2632755861030035, 0.8630801372929413, 0.0211650034810861, 0.8215149336644664, 0.6395552954944412, 0.5647250841579109, 0.21710483818874748, 0.9163241200094495, 0.2700797317880513, nan, 0.0, 0.02618423704898206, nan, 0.017656443892926785, 0.014209331282502013, 0.24461808324031256, nan, nan, nan, 0.0, nan, nan, nan, 0.0071141709695926566, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.10341261633919338, nan, nan, 0.5434525948359941, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0812        | 390.0 | 3900 | 3.5357          | 0.0771   | 0.2052        | 0.4202           | [0.5086205545479284, 0.5481811238406983, 0.31139451292569503, 0.38525294209003286, 0.18095484012494772, 0.4174831113195351, 0.024352131198267193, 0.14885334847481152, 0.5710615524236601, 0.20508066011496384, 0.05652869348105957, 0.3874197445846924, 0.252980653795438, 0.0, 0.0, 0.03244296470054103, 0.0, 0.004995563151148651, 0.015609859229373316, 0.07776383568881258, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007114926645694294, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.04396527583309997, 0.0, 0.0, 0.4489092475849245, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7608894894792484, 0.5905013539942832, 0.319591496456857, 0.9622463762379373, 0.266285122466273, 0.8192558324628165, 0.024352131198267193, 0.7709953597804066, 0.6859494858003959, 0.3384678159747016, 0.18719720948259155, 0.8878053390030711, 0.27344939967154247, nan, 0.0, 0.03456964321709333, nan, 0.005389115405070023, 0.021631387485046023, 0.25035879445064585, nan, nan, nan, 0.0, nan, nan, nan, 0.007933775920006558, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0811789038262668, nan, nan, 0.5080848005749191, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         |
| 0.0218        | 400.0 | 4000 | 3.6522          | 0.0776   | 0.2045        | 0.4158           | [0.5066063421441083, 0.5635048337242695, 0.297512776376713, 0.40027323763384165, 0.17817917252315565, 0.4208121001164436, 0.009027616616384312, 0.14266192791975518, 0.5394599392346294, 0.3065267203784463, 0.05641328571812153, 0.3897372003598468, 0.1975139769211805, 0.0, 0.0, 0.022681516780258953, 0.0, 0.004545908682186033, 0.012802300906683503, 0.05854766615373342, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004573237764390308, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.05968586387434555, 0.0, 0.0, 0.4088050314465409, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7761356273232616, 0.6042528584323755, 0.3098026955675976, 0.9555965452544748, 0.26599257535610044, 0.8359200119385166, 0.009027616616384312, 0.8119403960525455, 0.6333271880535761, 0.4230337651739263, 0.13571474710935985, 0.9251972596267423, 0.2113360392787549, nan, 0.0, 0.024753073977020763, nan, 0.00483956745257933, 0.017822700749530018, 0.21235316004890237, nan, nan, nan, 0.0, nan, nan, nan, 0.005114334890582739, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1031540847983454, nan, nan, 0.5038242390021046, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.094         | 410.0 | 4100 | 3.5320          | 0.0811   | 0.2094        | 0.4255           | [0.5098057997037816, 0.5792602290750447, 0.29917905928268623, 0.3828659429722075, 0.18245962123661008, 0.43340489372653884, 0.010342693587065832, 0.14209644842340713, 0.6026448837911259, 0.21918335901386748, 0.06510588302719432, 0.3874413485023782, 0.22762324047933982, 0.0, 0.0, 0.011098880939277196, 0.0, 0.0065159508492235434, 0.015972791053812458, 0.07819832998110562, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.004860708067324434, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.07446283032847617, 0.0, nan, 0.38976361767728673, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] | [0.7600710193363571, 0.6198567022717015, 0.30888564679727665, 0.9663471053444058, 0.275212853242229, 0.8586280654628662, 0.010342693587065832, 0.8345206195673486, 0.7681733289514817, 0.2902172804243599, 0.1467605451844196, 0.9113630994566502, 0.2452752320901301, nan, 0.0, 0.012195121951219513, nan, 0.006984577202623648, 0.021899948729217023, 0.27279009195768883, nan, nan, nan, 0.0, nan, nan, nan, 0.005491353167773133, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.15589451913133404, nan, nan, 0.48667932857656176, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0968        | 420.0 | 4200 | 3.5323          | 0.0846   | 0.2095        | 0.4290           | [0.5144775633729448, 0.593644380899913, 0.29926863151013294, 0.42372988746484375, 0.18313583607174075, 0.45091874339612914, 0.03544519223331013, 0.1458585473168347, 0.5823363165332077, 0.24281150159744408, 0.06835564053537285, 0.38747355537362915, 0.22953930074905626, 0.0, 0.0, 0.01814833357173509, 0.0, 0.005897993715252598, 0.012945041923263371, 0.0709436232382262, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.006799016938676399, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.06086840703249867, 0.0, nan, 0.40662220104811814, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.785189953278996, 0.6383189784865353, 0.30531471446436015, 0.9529603622574593, 0.2782896418147336, 0.870367606824852, 0.03544519223331013, 0.7994575517940004, 0.6936765071298604, 0.32561460777313067, 0.16626832891932045, 0.9034349161351287, 0.2470664318110263, nan, 0.0, 0.020459584761136868, nan, 0.00648821131005141, 0.017602968822481017, 0.2632753946738957, nan, nan, nan, 0.0, nan, nan, nan, 0.007573149741824441, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.11814891416752844, nan, nan, 0.5257430316718854, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         |
| 0.0799        | 430.0 | 4300 | 3.6391          | 0.0802   | 0.2085        | 0.4217           | [0.49260082945934125, 0.5957218640261241, 0.30280764959232875, 0.403015277096858, 0.18048704095215723, 0.4028124785110138, 0.015533379747814652, 0.1506498272224091, 0.5944629461432368, 0.22912747793372884, 0.06545584045584045, 0.38992878700263783, 0.2408285963713357, 0.0, 0.0, 0.01570660955172284, 0.0, 0.005092772803944466, 0.017027118583629004, 0.07339340157721722, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006763032625101591, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09278797514091632, nan, nan, 0.3784535112479685, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7369598949629983, 0.6372423649766812, 0.3106502709462276, 0.9696403549743111, 0.2712785990019772, 0.8741730090036313, 0.015533379747814652, 0.8049147114567675, 0.7082408201543802, 0.32306436805059674, 0.1780892707189458, 0.9303094731868651, 0.25938784366783246, nan, 0.0, 0.016851441241685146, nan, 0.005566388938131537, 0.023315998925755022, 0.2290437463456121, nan, nan, nan, 0.0, nan, nan, nan, 0.007638718137857553, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.16597724922440538, nan, nan, 0.45423746214260047, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     |
| 0.0662        | 440.0 | 4400 | 3.7599          | 0.0757   | 0.2086        | 0.4203           | [0.4926412308000367, 0.573800181104739, 0.29685009843442395, 0.39860827174083974, 0.1794377961462717, 0.44264216028333314, 0.05368920668187142, 0.1479309241297819, 0.595599989517545, 0.16642497065119813, 0.05472306944260266, 0.39135098700839666, 0.19992089302979696, 0.0, 0.0, 0.021776314579463316, 0.0, 0.003954079513548537, 0.014348425482513423, 0.07420236768062854, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.004547266472768075, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0939026311643296, 0.0, 0.0, 0.41152635577584024, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7551218326910616, 0.6256111779750263, 0.3079824927052939, 0.9631805191618046, 0.2641027882765949, 0.8361936029448341, 0.05390268430416957, 0.7854715378079864, 0.7286965861635019, 0.2458431092522697, 0.15993798850203475, 0.8997873848334514, 0.2128974889166858, nan, 0.0, 0.02386615601693207, nan, 0.0042191100868640315, 0.019311994921751018, 0.29718811460160527, nan, nan, nan, 0.0, nan, nan, nan, 0.0050487664945496275, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.15408479834539815, nan, nan, 0.583902263744161, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0617        | 450.0 | 4500 | 3.6476          | 0.0758   | 0.2095        | 0.4176           | [0.4980115095224274, 0.5149895782518071, 0.2988037158323866, 0.3699981573947374, 0.17840644170738712, 0.4340881520420542, 0.0175524096851551, 0.14420802377414563, 0.6038700628442647, 0.21671177266576455, 0.07842737828478305, 0.3880463399647608, 0.2417068263697188, 0.0, 0.0, 0.03248398152287289, 0.0, 0.0031865255491066347, 0.01187199530257991, 0.08092192256834466, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.003916353699346787, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1126454417593658, 0.0, 0.0, 0.3941723346882923, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          | [0.760680609078198, 0.5459464796148639, 0.31061553425038213, 0.9696799373015936, 0.2653066028219027, 0.8543998408197782, 0.0175524096851551, 0.7928566760342461, 0.710910009057608, 0.3267367132510456, 0.17408436147535689, 0.9011292227734468, 0.2637530952441733, nan, 0.0, 0.03515420278169724, nan, 0.0034745612480056726, 0.015796284088967015, 0.2797533620368894, nan, nan, nan, 0.0, nan, nan, nan, 0.004393082534218507, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.22776628748707342, nan, nan, 0.5027462655921154, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0342        | 460.0 | 4600 | 3.7074          | 0.0799   | 0.2095        | 0.4218           | [0.5028446001811095, 0.5585803695565409, 0.30021348216855054, 0.3731737686352469, 0.17902986722174913, 0.402559539142449, 0.016863928212268894, 0.15198692201099623, 0.6031615503285919, 0.23618480652258314, 0.08036402442639473, 0.3853098452287265, 0.23592683013126703, 0.0, 0.0, 0.029742270923016716, 0.0, 0.00258307502583075, 0.018283240984309994, 0.07948157903189541, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006129421221864952, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.07670142700329309, 0.0, nan, 0.39392981346822636, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.7622195034614466, 0.5987569580261772, 0.31165763512574685, 0.9703924191926788, 0.2672300160060258, 0.8551211262000696, 0.016863928212268894, 0.7777596235540161, 0.7113909439951265, 0.3723349994899521, 0.17511788644144435, 0.9021875738247106, 0.25532892553544534, nan, 0.0, 0.03217093327958073, nan, 0.0027477397624534657, 0.023926365389780022, 0.26306277574017967, nan, nan, nan, 0.0, nan, nan, nan, 0.0069994262765347105, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.14451913133402275, nan, nan, 0.5116780452748833, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   |
| 0.0657        | 470.0 | 4700 | 3.6987          | 0.0807   | 0.2092        | 0.4285           | [0.5121206372218667, 0.5842399933876532, 0.29763593221706136, 0.3729076774572705, 0.18197149957166597, 0.43436451637685985, 0.03788195250251412, 0.14975226855202362, 0.6136289793184847, 0.15479186138471493, 0.08083951069216924, 0.39209442127887784, 0.23890628640479566, 0.0, 0.0, 0.02587479698804075, 0.0, 0.004216237416655772, 0.017552269626461153, 0.08500752987920152, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0018531802965088475, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09611932053583759, 0.0, 0.0, 0.39802283158761914, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.7709796917095795, 0.6313985632616218, 0.30762123106850076, 0.969482025665181, 0.27356853672643144, 0.843729791573397, 0.03788195250251412, 0.7911247630873799, 0.741778016464006, 0.21962664490462103, 0.1711775725082359, 0.8912260807937633, 0.2573966762821331, nan, 0.0, 0.028260431364644224, nan, 0.004573657152987059, 0.023242754950072022, 0.2820390155743369, nan, nan, nan, 0.0, nan, nan, nan, 0.002032620277026473, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.17993795243019647, nan, nan, 0.5208151532262204, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         |
| 0.0628        | 480.0 | 4800 | 3.5813          | 0.0789   | 0.2125        | 0.4285           | [0.5044925731553737, 0.5827042460686552, 0.3016070474812556, 0.365731154555206, 0.18079639395907252, 0.41206837214638065, 0.028351512338516283, 0.16746760878787667, 0.6125493291239148, 0.14705882352941177, 0.08216630505226971, 0.39327139077221634, 0.2420292162560204, 0.0, 0.0, 0.025348109236138595, 0.0, 0.004380048561407964, 0.0190767153945896, 0.08110579734044945, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.00506235702162202, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.105871535531328, 0.0, nan, 0.3946700507614213, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          | [0.7607701292500767, 0.6332509026628554, 0.30992774767264136, 0.9690070377377908, 0.2705556377527002, 0.8933989951748496, 0.028351512338516283, 0.7868766747271421, 0.7465072100162716, 0.1994287463021524, 0.18835992506943997, 0.9115237420269312, 0.2587028480501025, nan, 0.0, 0.02840153194920379, nan, 0.004892749512497784, 0.026221343294514025, 0.28756710785095413, nan, nan, nan, 0.0, nan, nan, nan, 0.005622489959839358, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20837642192347466, nan, nan, 0.5587495508444125, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0835        | 490.0 | 4900 | 3.6482          | 0.0800   | 0.2102        | 0.4330           | [0.5007355015792054, 0.6161499911966917, 0.3021304508247127, 0.3688357543658833, 0.17830281097652334, 0.44255768399094353, 0.06774156397558448, 0.1531792089230363, 0.6002667733760171, 0.1480657431995981, 0.08799611210108538, 0.3937319692548865, 0.23802889227694868, 0.0, 0.0, 0.021359187236492636, 0.0, 0.0030881343746936374, 0.017506505796072866, 0.07923873268069934, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.00692891608803107, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09003636363636364, 0.0, nan, 0.4036197645551373, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7792389932817242, 0.6745571310365579, 0.30719744337918575, 0.9642334090675195, 0.2601113696584933, 0.865368352982142, 0.06825249477837085, 0.7961244363113522, 0.7214344686069719, 0.21044578190349894, 0.17544086299334669, 0.9066383179777935, 0.2544056705724181, nan, 0.0, 0.0231808103204999, nan, 0.003350469774862613, 0.023486901535682024, 0.26933503428480304, nan, nan, nan, 0.0, nan, nan, nan, 0.007720678632898942, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.16003102378490175, nan, nan, 0.5174272367948257, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0932        | 500.0 | 5000 | 3.6990          | 0.0843   | 0.2111        | 0.4280           | [0.5083389105295105, 0.5978525732096884, 0.3061921843837425, 0.3720533589475985, 0.1813041873981569, 0.44401315789473683, 0.01577318790129187, 0.1436313232181715, 0.6181803904118105, 0.18661257606490872, 0.07377964209600488, 0.3912757613945006, 0.21991067986120036, 0.0, 0.0, 0.029721473495058402, 0.0, 0.002938439688525393, 0.023155278633436013, 0.07598555312295185, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.00593498226924047, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10407632263660017, 0.0, nan, 0.4183602818392864, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7657534188179927, 0.6528697156612006, 0.3125121578435459, 0.9567048504183852, 0.26601275101887095, 0.8393025916529872, 0.01577318790129187, 0.7872688059603947, 0.757199996793767, 0.2721615831888197, 0.14088237193979716, 0.9447484053862509, 0.23296658412682206, nan, 0.0, 0.033340052408788554, nan, 0.0031909235951072504, 0.032300593276203035, 0.2896401424546856, nan, nan, nan, 0.0, nan, nan, nan, 0.006556839603311204, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.18614270941054809, nan, nan, 0.5272829936861557, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0665        | 510.0 | 5100 | 3.6691          | 0.0757   | 0.2114        | 0.4246           | [0.5000358489161219, 0.5442281741439321, 0.302040564531054, 0.3663952827892132, 0.18222311627105006, 0.42491217624292943, 0.05388865737525274, 0.1569765609736114, 0.602897638217209, 0.20973689144428473, 0.08917628736838541, 0.388390302979683, 0.22481293002314595, 0.0, 0.0, 0.028535980148883373, 0.0, 0.0024328913852785577, 0.021611828862130804, 0.07894736842105263, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00879876508560202, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.08256206845893933, 0.0, 0.0, 0.42514147802929425, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.772983238413532, 0.5858799082292764, 0.30613450048631374, 0.9651279696641044, 0.27719006819374015, 0.8874794806745262, 0.05401872050746499, 0.8139010522188093, 0.7214745465184318, 0.34234418035295316, 0.17014404754214843, 0.8788282541932435, 0.2413354436303917, nan, 0.0, 0.031062285829469866, nan, 0.0026413756426165572, 0.028833711760541027, 0.27427842449370116, nan, nan, nan, 0.0, nan, nan, nan, 0.010277846078190312, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1452947259565667, nan, nan, 0.5244597299933268, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     |
| 0.0877        | 520.0 | 5200 | 3.7111          | 0.0763   | 0.2102        | 0.4210           | [0.49668371752010576, 0.5615962149800385, 0.30848538198890313, 0.38246477858588135, 0.18070557745165297, 0.4227186708938534, 0.013522085557360564, 0.14653196516097183, 0.6246860050758456, 0.2056387051862165, 0.07109080452425075, 0.38006611294758186, 0.21454665563019323, 0.0, 0.0, 0.02773475226415438, 0.0, 0.002885075094383171, 0.02019042601234382, 0.07990498812351544, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006268402999119692, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1016192783373709, 0.0, 0.0, 0.40866329389137435, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7479495617774443, 0.6038062283737025, 0.32137001528414616, 0.966663763962666, 0.27103649104873095, 0.8555936924837089, 0.013522085557360564, 0.8147506698908568, 0.7714276553620237, 0.30133632561460777, 0.14372456559653768, 0.9050224427120246, 0.22937993005386362, nan, 0.0, 0.030679298528522476, nan, 0.0031022868285764935, 0.026196928635953028, 0.2682187848827938, nan, nan, nan, 0.0, nan, nan, nan, 0.006769936890418818, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2060496380558428, nan, nan, 0.5017196242492685, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.0421        | 530.0 | 5300 | 3.6585          | 0.0766   | 0.2082        | 0.4281           | [0.5123497569629336, 0.5903871531645787, 0.3025471846010183, 0.36483517800894916, 0.18037864582156654, 0.41149912903340485, 0.02565947242206235, 0.15110792417073748, 0.6285871853331451, 0.16450822541127055, 0.07003968915718907, 0.38460129814637717, 0.23915240733914409, 0.0, 0.0, 0.03114525392712844, 0.0, 0.002186061801446417, 0.023191780315629965, 0.08216752257836019, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007163467750039478, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.07952043063371667, 0.0, 0.0, 0.4198401904114247, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7670067012242949, 0.6478204453136753, 0.30837154369876335, 0.9636871729510208, 0.26847418187687466, 0.8637019350345719, 0.02565947242206235, 0.771256780602575, 0.7491683833372075, 0.23972253391818832, 0.1356501517989794, 0.8930781951334751, 0.25670742603323715, nan, 0.0, 0.034650272122555933, nan, 0.002357737989718135, 0.03064039649405503, 0.2713017594216765, nan, nan, nan, 0.0, nan, nan, nan, 0.008179657405130727, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.16804550155118925, nan, nan, 0.5070581592320723, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0507        | 540.0 | 5400 | 3.7101          | 0.0815   | 0.2115        | 0.4270           | [0.4974824017942398, 0.5720456241338876, 0.30314888413329255, 0.3655056852184321, 0.17869754152854492, 0.4239332448321639, 0.057302007926636124, 0.15676353044774097, 0.6200374973778058, 0.16726321585903084, 0.07578496956547942, 0.3980758857836362, 0.2334041928754432, 0.0, 0.0, 0.030038220675052487, 0.0, 0.0028783420749648203, 0.01730433687694494, 0.07859108881840918, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004943880277926242, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1187785848802798, 0.0, nan, 0.42254351157034536, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.7640120383316851, 0.6307309688581315, 0.3100041684035015, 0.9670120884427521, 0.261207580669025, 0.8339800029846292, 0.057376034656146054, 0.7562577609306581, 0.7581378199219282, 0.24788330103029685, 0.16245720560687293, 0.892652964800378, 0.2503892987516912, nan, 0.0, 0.033743196936101595, nan, 0.0031909235951072504, 0.023486901535682024, 0.29899537553819167, nan, nan, nan, 0.0, nan, nan, nan, 0.005458568969756578, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2282833505687694, nan, nan, 0.5520763821159078, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0932        | 550.0 | 5500 | 3.7090          | 0.0810   | 0.2116        | 0.4285           | [0.5073254998642902, 0.5980655310884674, 0.2975618927393958, 0.3733753325789779, 0.18044834938843712, 0.42536103921236607, 0.026626440782857586, 0.14937098412583924, 0.6102345160151593, 0.20635964912280702, 0.08033240997229917, 0.3919819002373415, 0.22244013627906603, 0.0, 0.0, 0.024436605559921772, 0.0, 0.0030642195916524206, 0.020905492330529442, 0.07742817667753928, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.004672828959857479, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09352857817666509, 0.0, nan, 0.4043623451832439, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.7649242915117825, 0.6630810892131789, 0.3078713352785883, 0.9665212675844489, 0.26436507189261166, 0.874695319106601, 0.026626440782857586, 0.8120711064636298, 0.7343876495908045, 0.28797306946853, 0.16859376009301724, 0.934826364280652, 0.23500455245534765, nan, 0.0, 0.02695021165087684, nan, 0.0033681971281687645, 0.02888254107766303, 0.28894913092010843, nan, nan, nan, 0.0, nan, nan, nan, 0.005245471682648963, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.15356773526370218, nan, nan, 0.491042554283661, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0798        | 560.0 | 5600 | 3.7925          | 0.0793   | 0.2133        | 0.4273           | [0.4951765512657083, 0.6000822488198151, 0.29813820751511855, 0.37068550037131903, 0.18114780966265298, 0.4194969931585226, 0.03585867867315998, 0.14795304820662972, 0.6054297692544893, 0.2341155866900175, 0.08440450460698441, 0.39587849418362014, 0.23529529153977866, 0.0, 0.0, 0.022588875025605692, 0.0, 0.0031117669703580137, 0.020952896589063345, 0.08079366947108313, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00915078393658565, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09277223664435032, 0.0, nan, 0.4249505589861565, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7526088735804658, 0.6585771776741387, 0.30482840072252326, 0.968112477141206, 0.26573701696100716, 0.8570860070636224, 0.03622650266883268, 0.7397555715312725, 0.7396699183212164, 0.3409160461083342, 0.1917188812092242, 0.9232600992204111, 0.2508232711306257, nan, 0.0, 0.02445071558153598, nan, 0.00343910654139337, 0.028345418589321027, 0.2919789507255621, nan, nan, nan, 0.0, nan, nan, nan, 0.01029423817719859, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.17554291623578078, nan, nan, 0.540475334941738, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]            |
| 0.0618        | 570.0 | 5700 | 3.6804          | 0.0794   | 0.2115        | 0.4267           | [0.4942523648835537, 0.5821488844671383, 0.2942625907850224, 0.36369266130160743, 0.18122735052757627, 0.4029482321037444, 0.04512260742562841, 0.15366743016612694, 0.6096287820829638, 0.1779097217254453, 0.09405419206587304, 0.4010141837549495, 0.2325442300561025, 0.0, 0.0, 0.03670373931817769, 0.0, 0.0028999125166056443, 0.019034210381964126, 0.08065516630235718, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004685121414108571, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0908973531310523, 0.0, nan, 0.41445456306917267, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7617399311120963, 0.6340924477207763, 0.3003404196192858, 0.9670437543045781, 0.2702328271483718, 0.8647962990598418, 0.04540883422294423, 0.7629239918959545, 0.721755091898651, 0.25369784759767416, 0.19036237969123443, 0.9206520198440822, 0.24813008960253236, nan, 0.0, 0.04077806893771417, nan, 0.003173196241801099, 0.025415659562001026, 0.29027799925583375, nan, nan, nan, 0.0, nan, nan, nan, 0.005196295385624129, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.18200620475698034, nan, nan, 0.5489964580873672, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0721        | 580.0 | 5800 | 3.7025          | 0.0755   | 0.2094        | 0.4198           | [0.49315858792804557, 0.5697901362757052, 0.29030091348737236, 0.3649888665421635, 0.18010450947356108, 0.411802986297738, 0.017269113575549472, 0.13857836311344204, 0.5995576535833361, 0.2327894428915036, 0.07984911402035058, 0.3903314104192114, 0.22903595438992924, 0.0, 0.0, 0.03229199343088591, 0.0, 0.003269719483967044, 0.022079874033781848, 0.08402137736815156, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.003863757950425013, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10465910643530536, 0.0, 0.0, 0.43328835287172135, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.7470117314053815, 0.6217560553633218, 0.30026399888842575, 0.9654367118169079, 0.2692307692307692, 0.8498980251703726, 0.017273922797246075, 0.6959349062152801, 0.7279110590988882, 0.36529633785575844, 0.1627155868483948, 0.9149633829435388, 0.2432202452369404, nan, 0.0, 0.03527514613989115, nan, 0.003580925367842581, 0.03012768866427403, 0.27911550523574125, nan, nan, nan, 0.0, nan, nan, nan, 0.004261945742152283, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1980351602895553, nan, nan, 0.5274369898875828, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0527        | 590.0 | 5900 | 3.7035          | 0.0802   | 0.2123        | 0.4290           | [0.5070100232088128, 0.6042485962552574, 0.2953623483844664, 0.36947230781337964, 0.18118315917474692, 0.408192188843196, 0.0534406351941897, 0.14785952354933887, 0.5646835942991412, 0.19077656293804318, 0.07515401638853998, 0.39406755397037047, 0.25569382391069073, 0.0, 0.0, 0.02784652330931823, 0.0, 0.004082739262874184, 0.015982564475118054, 0.07915074553969029, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00466529081766125, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1384177133238379, 0.0, nan, 0.41690298358429523, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7640887699075811, 0.6653001353994283, 0.301979991663193, 0.9663391888789493, 0.26854815930703324, 0.8739491618166443, 0.05373249787266961, 0.7074374223906934, 0.6761384130750179, 0.277670100989493, 0.16232801498611202, 0.9104086935979211, 0.27441520094622995, nan, 0.0, 0.030618826849425518, nan, 0.0045382024463747565, 0.021484899533680022, 0.2928825811938553, nan, nan, nan, 0.0, nan, nan, nan, 0.005261863781657241, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2763702171664943, nan, nan, 0.5358041168317849, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.046         | 600.0 | 6000 | 3.7546          | 0.0749   | 0.2085        | 0.4241           | [0.499135089402018, 0.5835027791987826, 0.29646241186334527, 0.36441729160377445, 0.17969397839446571, 0.4229806983405649, 0.03664099709284345, 0.14449766087155996, 0.6179875628473142, 0.15077143882310728, 0.07935297295579496, 0.40057949725788033, 0.20571350078175818, 0.0, 0.0, 0.032519736365611646, 0.0, 0.0031993857179421553, 0.018049369804720605, 0.07641576437506341, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006564163217031342, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.11324786324786325, 0.0, nan, 0.41200126163065764, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.7620084916277325, 0.6381403264630661, 0.3058357649020425, 0.9651913013877564, 0.26596567447240643, 0.8704422225538477, 0.03665970449446894, 0.679269328802039, 0.7487756198049007, 0.21432214628175048, 0.16129449002002455, 0.9380014174344437, 0.2166373097116211, nan, 0.0, 0.03620237855271115, nan, 0.003545470661230278, 0.024439073219561024, 0.2802317546377505, nan, nan, nan, 0.0, nan, nan, nan, 0.007278091959675437, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2329369183040331, nan, nan, 0.536420101637493, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0698        | 610.0 | 6100 | 3.6660          | 0.0762   | 0.2103        | 0.4283           | [0.5104935762830499, 0.6036304951371975, 0.29713498547813577, 0.35243516468228664, 0.18068930160177668, 0.4222921468905882, 0.06034276727135357, 0.14988041638398333, 0.6027946127946128, 0.184774423221743, 0.07433460621895546, 0.4023887816365064, 0.22188441325386143, 0.0, 0.0, 0.03401702647365207, 0.0, 0.0032525742935567295, 0.020454084361570667, 0.07814396558346777, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0069433440412567165, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10457831325301205, 0.0, nan, 0.41350798198935734, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7710415032568291, 0.6664613735519783, 0.30420314019730443, 0.9626421995107625, 0.2678386484996032, 0.8611898721583843, 0.060547690879554424, 0.7146918502058689, 0.7175148488661959, 0.2753238804447618, 0.16723725857502744, 0.8961682022206473, 0.23567678417957946, nan, 0.0, 0.03817778673654505, nan, 0.003634107427761035, 0.027075856344149028, 0.2703449742199543, nan, nan, nan, 0.0, nan, nan, nan, 0.00790099172199, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.22440537745604963, nan, nan, 0.5185565422719572, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0235        | 620.0 | 6200 | 3.7796          | 0.0772   | 0.2052        | 0.4227           | [0.49988190885599726, 0.5697725067385445, 0.30120161850655985, 0.3638983167009842, 0.17974541830312243, 0.4112418957391325, 0.018236189563645075, 0.1473463687150838, 0.5982861140258832, 0.11266889437745169, 0.07351937984496124, 0.39174737691686845, 0.23493660855784468, 0.0, 0.0, 0.030201585176070356, 0.0, 0.003219038772601336, 0.02520233226002959, 0.07539380081300813, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0030925851940634204, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10229163999487902, 0.0, nan, 0.4153388570214574, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.7623921495072128, 0.6211260719121409, 0.3071904960400167, 0.9667666780136005, 0.2656193255948458, 0.8550713823807392, 0.01825636265181403, 0.7722371086857068, 0.7129539825420618, 0.1582168723860043, 0.15315548091208578, 0.9173163241200094, 0.25229111888290406, nan, 0.0, 0.03364241080427333, nan, 0.00356319801453643, 0.035352425596328035, 0.2523786743209483, nan, nan, nan, 0.0, nan, nan, nan, 0.003425948692730104, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20656670113753878, nan, nan, 0.5017709563164109, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         |
| 0.0299        | 630.0 | 6300 | 3.8038          | 0.0712   | 0.2030        | 0.4158           | [0.4953845008047643, 0.5238679208359969, 0.29448047991116766, 0.3596473894847982, 0.1784929623865405, 0.419049371358479, 0.020620466121315018, 0.14468204764264003, 0.5759730814861487, 0.12710098624809002, 0.06578532304780477, 0.3840914229338376, 0.24010454089649347, 0.0, 0.0, 0.0319536544487357, 0.0, 0.0022659588242910787, 0.019069674874708255, 0.07944365512600014, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0060591902585741195, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10411502231036192, 0.0, 0.0, 0.4143185056197562, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7655722470415715, 0.5663504212426659, 0.30216062248158954, 0.9653812965587125, 0.26417004048583, 0.8496990498930508, 0.02066991568035894, 0.7061629958826221, 0.6887789863494633, 0.1866775476894828, 0.14818164201278988, 0.8829293645168911, 0.25875815825526083, nan, 0.0, 0.03535577504535376, nan, 0.0024818294628611948, 0.025733050123294025, 0.282357943974911, nan, nan, nan, 0.0, nan, nan, nan, 0.006802721088435374, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2171664943123061, nan, nan, 0.5373954109131974, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0246        | 640.0 | 6400 | 3.7962          | 0.0713   | 0.2062        | 0.4192           | [0.49759388977385766, 0.5662343396912527, 0.3005323101449667, 0.3621106612846133, 0.17973588342440802, 0.4150895937140667, 0.02325904647176018, 0.1473192467105472, 0.5520546182345252, 0.18366523143164692, 0.06832279250790561, 0.38993779418252167, 0.23115957290395903, 0.0, 0.0, 0.031141304347826086, 0.0, 0.003610280552197977, 0.022773806530406983, 0.07817908084868615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0034068312083284594, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09308996088657105, 0.0, 0.0, 0.4123529652854625, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7623452579886096, 0.6149343688882203, 0.3090801722940114, 0.9637030058819338, 0.2654444698508346, 0.861936029448341, 0.023300069621721976, 0.7584471603163192, 0.6533260658720553, 0.2784861777007039, 0.14514566242490795, 0.9104370422867942, 0.24750040418996078, nan, 0.0, 0.034650272122555933, nan, 0.004024109200496366, 0.030957787055348032, 0.2677403922819327, nan, nan, nan, 0.0, nan, nan, nan, 0.0038193590689287764, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.18459152016546018, nan, nan, 0.5164519275191212, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0997        | 650.0 | 6500 | 3.8232          | 0.0742   | 0.2032        | 0.4233           | [0.5045426728804783, 0.5946193759024478, 0.29827082500152513, 0.3628505033935979, 0.17875316460054305, 0.4605787727564192, 0.023315541115494703, 0.140518647311741, 0.5598503655840843, 0.1450291585670647, 0.06762743228845398, 0.3930294993146296, 0.23362907978782713, 0.0, 0.0, 0.02345779823324178, 0.0, 0.0031516974370460436, 0.01882654971385784, 0.07653787772092077, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00452589075742113, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09655996812325673, 0.0, nan, 0.41728425059733526, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7767196398731371, 0.6524559951857981, 0.3057037654578296, 0.9666400145662964, 0.26187674015091394, 0.8217927672486693, 0.023315541115494703, 0.6813606953793869, 0.6597786096170957, 0.2130980312149342, 0.1558038886376849, 0.9157949444838176, 0.24961070124830878, nan, 0.0, 0.025478734126184236, nan, 0.003492288601311824, 0.025781879440416027, 0.259979801201297, nan, nan, nan, 0.0, nan, nan, nan, 0.005015982296533071, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.18795243019648397, nan, nan, 0.5289256198347108, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0255        | 660.0 | 6600 | 3.7623          | 0.0758   | 0.2102        | 0.4279           | [0.5063419773882061, 0.6092111995872679, 0.30079701752342053, 0.3578716514571681, 0.17891515788401624, 0.4536758355361302, 0.031021234819848024, 0.14639853245813264, 0.5900038168979526, 0.18642155561454737, 0.07354116706634692, 0.3959881099061073, 0.21661470381172684, 0.0, 0.0, 0.030301376839271747, 0.0, 0.0029966988237556487, 0.019386867661979997, 0.07775841869686684, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004620884071027929, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09623430962343096, 0.0, nan, 0.4232421713624721, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.7784567574941172, 0.6772886264480217, 0.30493261081005973, 0.9623967890816109, 0.25991633825171157, 0.8622842361836541, 0.031043552254970217, 0.7667145938173976, 0.693852849940284, 0.28654493522391106, 0.16045475098507847, 0.9202078903850697, 0.229090615134574, nan, 0.0, 0.033581939125176374, nan, 0.00331501506825031, 0.026123684660270027, 0.2751820549619944, nan, nan, nan, 0.0, nan, nan, nan, 0.005212687484632407, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1843329886246122, nan, nan, 0.5258970278733125, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0482        | 670.0 | 6700 | 3.7754          | 0.0763   | 0.2085        | 0.4224           | [0.502063126826474, 0.5762712593631549, 0.2965278295714199, 0.3573437766649209, 0.18001334782004588, 0.43666229840017645, 0.030818582360670945, 0.14851926074370964, 0.575, 0.195733834182989, 0.0665501375215279, 0.39583591318489897, 0.2284259299907809, 0.0, 0.0, 0.03055752485866463, 0.0, 0.002670439191874235, 0.022096015618067264, 0.07379306388227533, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005629582218084487, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10678655006774233, 0.0, 0.0, 0.42292665243484917, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.771544521365481, 0.6297060704077028, 0.30383493122134225, 0.9614468132268305, 0.26574710479239244, 0.8370392478734517, 0.03084242283592481, 0.7192667145938174, 0.6775170932292376, 0.2976639804141589, 0.16723725857502744, 0.9061752893928656, 0.2435180694185621, nan, 0.0, 0.033884297520661154, nan, 0.002978195355433434, 0.03039624990844503, 0.273481103492266, nan, nan, nan, 0.0, nan, nan, nan, 0.00634374231620359, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.22414684591520165, nan, nan, 0.5389867049946101, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0399        | 680.0 | 6800 | 3.7680          | 0.0753   | 0.2100        | 0.4267           | [0.5075098825294796, 0.592645709285699, 0.2973987554830154, 0.3531670592071362, 0.17858826943305886, 0.45031788556119795, 0.03284076058799422, 0.14837098645274188, 0.5890219966159053, 0.21835641221905225, 0.07855248791140228, 0.39547628904856963, 0.23564132301891905, 0.0, 0.0, 0.029366923188616233, 0.0, 0.0027090770015298317, 0.02476146397037881, 0.07876219664748561, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0038490339973041784, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.106944632462434, 0.0, nan, 0.4216417910447761, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7727743580124816, 0.6527756882804273, 0.30381408920383496, 0.9603385080629201, 0.264893001735107, 0.8403223399492613, 0.0328537170263789, 0.7397555715312725, 0.6975800957060526, 0.32010608997245743, 0.16265099153801435, 0.9116938341601701, 0.25155506769118186, nan, 0.0, 0.03261439225962508, nan, 0.0030136500620457367, 0.03396079005835104, 0.2677403922819327, nan, nan, nan, 0.0, nan, nan, nan, 0.004212769445127449, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20423991726990692, nan, nan, 0.5220471228376367, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0207        | 690.0 | 6900 | 3.8334          | 0.0744   | 0.2065        | 0.4211           | [0.5025129002071587, 0.5639846015743681, 0.30607679625664425, 0.35261096795795666, 0.17863105940015803, 0.42825162581290643, 0.028071341873535938, 0.1372938411152276, 0.5975412185902009, 0.1879914700786352, 0.07025469981807156, 0.3924673021863613, 0.22558070873995578, 0.0, 0.0, 0.024576784109458395, 0.0, 0.0026239958788776383, 0.023871330804000945, 0.07872541258145058, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005274945482407025, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09970201142289546, 0.0, 0.0, 0.40686938323279576, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.765721447328036, 0.6143843087106966, 0.31083784910379325, 0.9587314655752499, 0.26226007774355387, 0.8516888026662687, 0.02808849694437998, 0.6890399320305862, 0.7184125940828971, 0.2877690502907273, 0.1496673341515406, 0.9119111741081974, 0.24055684612700926, nan, 0.0, 0.027010683329973795, nan, 0.002889558588902677, 0.03210527600771503, 0.2748631265614203, nan, nan, nan, 0.0, nan, nan, nan, 0.005868371444963528, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2076008273009307, nan, nan, 0.508957445716339, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0981        | 700.0 | 7000 | 3.8103          | 0.0729   | 0.2052        | 0.4196           | [0.5052781799955447, 0.5688994107202594, 0.3006372975323405, 0.3543077620098505, 0.17862790386752048, 0.42596050041277705, 0.03018208257916802, 0.14188269189025635, 0.5554154976348283, 0.19005847953216373, 0.07584514044245588, 0.3954363928883517, 0.21972074207616635, 0.0, 0.0, 0.02485146147195703, 0.0, 0.002422550576759558, 0.0232024253894818, 0.07840461495518407, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004563555503880476, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0966557911908646, 0.0, 0.0, 0.4179904928289928, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]         | [0.7735203594448045, 0.6236272002407101, 0.3074128108934278, 0.9595864438445523, 0.2605754099022153, 0.8341541063522857, 0.03018488435058405, 0.7048558917717797, 0.6569250623211523, 0.29174742425788025, 0.15767715263871843, 0.9150956768249469, 0.23386005667168713, nan, 0.0, 0.027232412819995968, nan, 0.00267683034922886, 0.03232500793476403, 0.26875033221708394, nan, nan, nan, 0.0, nan, nan, nan, 0.005147119088599295, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.18381592554291623, nan, nan, 0.5281043067604333, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0162        | 710.0 | 7100 | 3.8549          | 0.0729   | 0.2066        | 0.4200           | [0.5054046672448164, 0.5403135498320268, 0.2965074403750764, 0.346386244138127, 0.18044234334612938, 0.4219967135384654, 0.02872421814022859, 0.1440656481419708, 0.5976206814642773, 0.19320551631348806, 0.06896452264205365, 0.39534362735743384, 0.23146301343737832, 0.0, 0.0, 0.02660140065266014, 0.0, 0.0025928164667705913, 0.024119842085338815, 0.07829170568459189, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005161346921468571, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09643213572854291, 0.0, 0.0, 0.40938446818689206, 0.0, 0.0, 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, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.7651736691334448, 0.5852499247780953, 0.3031610393219397, 0.9648271439767573, 0.26901556216121697, 0.8367407849574691, 0.0287537711766071, 0.7056401542382851, 0.725995334931106, 0.2929715393246965, 0.1544473871196951, 0.9005055516182376, 0.2478577932079068, nan, 0.0, 0.029248135456561176, nan, 0.002889558588902677, 0.03266681315461803, 0.27108914048796046, nan, nan, nan, 0.0, nan, nan, nan, 0.005786410949922137, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.1998448810754912, nan, nan, 0.5271289974847287, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]           |
| 0.0558        | 720.0 | 7200 | 3.8465          | 0.0771   | 0.2099        | 0.4250           | [0.5075710780285729, 0.589164891151342, 0.2986792109010657, 0.35261278391633527, 0.1795206640502644, 0.4245596376446905, 0.0264800877775889, 0.14369941576888032, 0.5946476025998889, 0.21131900212314225, 0.0766879954159106, 0.39588146130713553, 0.2312921372953189, 0.0, 0.0, 0.029099567414300774, 0.0, 0.0026899691210645273, 0.026277009392255385, 0.07749732845682636, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005446464881194446, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10547770700636942, 0.0, nan, 0.4241235596960039, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        | [0.7636198547215496, 0.6513182638784414, 0.3074544949284424, 0.9630380227835876, 0.2620986724413897, 0.8392777197433219, 0.026510404579562157, 0.7008692242337102, 0.7120642529076525, 0.3249005406508212, 0.15561010270654352, 0.9230238601464682, 0.2468196632033969, nan, 0.0, 0.03227171941140899, nan, 0.002995922708739585, 0.036133694670280034, 0.27369372242598206, nan, nan, nan, 0.0, nan, nan, nan, 0.006147037128104254, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2140641158221303, nan, nan, 0.5328268569375288, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0827        | 730.0 | 7300 | 3.8448          | 0.0725   | 0.2066        | 0.4187           | [0.4974839378238342, 0.5354029984568034, 0.30146292271107444, 0.34764077578132385, 0.17841068499284896, 0.40816792974858657, 0.034615503301857684, 0.1394486065328139, 0.6045761043517855, 0.17785733585517427, 0.08029148504309054, 0.39771993526259736, 0.2183205741053565, 0.0, 0.0, 0.028753231987970588, 0.0, 0.0024086647268024572, 0.02285216339741424, 0.07947421315424251, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004671078240560529, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10078203834510595, 0.0, 0.0, 0.40904973649538867, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.767430856324387, 0.5839382428163081, 0.3073711268584132, 0.9608055795248538, 0.262586250958344, 0.8439287668507188, 0.03471029627910575, 0.7603097836742696, 0.723710893977893, 0.26859124757727226, 0.15586848394806538, 0.8963571934798016, 0.23259643121537793, nan, 0.0, 0.03160653094134247, nan, 0.0026413756426165572, 0.03137283625088503, 0.2648168819433371, nan, nan, nan, 0.0, nan, nan, nan, 0.005311040078682075, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20656670113753878, nan, nan, 0.5099840870591859, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]          |
| 0.0443        | 740.0 | 7400 | 3.8271          | 0.0776   | 0.2101        | 0.4272           | [0.5087987639360839, 0.5899426528762505, 0.29930417897164124, 0.35696465879739414, 0.1797385097022565, 0.43035002386819593, 0.021584291647010603, 0.13956567273302112, 0.6092215465619798, 0.207703359102415, 0.0814789802464967, 0.3991113529934976, 0.23328796733648227, 0.0, 0.0, 0.027861240098333788, 0.0, 0.002589928057553957, 0.024752655317910665, 0.0764445593770652, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00471231601605678, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.11380400421496312, 0.0, nan, 0.42583236706973665, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       | [0.7678635371551342, 0.6548489920264781, 0.30839933305543976, 0.9616843071905256, 0.26390775686981316, 0.8296274187932149, 0.021590469559836, 0.6924057251160055, 0.7363915451637985, 0.30970111190451904, 0.15586848394806538, 0.9285896527285613, 0.24795990435589138, nan, 0.0, 0.03084055633944769, nan, 0.0028718312355965254, 0.033228350301521034, 0.28283633657577206, nan, nan, nan, 0.0, nan, nan, nan, 0.005311040078682075, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2233712512926577, nan, nan, 0.5278476464247215, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0309        | 750.0 | 7500 | 3.8323          | 0.0726   | 0.2101        | 0.4226           | [0.5045083630764924, 0.5632677634359936, 0.29661806399351964, 0.34995296331138287, 0.17958512910070107, 0.4062931732647325, 0.023730437066448312, 0.14477466989960316, 0.6080041802883327, 0.2106049775813893, 0.08098320728111781, 0.3956758707518424, 0.2201100028863731, 0.0, 0.0, 0.030137876272287593, 0.0, 0.0027136826736915607, 0.02446944010907199, 0.07926354779468983, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004409338453227432, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10452120904241809, 0.0, 0.0, 0.4149140343862455, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     | [0.7682663779285884, 0.620199902211524, 0.30527303042934556, 0.9600455988410295, 0.2638371420501163, 0.8484803263194548, 0.023764214434903688, 0.7355728383765767, 0.7274782176551216, 0.33061307762929715, 0.16323234933143854, 0.9117127332860855, 0.23360477880172567, nan, 0.0, 0.03366256803063898, nan, 0.003031377415351888, 0.033301594277204034, 0.27071705735395735, nan, nan, nan, 0.0, nan, nan, nan, 0.004950413900499959, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2127714581178904, nan, nan, 0.5326728607361019, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      |
| 0.0337        | 760.0 | 7600 | 3.8178          | 0.0737   | 0.2078        | 0.4229           | [0.5014347491657869, 0.5553838804222921, 0.3034435021034664, 0.3579621185030632, 0.17969277071236303, 0.41706279709782335, 0.02410392741773443, 0.14268762401276117, 0.6100376077478616, 0.1927638592750533, 0.07909133364467276, 0.3939000065397947, 0.23343269345415524, 0.0, 0.0, 0.026169548162138602, 0.0, 0.0027546016177313545, 0.025574075398812506, 0.07690053066765395, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0037852215596866595, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10240733664501338, 0.0, 0.0, 0.4130232181206694, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.7683857381577601, 0.6066834662253648, 0.3136932055022926, 0.958873961953467, 0.264210391811371, 0.8292294682385714, 0.0241277945385627, 0.7190706489771911, 0.7346201014772719, 0.295113740691625, 0.15315548091208578, 0.9106543822348216, 0.24989150690526638, nan, 0.0, 0.029046563192904655, nan, 0.0030668321219641907, 0.034912961742230034, 0.2649763461436241, nan, nan, nan, 0.0, nan, nan, nan, 0.004245553643144004, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.2078593588417787, nan, nan, 0.5232277603819105, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]           |
| 0.0635        | 770.0 | 7700 | 3.8449          | 0.0726   | 0.2084        | 0.4233           | [0.49918442748472447, 0.5607539650159545, 0.30449444301203676, 0.3557284382625385, 0.17941550365856182, 0.41509433962264153, 0.03296304587807533, 0.14735331485711653, 0.6091311499525255, 0.18503118503118504, 0.07787058402938023, 0.39652961862083463, 0.22788849059681482, 0.0, 0.0, 0.027110556850837717, 0.0, 0.002732022175712163, 0.024375870566805957, 0.07680547911698159, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004103612618968769, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10246753246753247, 0.0, 0.0, 0.41513391416585993, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] | [0.7677441769259625, 0.6138624567474048, 0.3117757398916215, 0.9625076195980019, 0.26244165870848857, 0.8448490275083321, 0.03303163920476522, 0.731455460427423, 0.7302035156343932, 0.2814444557788432, 0.15477036367159744, 0.9089062130876447, 0.24370527318986718, nan, 0.0, 0.030235839548478128, nan, 0.003031377415351888, 0.03332600893576503, 0.26704938074735557, nan, nan, nan, 0.0, nan, nan, nan, 0.004671748217359233, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20398138572905894, nan, nan, 0.5283096350290026, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]       |
| 0.0498        | 780.0 | 7800 | 3.8291          | 0.0735   | 0.2087        | 0.4229           | [0.5022543260390749, 0.5590297908158226, 0.3024086062452399, 0.35384731930317326, 0.17970538083470872, 0.4098139400366336, 0.023894899536321484, 0.14839261949187113, 0.6052715846775808, 0.18922623535055857, 0.07586686914705137, 0.39468503136262684, 0.23252584662407777, 0.0, 0.0, 0.029775240297752404, 0.0, 0.0026618211957474616, 0.023192630177408326, 0.07676828352605497, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004621764045267371, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10620915032679738, 0.0, 0.0, 0.4127314166899916, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.7650223374143164, 0.6119960132390552, 0.30895512018896765, 0.9614151473650044, 0.26507794531050344, 0.845843903894941, 0.023918929372630928, 0.7250833278870662, 0.7272457657686543, 0.2816484749566459, 0.15489955429235838, 0.9168627450980392, 0.24793437656889525, nan, 0.0, 0.033219109050594636, nan, 0.0029604680021272822, 0.031470494885129034, 0.2717269972891086, nan, nan, nan, 0.0, nan, nan, nan, 0.005261863781657241, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.21845915201654603, nan, nan, 0.529849597043273, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]     |
| 0.0449        | 790.0 | 7900 | 3.8492          | 0.0732   | 0.2075        | 0.4223           | [0.5014079093590461, 0.5596447135921497, 0.3024270818415543, 0.36038014519929984, 0.17921434098176564, 0.41699855735440994, 0.021078749652165846, 0.14494021580635755, 0.6073220366303318, 0.1779608650875386, 0.07636588763349327, 0.3933589124924219, 0.22892724126105576, 0.0, 0.0, 0.02855013993384945, 0.0, 0.0026251340579130185, 0.02343974175035868, 0.07456745880210322, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0045611189945266575, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.09872448979591837, 0.0, 0.0, 0.41213113444874816, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.767430856324387, 0.6134769444862344, 0.30809365013199946, 0.96002184944466, 0.2640288108464363, 0.8411431129682136, 0.02109538175910884, 0.7308345859747729, 0.7248170443341857, 0.26440885443231665, 0.15935663070861056, 0.9135553980628396, 0.2442541206102843, nan, 0.0, 0.03166700262043943, nan, 0.0029072859422088282, 0.03190995873922703, 0.26986658161909316, nan, nan, nan, 0.0, nan, nan, nan, 0.0051635111876075735, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20010341261633918, nan, nan, 0.5297982649761306, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]        |
| 0.0342        | 800.0 | 8000 | 3.8271          | 0.0744   | 0.2072        | 0.4220           | [0.501232010557704, 0.5516945572424972, 0.30339537001175504, 0.3561498486096415, 0.17926212776450925, 0.41521929122712, 0.022357896363847135, 0.14456232554795104, 0.6096779598538923, 0.1801962533452275, 0.07653157994562812, 0.39338028513437506, 0.23253295537338806, 0.0, 0.0, 0.028717201166180758, 0.0, 0.0026822920824485495, 0.02444039190445541, 0.07505241709240174, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004311856875584659, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10147744945567652, 0.0, 0.0, 0.41222728555873694, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]      | [0.767430856324387, 0.601685910937265, 0.3102056412394053, 0.9619138846887642, 0.2639985473522805, 0.8389792568273392, 0.022379515742244914, 0.7226651852820077, 0.7291534743541445, 0.2678771804549628, 0.1563852464311091, 0.9120623671155209, 0.24849598788281044, nan, 0.0, 0.03176778875226769, nan, 0.002978195355433434, 0.033374838252887035, 0.27018551001966723, nan, nan, nan, 0.0, nan, nan, nan, 0.004835669207442013, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20243019648397104, nan, nan, 0.5247163903290385, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 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_800_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\_800\_230609
================================================


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


* Loss: 3.8271
* Mean Iou: 0.0744
* Mean Accuracy: 0.2072
* Overall Accuracy: 0.4220
* Per Category Iou: [0.501232010557704, 0.5516945572424972, 0.30339537001175504, 0.3561498486096415, 0.17926212776450925, 0.41521929122712, 0.022357896363847135, 0.14456232554795104, 0.6096779598538923, 0.1801962533452275, 0.07653157994562812, 0.39338028513437506, 0.23253295537338806, 0.0, 0.0, 0.028717201166180758, 0.0, 0.0026822920824485495, 0.02444039190445541, 0.07505241709240174, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004311856875584659, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.10147744945567652, 0.0, 0.0, 0.41222728555873694, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
* Per Category Accuracy: [0.767430856324387, 0.601685910937265, 0.3102056412394053, 0.9619138846887642, 0.2639985473522805, 0.8389792568273392, 0.022379515742244914, 0.7226651852820077, 0.7291534743541445, 0.2678771804549628, 0.1563852464311091, 0.9120623671155209, 0.24849598788281044, nan, 0.0, 0.03176778875226769, nan, 0.002978195355433434, 0.033374838252887035, 0.27018551001966723, nan, nan, nan, 0.0, nan, nan, nan, 0.004835669207442013, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.20243019648397104, nan, nan, 0.5247163903290385, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]


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


More information needed


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


More information needed


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


More information needed


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


### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 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: 800


### 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: 800 ### 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: 800 ### Training results ### Framework versions


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