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# segformer-b0-scene-parse-150_epoch_900_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: 3.4853
- Mean Iou: 0.0669
- Mean Accuracy: 0.1929
- Overall Accuracy: 0.4365
- Per Category Iou: [0.41420435726910076, 0.19922418699867508, 0.9114084098598356, 0.31411144995841417, 0.17876560594261492, 0.6577098024114943, 0.0, 0.31084779968459025, 0.3282288355966484, 0.0, 0.0, 0.3181820454988723, 0.46052157525704623, 0.0, 0.013076710562666911, 0.010474772205255055, 0.12349715714059392, 0.4422356346339384, 0.004824618594340853, 0.17492076826148384, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00854020089384486, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1399318617361062, nan, 0.0, 0.005856997137310388, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030559050871831746, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
- Per Category Accuracy: [0.7324458311845484, 0.2116409644063921, 0.949747164413643, 0.8669722873293809, 0.6705212334613743, 0.9198263240268592, 0.0, 0.6028946443220439, 0.504714419706768, 0.0, 0.0, 0.8396104410250996, 0.836917652984135, nan, 0.02453351762266759, 0.03516651131260063, 0.1368339444531128, 0.8326996197718631, 0.005648184269891616, 0.49425473377569185, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.02906845394984562, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16436015006252605, nan, 0.0, 0.006742168857240256, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 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: 900

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
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| 3.5564        | 10.0  | 100  | 3.6786          | 0.0763   | 0.1532        | 0.4008           | [0.3237571005486236, 0.1819869012987426, 0.8388003674607197, 0.2046329426484266, 0.2064952087487558, 0.5049551654117774, 0.0, 0.28120722142592564, 0.005168448609106256, 0.0, 0.0, 0.36343356575357355, 0.2727039287854147, 0.0, 0.00034180730613116855, 0.0, 0.3289629240769431, 0.2608504559938468, 0.0, 0.04142997803529501, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                          | [0.691248765798428, 0.23268209649145094, 0.8535326470173459, 0.8523852199090032, 0.8383882842509603, 0.9458019891957389, 0.0, 0.40925817414742766, 0.0059591393451293734, 0.0, 0.0, 0.8384755469925308, 0.6418534374213044, nan, 0.0003455425017277125, 0.0, 0.3758240365111562, 0.3008871989860583, 0.0, 0.0590171009332686, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                  |
| 2.8466        | 20.0  | 200  | 3.3233          | 0.0749   | 0.1449        | 0.3714           | [0.30315342230959896, 0.22056613719150006, 0.8587456682436991, 0.1970055610153647, 0.12114191994259649, 0.5098158231689757, 0.0, 0.23231994986276092, 0.0042415031776733905, 0.0, 0.0, 0.34624794805575015, 0.3322935779816514, nan, 0.0, 0.0, 0.040977845553562986, 0.23341790503805726, 0.0, 0.1211531443863277, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                       | [0.6297835838881302, 0.2849063794110922, 0.9076092431049418, 0.9065352268027024, 0.47287131882202305, 0.9682519647935915, 0.0, 0.4691784835345131, 0.004330072849596965, 0.0, 0.0, 0.8740135659426219, 0.6384789725509947, nan, 0.0, 0.0, 0.04690669371196755, 0.29928179129700044, 0.0, 0.16119113125101148, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                  |
| 1.6728        | 30.0  | 300  | 3.1809          | 0.0752   | 0.1579        | 0.3684           | [0.2784787110327984, 0.2357294967018127, 0.854388001071333, 0.22850119095923574, 0.12023585373104746, 0.4615369313886966, 0.0, 0.21540863687891687, 0.031175907117672236, 0.0, 0.0, 0.3227431805207377, 0.4472786060714927, 0.0, 0.0, 0.0, 0.0, 0.36917152999217856, 0.0, 0.2709572901325479, 0.0, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                            | [0.5516913420597755, 0.27673077411651126, 0.9254386848520257, 0.9278367572039157, 0.48547535211267606, 0.9761784554282156, 0.0, 0.59012070784015, 0.03236271059739491, 0.0, 0.0, 0.8579666921797884, 0.627046084109796, nan, 0.0, 0.0, 0.0, 0.5184621884241656, 0.0, 0.4962507417597238, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                                       |
| 1.4223        | 40.0  | 400  | 3.0832          | 0.0830   | 0.1784        | 0.4031           | [0.31830718923273776, 0.23510948587349267, 0.8612539745336791, 0.3269989049786643, 0.12847868753459815, 0.46652837563999566, 0.0, 0.2665767615530096, 0.19205171500055462, 0.0026236780179059263, 0.0, 0.29266868335299406, 0.45844117429564446, 0.0, 0.0, 0.0, 0.0, 0.5318154954549292, 0.0, 0.23473278085975846, 0.0, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                       | [0.6092122619383897, 0.27441884098473107, 0.9473255837379374, 0.9181442161864056, 0.5107634443021767, 0.9821780178724693, 0.0, 0.7714168522207899, 0.21978293217864725, 0.002633507995547471, 0.0, 0.9920293488875399, 0.6244774615965751, nan, 0.0, 0.0, 0.0, 0.7983523447401775, 0.0, 0.5546744349139558, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                                    |
| 1.1878        | 50.0  | 500  | 3.0045          | 0.0892   | 0.1807        | 0.4012           | [0.2977591245271764, 0.20317578834714653, 0.882798761979787, 0.2607702791743012, 0.1681775712734527, 0.5410172664069066, 0.0, 0.19395998096194345, 0.40091726756185186, 0.004298246803433174, 0.0, 0.31899822811810846, 0.5175554819476648, 0.0, 0.0, 0.0, 0.0013351475465600816, 0.4831250449758929, 0.0, 0.18647497084097023, 0.0, 0.0, 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, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                          | [0.5381481663846251, 0.2073981860216966, 0.952736869673832, 0.7966634496070591, 0.7106274007682458, 0.9533834839534845, 0.0, 0.6972694245868979, 0.5548276080931459, 0.004303206363858497, 0.0, 0.9907097046636227, 0.6295643414756988, nan, 0.0, 0.0, 0.0015310500858168202, 0.8509083227714407, 0.0, 0.42261423099746454, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                                    |
| 1.0422        | 60.0  | 600  | 2.9537          | 0.0883   | 0.1746        | 0.3912           | [0.2950262693914258, 0.20375533779515217, 0.8653710668646557, 0.2939437241666827, 0.14325114160428354, 0.5361965079972557, 0.0, 0.2410961368164711, 0.26736489393842294, 0.030339526638429166, 0.0, 0.36825240568011225, 0.5217141594875193, 0.0, 0.0, 0.01824134705332086, 0.0, 0.4934554658310233, 0.0, 0.09229012717642955, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.04364343958487769, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                           | [0.5168978716015725, 0.2179619420238307, 0.9650865281946934, 0.7388046325658348, 0.6740556978233034, 0.9667121051480116, 0.0, 0.8168053439587484, 0.4119069951128005, 0.030434664567100155, 0.0, 0.9873050225659162, 0.5947620246789221, nan, 0.0, 0.019828828065418184, 0.0, 0.8648500211237854, 0.0, 0.15698333063602524, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.07093907673770615, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                                    |
| 1.0892        | 70.0  | 700  | 2.8308          | 0.0957   | 0.1897        | 0.4175           | [0.3114481993573125, 0.2334878005309419, 0.8772920507129153, 0.3027194701885931, 0.16452377425566583, 0.5340730038947256, 0.0, 0.254071398899599, 0.3164796332553364, 0.004736899090515375, 0.0, 0.32508766031029346, 0.5394934705184012, 0.0, 0.0, 0.027035573122529643, 0.09139139962840574, 0.42321629124197413, 0.0, 0.24028513329311077, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04479988152097449, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                            | [0.5849739683888907, 0.2529458093036254, 0.9395934484356427, 0.8772645801737212, 0.5925629534784465, 0.9611669275172077, 0.0, 0.7024375952185632, 0.4673798827918392, 0.004751174218771211, 0.0, 0.9824487318219008, 0.6866280533870561, nan, 0.0, 0.05796118972968393, 0.10289241691371509, 0.8437684833122095, 0.0, 0.5800830770890651, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.09112131937645906, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                      |
| 0.8649        | 80.0  | 800  | 2.9688          | 0.0908   | 0.1831        | 0.4043           | [0.3103883752695091, 0.18591985873795025, 0.8832280622603204, 0.30913340785237725, 0.17693326816217328, 0.553187044872698, 0.0, 0.2273640382473255, 0.2869701825776946, 0.0027269397224219567, 0.0, 0.3669891827514592, 0.5731015628187864, nan, 0.0, 0.016738798370672096, 0.004250080339644333, 0.4696488606649234, 0.0, 0.11293546925393821, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.05944704175399, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                             | [0.5700547065515695, 0.1968801605650263, 0.946555996534843, 0.7950158555080656, 0.7338615023474179, 0.9581881826290368, 0.0, 0.8396109223016525, 0.4495870915873878, 0.002728531479922895, 0.0, 0.9840586977750798, 0.7073784940820952, nan, 0.0, 0.044572493856452844, 0.0045785223903885165, 0.8498521335023236, 0.0, 0.22856988725252197, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.11107764138865879, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                   |
| 0.7824        | 90.0  | 900  | 2.9549          | 0.0853   | 0.1852        | 0.3933           | [0.3013394536300939, 0.20819139229827563, 0.8863391490085628, 0.3038444605737539, 0.16273741799330183, 0.5417889297625352, 0.0, 0.3001905555077784, 0.21885092001502066, 0.002986290213112529, 0.0, 0.34707825651209623, 0.523630014681957, 0.0, 0.0, 0.019218436873747496, 0.0004309811435081865, 0.4986577686344364, 0.0, 0.16794915226895094, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.037969448680503504, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                        | [0.5501908639281429, 0.23072584537994462, 0.9446582186675262, 0.7041500068936991, 0.7569755655142979, 0.9554955318826678, 0.0, 0.7772412984882222, 0.3493536625787206, 0.002986452366084761, 0.0, 0.987133468816807, 0.6646184840090658, nan, 0.0, 0.0812642996356241, 0.000492471524418786, 0.8397127165188002, 0.0, 0.5616334897772024, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.11062580013555237, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                                      |
| 0.5557        | 100.0 | 1000 | 2.8922          | 0.0822   | 0.1826        | 0.4015           | [0.3151455721652757, 0.19853964520239145, 0.8914886762058183, 0.297435280083612, 0.18460326043947348, 0.5353995375429743, 0.0, 0.26310028036563005, 0.2363186222719997, 0.0, 0.0, 0.35826900928716704, 0.5322224041925975, 0.0, 0.0, 0.02683083708536249, 0.09115559084218981, 0.48710951526032314, 0.0007627949776610043, 0.11218332511563475, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.06629256635657592, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005010359766434357, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                         | [0.5788398893948071, 0.20585859099108256, 0.9476680701895763, 0.7494278229698056, 0.7467056124626548, 0.9605358374985274, 0.0, 0.6675495136528771, 0.36754137899421013, 0.0, 0.0, 0.9646995170102141, 0.6546965499874087, nan, 0.0, 0.09897466316413864, 0.09572963800904978, 0.8596958174904943, 0.0010685754024119273, 0.25775476074877274, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.23397846223360194, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.011019968514375674, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                                 |
| 0.3739        | 110.0 | 1100 | 3.0364          | 0.0819   | 0.1902        | 0.3970           | [0.3293343334509942, 0.1832186022590153, 0.8923614436599484, 0.31107783067216366, 0.16084777915059842, 0.5659221269313957, 0.0, 0.28588793300191506, 0.2604381473428257, 0.0, 0.0, 0.3591202766450013, 0.5517716384786102, 0.0, 0.0, 0.036257915245981494, 0.009335392057175615, 0.3732613550440486, 0.0291375499144324, 0.1526250543364513, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.07832660372203164, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.006243142003102653, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.001060237178983743, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                           | [0.5802911290385279, 0.18825233098752572, 0.9385498720712372, 0.7531917827106025, 0.6875933632095604, 0.948932195688393, 0.0, 0.6752959099964843, 0.39278133132109533, 0.0, 0.0, 0.9785029955923883, 0.7262654243263662, nan, 0.0, 0.20184730107617999, 0.010878257138399126, 0.8967891846218843, 0.05544719032515223, 0.5114096132060204, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1942917388357557, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.006249763266542934, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0022371364653243847, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                                   |
| 0.3539        | 120.0 | 1200 | 2.9333          | 0.0834   | 0.1858        | 0.3901           | [0.3081882694646434, 0.21929302432748987, 0.8918412240053822, 0.30093646433223753, 0.16744717374548201, 0.5387386698648268, 0.0, 0.286134778453342, 0.32893471876522723, 0.0003665191540194934, 0.0, 0.17354250020413162, 0.5787453349920029, 0.0, 0.0, 0.032036654068316336, 0.013662484393954151, 0.4786460856925313, 0.02474256123428409, 0.21108154873760396, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.06352970159825086, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.044292567523164884, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.008071462753230181, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                      | [0.5378553269565173, 0.23212824877416732, 0.9507343312448375, 0.7755825175789328, 0.7272727272727273, 0.9487470759495801, 0.0, 0.659615609984765, 0.5284310890767918, 0.0003665191540194934, 0.0, 0.4487582147852939, 0.8200956937799043, nan, 0.0, 0.15227523091263453, 0.015047199251053207, 0.876425855513308, 0.03541564190850959, 0.6120192048335761, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.15535808419308683, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.051058672019999245, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.020962797249150716, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 0.4044        | 130.0 | 1300 | 2.9994          | 0.0856   | 0.1860        | 0.3878           | [0.34110203005536516, 0.19909726294740282, 0.8868168994986798, 0.2819678582019755, 0.17113325608342989, 0.6224714271980275, 0.0, 0.26933540974336867, 0.1901027624139153, 0.0014117391540424608, 0.0, 0.30337699226763454, 0.4803454906534691, 0.0, 0.0, 0.0326078161663565, 0.007268676400916801, 0.45387172116421126, 0.017580914754596565, 0.1893620910254067, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.062817180344102, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.00548195523069895, nan, 0.0, 0.09353746256542304, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.011215327614406355, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6035187378361498, 0.21045705139605192, 0.9486834417873764, 0.6816834413346201, 0.7386763764404609, 0.9261961259487387, 0.0, 0.6810148833938826, 0.2610526167321349, 0.0014117774821491597, 0.0, 0.8118451265538811, 0.7674641148325358, nan, 0.0, 0.17074824167443436, 0.008303752535496957, 0.8538234051542036, 0.019624472072866665, 0.5588822355289421, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1528729573010016, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.005502292621925802, nan, 0.0, 0.12658611416234233, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.02783992045737012, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.2831        | 140.0 | 1400 | 3.1055          | 0.0884   | 0.1955        | 0.4070           | [0.3329337673365412, 0.18827700030274325, 0.887871913609179, 0.3150213842588928, 0.16960852259136824, 0.5281487774419824, 0.0, 0.314271701814615, 0.30164777999606335, 0.0, 0.0, 0.34402336698867353, 0.5676538321683973, 0.0, 0.03750542613225293, 0.0302018158724185, 0.0, 0.4745738535054561, 0.012300546690964044, 0.2030579727907832, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.03648424543946932, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.02926748835483738, nan, 0.0, 0.053765665641995745, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.034967638467266166, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                             | [0.6096528168302334, 0.19591981911028683, 0.9540906984708988, 0.7956776506273266, 0.7376893939393939, 0.9573046566028846, 0.0, 0.6007734677135825, 0.45391716443698477, 0.0, 0.0, 0.9154767874581013, 0.7076303198186855, nan, 0.05597788527988943, 0.16320650792305738, 0.0, 0.8433460076045627, 0.018776396356666725, 0.7150024275772778, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.06792680171699676, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.029595664860358483, nan, 0.0, 0.06889890534449453, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.10116828237633607, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                   |
| 0.4915        | 150.0 | 1500 | 3.2020          | 0.0815   | 0.1945        | 0.3955           | [0.352519882308387, 0.17312765481779566, 0.8883865553368321, 0.27909027642771206, 0.17650814297263998, 0.5284072713572572, 0.0, 0.288408692780828, 0.24225705934925965, 0.0, 0.0, 0.33660269453919084, 0.5054852935816598, 0.0, 0.014894240548880347, 0.022166030020982407, 0.0, 0.46371673473051206, 0.004628034635614047, 0.225107232900036, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.05289403897152081, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.05020104303515267, nan, 0.0, 0.09061426936283862, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.032502535090996425, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                          | [0.6271920845243433, 0.17706867203577145, 0.9255635916755646, 0.6828553701916449, 0.7891191848058046, 0.9441274970128406, 0.0, 0.603914215399039, 0.35364142201284915, 0.0, 0.0, 0.9103037821003458, 0.6985142281541173, nan, 0.03731859018659295, 0.13964918227268874, 0.0, 0.8730882974228982, 0.006835490272571535, 0.7417597237956519, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1381881165750433, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.05256356815339725, nan, 0.0, 0.1439339418961403, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.10091971165796669, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                       |
| 0.4486        | 160.0 | 1600 | 3.1336          | 0.0829   | 0.1912        | 0.3957           | [0.3356481322228536, 0.1944368640598807, 0.8933369125010212, 0.31596530677802764, 0.1709189264005352, 0.5668536616321869, 0.0, 0.28937756656677865, 0.18759456070623834, 0.0, 0.0, 0.28832082804451914, 0.531236977914543, 0.0, 0.02331624918790154, 0.03960775434135126, 0.021825853824821956, 0.5017133545805277, 0.0, 0.2436529790903864, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.04890760726506976, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.11173052763819095, nan, 0.0, 0.12127916331456154, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0029553909808421124, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                           | [0.6321703548021779, 0.20273875155610885, 0.9252211052239258, 0.7119674617399697, 0.7905729833546735, 0.9395331616768483, 0.0, 0.6722254775577171, 0.285932905027539, 0.0, 0.0, 0.7763598933727467, 0.8347015865021405, nan, 0.041853835521769175, 0.1926955342767562, 0.023102278046497112, 0.8845373891001267, 0.0, 0.4343744942547338, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1399201747119512, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.11863276365152146, nan, 0.0, 0.18272035150183705, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                      |
| 0.3399        | 170.0 | 1700 | 3.0369          | 0.0879   | 0.1971        | 0.4169           | [0.35465006165564134, 0.22192204148181852, 0.9022010560739716, 0.2998635682935675, 0.17193865482166792, 0.5888893155103093, 0.0, 0.32550388442472944, 0.22579895859545884, 0.0, 0.0, 0.3270655551719035, 0.5736997121627954, 0.0, 0.025888310432135644, 0.020446125955702686, 0.060231147041017445, 0.4464190014791314, 0.004539800197494133, 0.2694023377803478, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.018233187686849107, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.07559272491068529, nan, 0.0, 0.09617740124527917, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004295835604141955, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.6745232289045473, 0.2379106221894769, 0.9404033281624594, 0.837887770577692, 0.6980100298762271, 0.9033927399404251, 0.0, 0.6294855267783898, 0.32905732762572376, 0.0, 0.0, 0.8750032991105597, 0.8633089901787963, nan, 0.0393054595715273, 0.10990594017456148, 0.06451864565454829, 0.8798056611744824, 0.006004376070695591, 0.7037276797755839, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0417953159123428, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.07761567319716549, nan, 0.0, 0.14275974394909283, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0111028254204988, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         |
| 0.2589        | 180.0 | 1800 | 3.1129          | 0.0827   | 0.1998        | 0.4068           | [0.36925965521451565, 0.20858740701510595, 0.897459332421929, 0.30550302846935745, 0.16543468667255076, 0.5754001552371563, 0.0, 0.28135699669766406, 0.21968500278758596, 0.0, 0.0, 0.3377920790226928, 0.557896505376344, 0.0, 0.03595826314804417, 0.04528224266110311, 0.03058097281204851, 0.4040198472690623, 0.01119882138626477, 0.22154662654882049, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.04182007465149938, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.15271918386131778, 0.0, 0.0, 0.08670448325620739, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.01172175797849585, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                            | [0.6426840677210613, 0.21813470186224942, 0.941644337893104, 0.7239280297807804, 0.6799909304310713, 0.923200551993403, 0.0, 0.6510019922653228, 0.33346497507034606, 0.0, 0.0, 0.9530998442819816, 0.8362125409216822, nan, 0.06638735314443676, 0.26116430810948227, 0.034058550475893276, 0.8806506125897761, 0.019081703614498704, 0.5719911528294762, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.12403042397770916, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16598582742809503, nan, 0.0, 0.1320025756600129, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03405418841660452, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.1902        | 190.0 | 1900 | 2.9817          | 0.0759   | 0.1909        | 0.4046           | [0.36248054709740934, 0.22186366635681018, 0.890683612233341, 0.32020681118620675, 0.15641194047086335, 0.5363098567514528, 0.0, 0.27395290605813755, 0.2380256887857681, 0.0, 0.0, 0.29289415915720257, 0.5383108147628239, 0.0, 0.003426892950391645, 0.011222155328115593, 0.06250711651820515, 0.3751341248139559, 0.021205761814246316, 0.20139970703806181, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.05124338691951849, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.1307085419511455, 0.0, 0.0, 0.08042833302429074, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.010833461086412182, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.6259507563290894, 0.23405909402708264, 0.9442714104397929, 0.8060664552598925, 0.5780916559965856, 0.9520287440467174, 0.0, 0.5872377827258878, 0.3631830972009676, 0.0, 0.0, 0.7712000844572303, 0.9270712666834551, nan, 0.005442294402211472, 0.03948817896788408, 0.06959451552504291, 0.915758343895226, 0.03273572264531777, 0.4672816529103954, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1509902854130582, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.14364318466027512, nan, 0.0, 0.13143441536305442, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.03513132819620515, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       |
| 0.1791        | 200.0 | 2000 | 2.8306          | 0.0884   | 0.2041        | 0.4287           | [0.35994405187476225, 0.2341001160158999, 0.9007476628343671, 0.3147839201690004, 0.20708885331880258, 0.5380854457928841, 0.0, 0.29622011613372784, 0.29237011605141444, 0.0, 0.0, 0.28011499372393406, 0.6386042539978264, 0.0, 0.025213270142180094, 0.04614043204384498, 0.2136398338930543, 0.4400792198566293, 0.008253049319427259, 0.24474556154492855, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.04100038234037289, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.1790003002101471, 0.0, 0.0, 0.12338709677419354, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.007916255871948037, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.6155484778828487, 0.2501714895454892, 0.9460926325120373, 0.8402729904866951, 0.6488209560392659, 0.9621850860806785, 0.0, 0.6582210242587601, 0.43599743298612825, 0.0, 0.0, 0.7303438992847529, 0.8286577688239738, nan, 0.051701796821008984, 0.21972714176764682, 0.2360498907785926, 0.8636670891423743, 0.012670251200027138, 0.5339591088094082, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.13728443406883048, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1988328470195915, nan, 0.0, 0.19703799098518995, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.022619935371613224, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1415        | 210.0 | 2100 | 3.0545          | 0.0822   | 0.1919        | 0.4052           | [0.3691573824605619, 0.20567899091592895, 0.8952387170112753, 0.3062048118511531, 0.17739330580350668, 0.6074484291064863, 0.0, 0.25357042002490615, 0.24290190340791454, 0.0, 0.0, 0.2668242864455115, 0.5922635171741251, 0.0, 0.011739693104085782, 0.04983934059793238, 0.02811937857726901, 0.43789619029686816, 0.005841268246112102, 0.2188436104674165, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.05966529872621649, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, 0.17106541765460412, nan, 0.0, 0.10150527438663032, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.01524296100833731, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.6544080108428333, 0.21674754198318133, 0.939271108245865, 0.7877016407003998, 0.7339548655569782, 0.8925211625519598, 0.0, 0.641907887026837, 0.37231574270622503, 0.0, 0.0, 0.7223072659610968, 0.8258876857214807, nan, 0.01645646164478231, 0.12092195576646048, 0.0335368232173506, 0.8842839036755387, 0.007887104160659464, 0.4177590764417112, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.16861209428420815, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.183451438099208, nan, 0.0, 0.16219082610507177, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.04499130002485707, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         |
| 0.2385        | 220.0 | 2200 | 3.1428          | 0.0816   | 0.1941        | 0.4095           | [0.3629760442926753, 0.21767472563742882, 0.8933709417541497, 0.30600354162436677, 0.17734346496911443, 0.5950372632343206, 0.0, 0.2722609845304614, 0.28417112568141284, 0.0, 0.0, 0.25944960457266747, 0.6312111801242236, 0.0, 0.024723168000981566, 0.05153950572062658, 0.009041034417524208, 0.4586585227915394, 0.007578603862296983, 0.18839175798672075, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.020506216256377236, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.14204411649266033, nan, 0.0, 0.073195849746402, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0009131228802504566, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.6503678633346895, 0.2278702268743172, 0.940540322743115, 0.8207776092651317, 0.7520539906103286, 0.9378839130946972, 0.0, 0.6612562990741826, 0.39887446314854125, 0.0, 0.0, 0.6948454696613793, 0.900831024930748, nan, 0.03481340704906703, 0.20269468689094144, 0.010020088937431736, 0.8565694972539079, 0.011974829112743186, 0.5035874197550845, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.062354092928684386, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1508545227177991, nan, 0.0, 0.10768531495019128, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.00231999337144751, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.1035        | 230.0 | 2300 | 3.2360          | 0.0763   | 0.1879        | 0.4042           | [0.3600189757060286, 0.22762345679012347, 0.894919896780783, 0.29059787580470214, 0.17535276729741814, 0.6235436826289527, 0.0, 0.2831132001155371, 0.24853869041338708, 0.0, 0.0, 0.23583173750179376, 0.5510839197934717, 0.0, 0.022498703991705546, 0.057345770616917535, 0.011502992562134426, 0.4873610439826003, 0.007201135154310039, 0.1952267843004185, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.026306184169360727, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.10018033227180294, 0.0, 0.0, 0.07999805594031736, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.002723867892407218, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.6627785537878651, 0.24282919641269277, 0.9320386002377259, 0.8255756238797739, 0.7271260136577038, 0.9515911883004325, 0.0, 0.6317707722957928, 0.3322449382576746, 0.0, 0.0, 0.6289292406767135, 0.7848400906572651, nan, 0.03749136143745681, 0.22921786289297516, 0.013204088001248244, 0.8520067596113223, 0.010329562223315297, 0.46555537573501643, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.07598463739739439, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.10883701542309296, nan, 0.0, 0.12469224650581417, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007291407738835032, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.1496        | 240.0 | 2400 | 3.0097          | 0.0784   | 0.1910        | 0.4073           | [0.3889578658230021, 0.24376854599406528, 0.8912788719615923, 0.32455820077679615, 0.14662068286699653, 0.6191540338764461, 0.0, 0.28838373594935895, 0.23494869974833837, 0.0, 0.0005897219882055602, 0.22105514771792242, 0.6146492236917769, 0.0, 0.015856856393644918, 0.050616662062689916, 0.06991780963539872, 0.42293472584856395, 0.0006159835409197866, 0.20138260887040052, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009904644724700092, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.15365862948996306, 0.0, 0.0, 0.11250821269172387, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005064415815193247, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] | [0.6576007380590188, 0.2754960493889891, 0.9499768317988597, 0.7782572728526127, 0.5165653008962868, 0.9372023358745225, 0.0, 0.6332005156451423, 0.35948067334748485, 0.0, 0.00137524557956778, 0.6346037108395577, 0.8613447494333921, nan, 0.04440221147201106, 0.26396068129819505, 0.07914163676080511, 0.8554288128432616, 0.0008480757161999423, 0.5405944867022712, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.024248813916710597, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1681533972488537, nan, 0.0, 0.18809893564637703, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.014168530947054437, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   |
| 0.2573        | 250.0 | 2500 | 3.1974          | 0.0758   | 0.1979        | 0.4099           | [0.3767209891447836, 0.24090054702184807, 0.8928985791131134, 0.3290788579197825, 0.16439063033729914, 0.6030306969086459, 0.0, 0.27953219461971013, 0.24396988705049782, 0.0, 0.00031387319522912746, 0.2952700230417025, 0.5012002837034208, 0.0, 0.040392203399887264, 0.05952129817444219, 0.006587593014362558, 0.4086193760134409, 0.0018024855326819087, 0.20101477391434114, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.015498119625362301, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1737924402692507, 0.0, 0.0, 0.08632429008761744, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005053917461690225, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    | [0.6663340909149806, 0.26113665811336095, 0.9550778653020932, 0.8008961808906659, 0.6033664105847204, 0.9369246562663032, 0.0, 0.6204382983710302, 0.33161728926156037, 0.0, 0.0008349705304518664, 0.7880387447544142, 0.9253588516746412, nan, 0.11761402902557015, 0.31082111685450386, 0.007601614916523639, 0.8836501901140684, 0.002578150177247825, 0.5086583589577601, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0487235484599744, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.19587328053355565, nan, 0.0, 0.12389682209007234, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.015494241445024443, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] |
| 0.1023        | 260.0 | 2600 | 3.0339          | 0.0751   | 0.1980        | 0.4213           | [0.3654379469037161, 0.24044139270226997, 0.8987657892933554, 0.2982917515859392, 0.16996047430830039, 0.5467939139028268, 0.0, 0.2726292636414857, 0.3545122482490533, 0.0, 0.0, 0.31806035574804126, 0.5264662935020686, 0.0, 0.035357432981316, 0.04810803523278807, 0.07411735285425239, 0.374025510659174, 0.0014253553397540928, 0.158528276175335, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.033625940010865524, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.2141466103251883, 0.0, 0.0, 0.09546480200352105, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.00553913344518122, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                | [0.631755714903972, 0.2617311552043901, 0.951250075548482, 0.8061629670481181, 0.5752374093043107, 0.9637333602598408, 0.0, 0.5897456931911402, 0.5222392259465863, 0.0, 0.0, 0.8780384808255695, 0.8716192394862755, nan, 0.07519868693849344, 0.18142530294042877, 0.07948295365891715, 0.8857625686523025, 0.0018148820326678765, 0.3388897879915844, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.08856088560885608, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.2429345560650271, nan, 0.0, 0.14582780955266847, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.017234236473610075, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       |
| 0.0473        | 270.0 | 2700 | 3.0300          | 0.0716   | 0.1956        | 0.4189           | [0.38510303220477965, 0.2435801521988783, 0.9026258163583395, 0.30037337420220833, 0.1753662824073909, 0.6005912687081114, 0.0, 0.30533481082792463, 0.2511159184792185, 0.0, 0.0, 0.3202303974576832, 0.5141272693475433, 0.0, 0.024484831795860296, 0.05201813769319198, 0.083275647551182, 0.355890836476592, 0.010480251346499103, 0.15589401586157173, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.02223755439974525, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.12678175185226973, 0.0, 0.0, 0.03647846681548429, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.001789913312041554, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                             | [0.674258895969441, 0.25973425471913825, 0.9450248806333985, 0.8052598924582931, 0.6559699103713188, 0.9025849447165144, 0.0, 0.5651001992265323, 0.3618290679059796, 0.0, 0.0, 0.9574414737786693, 0.8358096197431377, nan, 0.04608673116793366, 0.27607829844928394, 0.08974684038071462, 0.8809463455851289, 0.015842054378614922, 0.4665803528078977, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.06310716168386174, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.14051688203418092, nan, 0.0, 0.05075565319495474, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.004225702212279393, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1727        | 280.0 | 2800 | 3.1608          | 0.0706   | 0.1899        | 0.4097           | [0.3666349580452345, 0.2374423526584782, 0.8997086170516992, 0.2901136657689691, 0.1623867069486405, 0.5853782356544147, 0.0, 0.32232552484915183, 0.25526814526455976, 0.0, 0.0, 0.2887919717611366, 0.47285365395453693, 0.0, 0.032898502101793924, 0.028195043358764157, 0.050933184278332946, 0.383762143499899, 0.0015645131603165838, 0.22111416060840963, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006719578061211553, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.16922430905481753, 0.0, 0.0, 0.02230771439235164, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004012712272479214, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.6692080637094203, 0.26108584639617893, 0.9380663617865705, 0.8347097752654075, 0.6021927016645326, 0.8926473805556958, 0.0, 0.5903433727879995, 0.3514552288803165, 0.0, 0.0, 0.7838290796801183, 0.887383530596827, nan, 0.0720024187975121, 0.10083891195661385, 0.054649711343423314, 0.8828474862695395, 0.0020184202045558626, 0.5693477909046771, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.019956322012199715, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.18478532721967486, nan, 0.0, 0.029430703382447635, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01035711326539067, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.203         | 290.0 | 2900 | 3.0635          | 0.0733   | 0.1919        | 0.4135           | [0.35793156894964395, 0.2174988775422474, 0.8998304752459262, 0.3099160375279778, 0.1828724258953867, 0.598384120438766, 0.0, 0.2717973973822287, 0.2930287091620811, 0.0, 0.0, 0.28321336904363353, 0.5109879487014243, 0.0, 0.005572767875105621, 0.03835556700826577, 0.09174798842448215, 0.5013315913773178, 0.003024538449958259, 0.1839627915297064, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.04767601690169526, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.15076124699507765, 0.0, 0.0, 0.034496601955667706, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.002177759629780863, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                            | [0.6367573086760807, 0.23137623535987398, 0.9431714245421762, 0.7369019715979594, 0.6921814980793854, 0.9304454654078524, 0.0, 0.6726356498300715, 0.44239381095776414, 0.0, 0.0, 0.8037821003457468, 0.7986905061697306, nan, 0.011964409122322045, 0.1639691551563427, 0.11547725854267436, 0.8430080270384452, 0.003748494665603745, 0.4438150725575875, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.14104977784471723, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16469362234264276, nan, 0.0, 0.04556645581606757, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.005302841991880023, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0785        | 300.0 | 3000 | 3.1939          | 0.0702   | 0.1889        | 0.4047           | [0.3518135108909032, 0.19564548354477376, 0.9007581555989658, 0.31344969389730115, 0.17924835558898286, 0.5442074120958422, 0.0, 0.29207121555261567, 0.27809291706934464, 0.0, 0.0, 0.22345981442362187, 0.5306678355615392, 0.0, 0.01497027055553601, 0.034416516692617236, 0.07504896899550888, 0.4709938402132941, 0.001898751103147648, 0.22486896293523026, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.01976012921406234, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.16218360408009067, 0.0, 0.0, 0.02103186730753202, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.008296260670914993, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.6116586373378046, 0.20350092731383856, 0.9531156193968209, 0.814980008272439, 0.7120278489116517, 0.9550074889348883, 0.0, 0.6105941638345248, 0.42006643206228533, 0.0, 0.0, 0.629575866346433, 0.8536388818937295, nan, 0.036757083621285415, 0.14422506567240065, 0.08612400530503979, 0.8657372201098437, 0.0024085350340078363, 0.5184226142309974, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04330145342269749, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.17894956231763234, nan, 0.0, 0.02867315631983637, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0228685060899826, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.1573        | 310.0 | 3100 | 3.1177          | 0.0716   | 0.1861        | 0.4035           | [0.3886575138299183, 0.21333642770536526, 0.9112866309247636, 0.3105353840404279, 0.16959939834192594, 0.6278312894664593, 0.0, 0.2953211598558347, 0.2159111968561558, 0.0, 0.0, 0.16599133033942354, 0.5528847641144625, 0.0, 0.014982669300436062, 0.022650239414644644, 0.10477760797876619, 0.44919543213080715, 0.006312199958886054, 0.19463426980511264, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.06488337652721214, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1264862416487374, nan, 0.0, 0.02952766111888837, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004897349344253224, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6703820129212158, 0.22887121770280228, 0.9464955577492596, 0.7790293671584172, 0.6436593043107127, 0.9236212786725232, 0.0, 0.6356967069026134, 0.32043244310608676, 0.0, 0.0, 0.44923328670590407, 0.9001259128682951, nan, 0.03472702142363511, 0.10702482840437251, 0.12703814947729755, 0.8774397972116603, 0.008853910477127398, 0.49781518044991097, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.2111604789517283, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.13968320133388912, nan, 0.0, 0.043142305215711524, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01466567238379319, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0526        | 320.0 | 3200 | 3.0749          | 0.0713   | 0.1930        | 0.4163           | [0.37667919008181866, 0.18982347539199346, 0.911037112998191, 0.3084547206165703, 0.18180959651207632, 0.6071308259891549, 0.0, 0.2787062285698858, 0.24267106986698153, 0.0, 4.534941725998821e-05, 0.2786382986783599, 0.6222848788638262, 0.0, 0.0024113917472196236, 0.023760018146075913, 0.15527041622024002, 0.3718138064045315, 0.00029509208214290505, 0.17711293941660433, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.017784256559766762, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.20919523155197386, 0.0, 0.0, 0.032839041664361204, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004605953872726657, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]  | [0.644622509245174, 0.19850613551484972, 0.9557547797006265, 0.8276988832207363, 0.6162505335040547, 0.9402399824977702, 0.0, 0.604886909644908, 0.37104634024217376, 0.0, 9.823182711198428e-05, 0.7765050542373776, 0.9003777386048855, nan, 0.005010366275051832, 0.10651639691551563, 0.17594886097675144, 0.9040557667934094, 0.00037315331512797464, 0.5109780439121756, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04593719406581821, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.23480616923718217, nan, 0.0, 0.04496041816597856, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01126853923274505, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] |
| 0.1177        | 330.0 | 3300 | 3.1426          | 0.0669   | 0.1901        | 0.4094           | [0.37110213027062455, 0.22097002174958, 0.9022389967828971, 0.3160597485365016, 0.16872963267904215, 0.5619034382802146, 0.0, 0.28087333032415535, 0.23804254329884925, 0.0, 0.0, 0.24058242468838495, 0.40250158258933444, 0.0, 0.015114589679898767, 0.01957072840966706, 0.0756796124872869, 0.4158911520681511, 0.007991286837806005, 0.20225741004174344, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.04010777049782622, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.18839335696958387, 0.0, 0.0, 0.009754487064049463, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.006626295932278621, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6441741798552388, 0.2359188028759432, 0.9525958458408043, 0.8184544326485592, 0.6505281690140845, 0.9525672741959913, 0.0, 0.5906832298136646, 0.36105332195572604, 0.0, 0.0, 0.7119084694766291, 0.9286829513976328, nan, 0.02785936420179682, 0.04906363867468858, 0.08562665782493369, 0.8703844528939586, 0.010702715538443272, 0.46787506068943197, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1479780103923488, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.21042100875364736, nan, 0.0, 0.012310139767433052, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.017317093379733202, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0866        | 340.0 | 3400 | 3.1867          | 0.0718   | 0.1928        | 0.4205           | [0.3786445160544864, 0.21503848151470797, 0.9090335827495252, 0.2985295823292138, 0.1631632065070763, 0.6304697840448755, 0.0, 0.29903798931099235, 0.3202405130411293, 0.0, 5.8026518118780284e-05, 0.26137586982514166, 0.47671988631614143, 0.0, 0.041019585697050595, 0.028942888097817674, 0.07975098351403034, 0.44348501856489075, 0.0049942902742044215, 0.1854041570438799, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.01681455858023763, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.17419281577652448, 0.0, 0.0, 0.020336139315571756, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004863182466606147, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]   | [0.687879816625505, 0.23141180356190139, 0.9525797288313154, 0.79846270508755, 0.6533557405036279, 0.9258847882061897, 0.0, 0.6065393179421071, 0.4514700385757304, 0.0, 9.823182711198428e-05, 0.7529362083982158, 0.8616973054646185, nan, 0.06902211472011058, 0.09507668841623591, 0.09232134498361678, 0.8679340937896071, 0.006157029699611581, 0.5413497329664995, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04209654341441373, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.19182992913714048, nan, 0.0, 0.026627779250785955, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.012428535918468804, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]    |
| 0.1353        | 350.0 | 3500 | 3.2390          | 0.0716   | 0.1859        | 0.4064           | [0.3830175362077527, 0.17295500529916177, 0.9084025854108957, 0.29943060479707007, 0.17176256914059276, 0.6343730226456058, 0.0, 0.2788524313964998, 0.2630843611816615, 0.0, 0.0, 0.22316720612387986, 0.5364252830658206, 0.0, 0.015267744097713563, 0.01813654948719706, 0.07161551872623774, 0.4457815334247666, 0.00921497725417007, 0.2065339384179964, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.03401462994836489, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.18472815677029616, 0.0, 0.0, 0.007073088582014146, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004543877904960111, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.6736239786253132, 0.18242422702675237, 0.9513548361101598, 0.7935612849855233, 0.6937419974391805, 0.9195318153514751, 0.0, 0.6206844017344427, 0.38643431900083924, 0.0, 0.0, 0.6132518672965769, 0.8685469654998741, nan, 0.0265635798203179, 0.06728243369206, 0.08312041660165392, 0.8513730460498521, 0.014739555947554998, 0.4566542590494686, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.11906017019353866, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.2090454355981659, nan, 0.0, 0.009545092988901936, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.010854254702129423, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       |
| 0.1371        | 360.0 | 3600 | 3.2156          | 0.0709   | 0.1887        | 0.4152           | [0.40442481211727593, 0.1941677830197837, 0.9117590133855646, 0.29100253032463635, 0.17501702363652957, 0.6417654670723604, 0.0, 0.28598145653379825, 0.23510513615994486, 0.0, 0.0, 0.20978535908633508, 0.5405791607127235, 0.0, 0.009802118098441647, 0.013662625497253267, 0.09958047445174119, 0.4309303602348072, 0.01261147953350103, 0.23147403562638594, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0471962146380751, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.13813288733465107, 0.0, 0.0, 0.013787305590584279, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005060598246518824, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7229479860162694, 0.20326719341480146, 0.949058162257993, 0.7920239900730732, 0.6650394793000427, 0.9264401474226284, 0.0, 0.6343841556310793, 0.36074302357562466, 0.0, 0.0, 0.5667344084034944, 0.9336187358348024, nan, 0.016110919143054597, 0.04889416151173629, 0.10890934623186145, 0.8621884241656105, 0.018708550299370727, 0.5124345902789017, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.1765193162135703, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15147978324301792, nan, 0.0, 0.01863565774023711, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.013008534261330681, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.1079        | 370.0 | 3700 | 3.1686          | 0.0679   | 0.1912        | 0.4171           | [0.379259897107861, 0.18990859833050572, 0.9100825221358488, 0.28551666414796045, 0.177501744799014, 0.6332368642553241, 0.0, 0.3133321759104689, 0.25194435993002207, 0.0, 0.0, 0.2631394568563985, 0.47262889879057923, 0.0, 0.014838965233553734, 0.011526037588097103, 0.15596903309142207, 0.42064837487704315, 0.007628545525191038, 0.2027033972349283, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.02454228764504047, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.13890381515314348, 0.0, 0.0, 0.022799698707920504, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.010121799932333371, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6711413222348054, 0.19963923680800794, 0.9500412998368153, 0.8465807252171516, 0.637724071702945, 0.9242523686912034, 0.0, 0.5499121059416383, 0.3737473465962383, 0.0, 0.0, 0.7037794610572989, 0.8975069252077562, nan, 0.042069799585348996, 0.03991187187526481, 0.1789817054142612, 0.849133924799324, 0.009990331936835321, 0.6382909855963749, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.07056254236011748, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1508545227177991, nan, 0.0, 0.029809476913753265, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.029745629298202004, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0489        | 380.0 | 3800 | 3.0403          | 0.0713   | 0.1976        | 0.4258           | [0.36039895032058505, 0.20871912278587781, 0.9098533396413058, 0.3016686108434346, 0.19643130137550127, 0.5912566541310303, 0.0, 0.2830682730923695, 0.29445234708392604, 0.0, 0.0, 0.2769503328888533, 0.497204663576345, 0.0, 0.0006973353337700484, 0.021015628951494614, 0.21134746942406996, 0.36231175093469375, 0.008905490817058482, 0.17886255744898152, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.035157613120856114, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.23190932868352224, 0.0, 0.0, 0.012718408382036762, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005689946677071141, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.6214156324424622, 0.22003506008485557, 0.9376271732779983, 0.8200744519509169, 0.6683605420401195, 0.9551589505393716, 0.0, 0.6195124809562873, 0.4700597324381695, 0.0, 0.0, 0.7756604819340706, 0.8913623772349534, nan, 0.001425362819626814, 0.0704177612066774, 0.24207657200811358, 0.8761301225179552, 0.011160676425191241, 0.5101688514862167, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.09104601250094134, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.27719883284701957, nan, 0.0, 0.015908488314836558, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.014499958571546939, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0449        | 390.0 | 3900 | 3.1922          | 0.0667   | 0.1914        | 0.4209           | [0.3869522915085559, 0.18472654221842655, 0.9104147715176031, 0.3181934228595538, 0.18650200133897413, 0.6366504291347715, 0.0, 0.2753436833372837, 0.2240240100507189, 0.0, 0.0, 0.2928814528550742, 0.48550642905481617, 0.0, 0.0, 0.009163354817453617, 0.12639551192145862, 0.45828223645364946, 0.006004827643610507, 0.17401266027288617, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005780483201208003, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.15791074279632022, 0.0, 0.0, 0.02460416903975396, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0058307267150536, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                          | [0.7121880806578262, 0.1934351261400879, 0.9476479239277152, 0.8162277678202123, 0.6985168587281263, 0.9237811548105889, 0.0, 0.5445564279854682, 0.33952989795414634, 0.0, 0.0, 0.8380928501675948, 0.8671871065222866, nan, 0.0, 0.03770866875688501, 0.14281186612576066, 0.8525559780312632, 0.008565564733619418, 0.6391541241840643, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.01845018450184502, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.17315548145060441, nan, 0.0, 0.03272603310480664, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01590852597564007, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                     |
| 0.1097        | 400.0 | 4000 | 3.1878          | 0.0676   | 0.1915        | 0.4220           | [0.37151007917047774, 0.20530685065296117, 0.9072855834852926, 0.3015964243252443, 0.189285093454059, 0.6124049584976362, 0.0, 0.2718314223737217, 0.24809418075280468, 0.0, 0.0, 0.3201151926794951, 0.4728890842168873, 0.0, 0.008161987769056677, 0.012697083856564812, 0.13073936887073123, 0.4199068804966373, 0.006923018078894357, 0.1641880989871892, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.016712439590385555, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.1704824202780049, 0.0, 0.0, 0.029559381383133937, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005617599569429494, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.6726081108747087, 0.21576179466985088, 0.9502508209601709, 0.8428857024679443, 0.6680671148100725, 0.9461301560054526, 0.0, 0.6168053439587484, 0.36010127010768767, 0.0, 0.0, 0.83466177518541, 0.8670863762276505, nan, 0.014642363510711817, 0.04626726548597576, 0.1504183569979716, 0.8572877059569075, 0.009210102277931374, 0.45562928197658736, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.059115897281421796, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.19120466861192165, nan, 0.0, 0.038369758721260555, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.013837103322561935, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.2104        | 410.0 | 4100 | 3.2243          | 0.0697   | 0.1908        | 0.4213           | [0.40293230286575493, 0.186593187921408, 0.908234241737226, 0.32981119839811596, 0.1794284538768793, 0.6495137979461593, 0.0, 0.3093865978193218, 0.22368014605876468, 0.0, 0.0, 0.2649430164888458, 0.4945722223813479, 0.0, 0.012287186963086375, 0.025510746025563857, 0.0964991438243101, 0.4444813094448131, 0.005636500278794638, 0.1944845177611909, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.02048152317749995, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.18676692811398143, nan, 0.0, 0.011127618048879956, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005812363238512035, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                            | [0.7468882571389329, 0.1963009069891517, 0.9491145717912042, 0.7993726733765338, 0.6979966922748613, 0.9223170259672506, 0.0, 0.6291573889605063, 0.34214627747727416, 0.0, 0.0, 0.6921006096756315, 0.8696549987408713, nan, 0.02038700760193504, 0.12210829590712652, 0.10689070057731315, 0.8489649345162653, 0.007887104160659464, 0.5018071964179749, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.07809322991189095, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.21638182576073364, nan, 0.0, 0.014469148895875156, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.014085674040931312, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0665        | 420.0 | 4200 | 3.2355          | 0.0672   | 0.1939        | 0.4213           | [0.3892055047719477, 0.19922286239304787, 0.9069338738669829, 0.319507876096839, 0.17532945951957296, 0.620596998144921, 0.0, 0.29501965842321376, 0.25518405295910757, 0.0, 0.0, 0.31281649724295735, 0.4251622206200433, 0.0, 0.0, 0.018655433287482807, 0.0887053486398975, 0.4704318006858423, 0.014405561683211337, 0.202081382037673, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.027684824902723736, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.17137455920311193, nan, 0.0, 0.007731555388612389, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005907679983979173, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                           | [0.6810201178095611, 0.21153934097202814, 0.9554807905393154, 0.8333723976285675, 0.6728819889031157, 0.9289476784301847, 0.0, 0.5548810500410172, 0.41266863659123126, 0.0, 0.0, 0.8804006439863813, 0.8910098212037271, nan, 0.0, 0.0735530887212948, 0.09991808394445312, 0.8519645120405577, 0.02193123802093051, 0.5237632842423262, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.10716168386173658, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.19649854105877448, nan, 0.0, 0.009355706223249119, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01466567238379319, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                     |
| 0.0818        | 430.0 | 4300 | 3.1577          | 0.0688   | 0.1982        | 0.4322           | [0.3930889494522958, 0.2134362216084361, 0.9123967134691849, 0.32641900657326944, 0.17467942210708398, 0.596497718584289, 0.0, 0.2886495823543978, 0.30312131141564164, 0.0, 0.0, 0.30240119725806525, 0.4875764692238555, 0.0, 0.023191034527434085, 0.010851861300260994, 0.18781924341965478, 0.3965328782096765, 0.014358088389792916, 0.18115829876803072, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0267286713894563, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.160118397406533, 0.0, 0.0, 0.012441962795496616, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.008612734543217471, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                           | [0.6769203658160502, 0.2285206168542466, 0.946773576162943, 0.8291258789466428, 0.5737702731540759, 0.9361252755759748, 0.0, 0.5600843782960272, 0.46906536717466274, 0.0, 0.0, 0.8959460529441262, 0.8469906824477461, nan, 0.0463890808569454, 0.04686043555630879, 0.21550748946793571, 0.8735952682720743, 0.02086266261851858, 0.6314398230565895, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.09262745688681377, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.18941225510629428, nan, 0.0, 0.015529714783530928, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.020879940343027592, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0525        | 440.0 | 4400 | 3.1833          | 0.0693   | 0.1933        | 0.4312           | [0.3978895981101226, 0.20109212003723573, 0.9121857755977928, 0.30781520960628805, 0.18217980536493117, 0.6334235453315291, 0.0, 0.27113194568291255, 0.3235069452891235, 0.0, 0.0, 0.2799395761616338, 0.4896443485328326, 0.0, 0.034283077632944976, 0.022627059642608492, 0.1714709586158119, 0.42731591448931117, 0.006595098130283045, 0.1671408494155555, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010512843952829327, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13094619666048238, 0.0, 0.0, 0.01344717817511082, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.00623707448380002, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7088528209766325, 0.21294174436625085, 0.9591393516932933, 0.8088308286226389, 0.6334427016645326, 0.905933929082311, 0.0, 0.6235907652642682, 0.46891727022052343, 0.0, 0.0, 0.7630050938267043, 0.8799294887937548, nan, 0.06418451969592259, 0.08262011693924244, 0.19386799812763303, 0.8360371778622729, 0.008429872619027426, 0.5260829691967417, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.034641162738157996, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.14710295956648603, nan, 0.0, 0.017120563615014583, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.015742812163393818, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0808        | 450.0 | 4500 | 3.2012          | 0.0689   | 0.1939        | 0.4260           | [0.38584252185984985, 0.1799240210403273, 0.9122701364902616, 0.29994554796553263, 0.18730902803654736, 0.6140538433698043, 0.0, 0.27370178606391543, 0.3184631277662468, 0.0, 0.0, 0.28611477067312113, 0.4831280720163473, 0.0, 0.035580810006864465, 0.013346066610958577, 0.16953559336203652, 0.4271031594975257, 0.007755614451108941, 0.15328383780696744, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.02705188679245283, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.16006641466775004, 0.0, 0.0, 0.015236242807358781, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.007761389318425122, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.687843535634412, 0.1877086456136785, 0.9460724862501763, 0.8012408658486143, 0.6704412078531797, 0.9279631780010434, 0.0, 0.5897691316067034, 0.47393846218943714, 0.0, 0.0, 0.7394098551030642, 0.8811886174767061, nan, 0.08059778852798895, 0.047368867045165665, 0.19775901076611016, 0.8532319391634982, 0.00943060196414336, 0.5067702432971894, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.08637698621884178, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.18887036265110463, nan, 0.0, 0.021362827165637664, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.02162565249813572, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0628        | 460.0 | 4600 | 3.3007          | 0.0654   | 0.1916        | 0.4212           | [0.3986104065112381, 0.21441605839416059, 0.9060920631382331, 0.29286413750432383, 0.16418546990939023, 0.6191814096142114, 0.0, 0.2910172259714647, 0.2645334659411489, 0.0, 0.0, 0.31734788842216466, 0.44028549196383054, 0.0, 0.04221029915460611, 0.013195260477869173, 0.10079630243369371, 0.39832710096437707, 0.008938334392879848, 0.17768703038222802, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.014404823230877835, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.16001755219951, nan, 0.0, 0.007352494379291487, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.006572533727475707, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7024958730372631, 0.22687431721755036, 0.9499244515180209, 0.8288018750861712, 0.605887217242851, 0.9309082647548846, 0.0, 0.5533692722371968, 0.39015789956205615, 0.0, 0.0, 0.8324843622159466, 0.8264417023419793, nan, 0.09208707671043538, 0.04567409541564274, 0.10973825869870495, 0.8550485847063793, 0.011923944569771189, 0.5868263473053892, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.05685669101588975, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.18240933722384325, nan, 0.0, 0.009166319457596304, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.017317093379733202, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0516        | 470.0 | 4700 | 3.4146          | 0.0646   | 0.1904        | 0.4218           | [0.39754027723003665, 0.21137233926737256, 0.9113757687505557, 0.3075601154216095, 0.1727185513429175, 0.6403943791535708, 0.0, 0.2999151156762546, 0.24073576355980555, 0.0, 0.0, 0.3235041165559466, 0.45697429414243573, 0.0, 0.01686173845465464, 0.013470337141834727, 0.07881199517561492, 0.41613557654869976, 0.016248607099811248, 0.1816280598322943, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.017464438674744245, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13044433057609253, nan, 0.0, 0.008727318390155083, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.00574044966855737, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7053231988431546, 0.22690480424785955, 0.9499848903036041, 0.8266234661519372, 0.6555431071276142, 0.9138183470490231, 0.0, 0.6169576936599086, 0.36005190445630786, 0.0, 0.0, 0.9183140225395233, 0.8192394862754974, nan, 0.03092605390463027, 0.04465723243792899, 0.08411511156186613, 0.8579214195183777, 0.02423800396899435, 0.49193504882127637, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.05926651103245726, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.14856190079199666, nan, 0.0, 0.01052990417029658, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01391996022868506, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0457        | 480.0 | 4800 | 3.3935          | 0.0652   | 0.1930        | 0.4217           | [0.3855801591197555, 0.2205868509244267, 0.9086691450951594, 0.30453555322967235, 0.16608933388328995, 0.6083853949743162, 0.0, 0.31106086978862246, 0.3056651137864735, 0.0, 0.0, 0.30615188015457967, 0.4951369145593296, 0.0, 0.033362143474503024, 0.012400486628390925, 0.07668881004959635, 0.3899986541826082, 0.011560244164798278, 0.18698916771162244, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006360765046499386, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.15116449930203513, nan, 0.0, 0.00543090339198709, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0070017013479911, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.677835165091467, 0.23812911257335942, 0.9572576908354655, 0.8645043430304702, 0.6068875373452838, 0.9218542266202184, 0.0, 0.5675612328606586, 0.4585504834307717, 0.0, 0.0, 0.7872205653355855, 0.833291362377235, nan, 0.07502591568762958, 0.04923311583764088, 0.08263282103292245, 0.8569919729615547, 0.01512967077700697, 0.6676916437395479, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.021838993900143083, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.17152980408503543, nan, 0.0, 0.006628536797848567, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.017731377910348827, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0617        | 490.0 | 4900 | 3.2868          | 0.0662   | 0.1895        | 0.4260           | [0.3901416700223304, 0.22856968375955955, 0.9134264273557171, 0.304366973769972, 0.17821671866046984, 0.6192760257238339, 0.0, 0.31561282154420345, 0.2648860499324964, 0.0, 0.0, 0.2752368180780644, 0.4539491590005988, 0.0, 0.029541676561386843, 0.01552230727596072, 0.15420224719101125, 0.3993860570320704, 0.007202542676987748, 0.18751234933807548, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.005367231638418079, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1335934395433691, nan, 0.0, 0.01672798163695249, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.006816001058796281, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                           | [0.7180915162085327, 0.2472345722923706, 0.9514636259242097, 0.8337653384806287, 0.5973644899701238, 0.9277780582622305, 0.0, 0.5609164420485175, 0.3708206686930091, 0.0, 0.0, 0.7637968803610546, 0.8400402921178545, nan, 0.053731859018659296, 0.06804508092534531, 0.16729403963176784, 0.8354879594423321, 0.009532371050087352, 0.563143982305659, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.017169967618043527, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15414756148395165, nan, 0.0, 0.020150751865459643, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.017068522661363824, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0873        | 500.0 | 5000 | 3.2506          | 0.0693   | 0.1922        | 0.4300           | [0.3829315267869407, 0.21190291372422804, 0.9141415514649617, 0.2954830387489039, 0.18966288902031617, 0.6528258224586683, 0.0, 0.2877365237939933, 0.3240586701496308, 0.0, 0.0, 0.2628193475312181, 0.5351781170483461, 0.0, 0.025435857403070517, 0.016679302501895376, 0.19726263107097158, 0.4018050613283502, 0.007020172590804406, 0.1871932786305995, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010877653753556578, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14035874439461885, nan, 0.0, 0.007839585220351688, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.007120533556722621, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6791024082803587, 0.22748405782373415, 0.9482563410359208, 0.8432510685233696, 0.6330292360221937, 0.9210380168627254, 0.0, 0.5893355209187859, 0.479425101728503, 0.0, 0.0, 0.7440813956557312, 0.8474439687736086, nan, 0.05066516931582585, 0.057791712566731636, 0.2202420424403183, 0.853907900295733, 0.008582526247943416, 0.5144305982629336, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03742751713231418, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15656523551479784, nan, 0.0, 0.009507215635771372, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.018311376253210707, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.039         | 510.0 | 5100 | 3.3262          | 0.0689   | 0.1926        | 0.4350           | [0.39340980541157805, 0.22840500913171624, 0.9150805896824996, 0.29693718507396644, 0.18791826398356268, 0.651542097347879, 0.0, 0.3008771152653495, 0.27132485048362087, 0.0, 0.0, 0.306159094139385, 0.5266853040218565, 0.0, 0.017934684858295434, 0.021647274316757906, 0.17738013896160365, 0.45158504131845556, 0.007422541767961517, 0.19159030474623612, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004376962832908826, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.135034733831123, nan, 0.0, 0.008023106546854942, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004594565490505761, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7338789303327226, 0.2484642158481746, 0.9486552370207708, 0.8234592582379705, 0.6452998292787026, 0.9186567038589051, 0.0, 0.5969764443923591, 0.3887262956720428, 0.0, 0.0, 0.8527672939375545, 0.8350037773860488, nan, 0.030148583275742918, 0.08812812473519194, 0.19493583242315493, 0.8172792564427546, 0.009735909221975338, 0.5402708097318876, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.013329316966639054, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1515214672780325, nan, 0.0, 0.009469338282640809, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.010605683983760047, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0406        | 520.0 | 5200 | 3.3298          | 0.0658   | 0.1934        | 0.4298           | [0.3832244136927275, 0.21306222575078324, 0.9140130591530118, 0.3029281809331236, 0.18080728151112557, 0.6175325286789672, 0.0, 0.28233451939949306, 0.3106940221684901, 0.0, 0.0, 0.3175225460237013, 0.4523885519736142, 0.0, 0.0174222030795736, 0.01929435209927986, 0.15826041416632117, 0.40740289784488004, 0.0077441173127202455, 0.1910890177667311, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008808205415761314, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13823787900981396, nan, 0.0, 0.008712548577159333, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.006482525366403607, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6919018236381023, 0.22772287289448948, 0.9520599552752986, 0.8365503929408521, 0.6369371532223644, 0.9380942764342572, 0.0, 0.5430563693894292, 0.4576195882904675, 0.0, 0.0, 0.8432922484098287, 0.8566104255854948, nan, 0.034942985487214924, 0.07219727141767647, 0.17681678108909346, 0.8481622306717364, 0.00924402530657937, 0.5599072126018234, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.02839069207018601, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15735723218007502, nan, 0.0, 0.01052990417029658, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01715137956748695, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0624        | 530.0 | 5300 | 3.2868          | 0.0669   | 0.1949        | 0.4335           | [0.40660490137477584, 0.23032379615434345, 0.9129627408728486, 0.3143517977830474, 0.16875588286384882, 0.6549036510245497, 0.0, 0.28738873411700755, 0.3271910027656978, 0.0, 0.0, 0.29866670642197274, 0.41499902381882076, 0.0, 0.03552320146389005, 0.017751894470951445, 0.1501316406232888, 0.3951277830040765, 0.0106973277385159, 0.16928465134456686, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007411328745367919, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13507424096919554, nan, 0.0, 0.011803762449280709, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005121680694199778, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7051469768864171, 0.25343868296029065, 0.9508592380683765, 0.8535433613677099, 0.5571649594536918, 0.9205583884485283, 0.0, 0.5947966717449901, 0.48973547063096357, 0.0, 0.0, 0.7931193750164955, 0.8564593301435407, nan, 0.07714236351071181, 0.06431658334039488, 0.16710387735996254, 0.8517532741867343, 0.013145173601099106, 0.6075416734099369, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.027411702688455455, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15243851604835348, nan, 0.0, 0.014544903602136283, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.013008534261330681, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.0573        | 540.0 | 5400 | 3.3361          | 0.0669   | 0.1925        | 0.4315           | [0.4030742716959786, 0.21171908660060318, 0.9123375748358904, 0.3070488707681982, 0.18078301015697137, 0.6592773902611065, 0.0, 0.29135596572534306, 0.2781042069791293, 0.0, 0.0, 0.3196846558623258, 0.45724253339762316, 0.0, 0.0174405321012414, 0.01853209088053607, 0.1411642090635374, 0.4243051886293987, 0.007337234141357852, 0.15834994366929545, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.013579364563706063, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13896901116781304, nan, 0.0, 0.01098901098901099, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0023766450285552126, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.7127841255114972, 0.22471990040903433, 0.9547958176360376, 0.8451950916861988, 0.6528355740503627, 0.9201713199037377, 0.0, 0.6387671393413805, 0.38819737797868814, 0.0, 0.0, 0.8834886114703476, 0.8119365399143792, nan, 0.02967346233586731, 0.05999491568511143, 0.16048232953658917, 0.8481622306717364, 0.009379717421171363, 0.49285213357069646, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.047217410949619704, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15664860358482702, nan, 0.0, 0.01439339418961403, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0055514127102494, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0992        | 550.0 | 5500 | 3.3515          | 0.0669   | 0.1927        | 0.4287           | [0.3965470917198032, 0.2261145744223307, 0.9097901693674252, 0.32546783850270494, 0.17695125913587761, 0.6336876954624082, 0.0, 0.29945641900986925, 0.2766777541435281, 0.0, 0.0, 0.3194924526292348, 0.45422611915913297, 0.0, 0.017779156623630766, 0.009058963125228185, 0.11650973940741, 0.44027939987422515, 0.009848616238448007, 0.18275150587373956, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009289419712872482, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13471040606308282, nan, 0.0, 0.008291053087489172, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.002881844380403458, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.6999406546645692, 0.24309341734203907, 0.951250075548482, 0.8473045636288432, 0.6319488903115663, 0.9309250938220495, 0.0, 0.6126801828196414, 0.4100381525962806, 0.0, 0.0, 0.8708992055741772, 0.8401410224124906, nan, 0.032178645473393226, 0.03364121684603, 0.12984182399750352, 0.8281791297000423, 0.013484403887579084, 0.5924906942871014, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.028993147074327884, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1511463109629012, nan, 0.0, 0.010151130638990946, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006877123208219405, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0481        | 560.0 | 5600 | 3.3685          | 0.0677   | 0.1951        | 0.4308           | [0.3921897270759647, 0.19924596187705734, 0.9097948152405213, 0.2991594325992109, 0.17636431036778705, 0.6311715807923919, 0.0, 0.29546643091941427, 0.32268434057686535, 0.0, 0.0, 0.32246398802298293, 0.47199002578561106, 0.0, 0.03964686254518491, 0.011255816371623905, 0.14327647027852367, 0.42940440599622587, 0.01044539388137119, 0.19406769359012208, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.01227991609116836, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13852322321967142, nan, 0.0, 0.006612489571424157, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.002230106436898125, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.6931042793428994, 0.21160031503264654, 0.9440296552974595, 0.8692678891493175, 0.6535824797268459, 0.9181097591760489, 0.0, 0.5561818821047697, 0.4927115141855725, 0.0, 0.0, 0.8413391749584312, 0.8389322588768572, nan, 0.07390290255701451, 0.036691805779171256, 0.15922433296926197, 0.8555978031263203, 0.012398866970843157, 0.6028483573393753, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.039234882144739816, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16273447269695707, nan, 0.0, 0.008105753569940533, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.005468555804126274, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.0527        | 570.0 | 5700 | 3.4326          | 0.0656   | 0.1930        | 0.4253           | [0.37851243274683727, 0.20436346977924966, 0.9066940724656719, 0.29700704225352115, 0.16991940294164715, 0.6035474931810386, 0.0, 0.294700185647223, 0.34723840596597527, 0.0, 0.0, 0.3113784988284062, 0.43044904072094403, 0.0, 0.019575694340935063, 0.021074887464193153, 0.11472996554655689, 0.40730940633455354, 0.008944044646791011, 0.18814366521671852, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.004744848118342094, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14017168314679995, nan, 0.0, 0.006514984464267816, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0020264544416196896, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   | [0.674575058891823, 0.21760626000355682, 0.9455688297036485, 0.8605956156073349, 0.6231193982074263, 0.9328267784116726, 0.0, 0.5841439118715575, 0.504375912383021, 0.0, 0.0, 0.8049169943783157, 0.839587005791992, nan, 0.034035936420179685, 0.07855266502838743, 0.12502437977843658, 0.8649345162653147, 0.010329562223315297, 0.5903328478178778, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.015362602605617892, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16131721550646103, nan, 0.0, 0.007386083860459831, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.004557129836771895, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0788        | 580.0 | 5800 | 3.3182          | 0.0679   | 0.1959        | 0.4370           | [0.39606110825996743, 0.1986482260974143, 0.9099142760767832, 0.3093941859791352, 0.18644921488681943, 0.6267930385914025, 0.0, 0.29157747189264954, 0.3694697521865889, 0.0, 0.0, 0.31860563205557624, 0.4005096022271505, 0.0, 0.01256736776839796, 0.020667368104614458, 0.15141670010484487, 0.4146361540994402, 0.008456596444046019, 0.17992838123221008, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00725063688026651, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14212879151734584, nan, 0.0, 0.005141803835332924, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.003525304226975357, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.6979866641442739, 0.20982190493127714, 0.9456091222273707, 0.8466151937129464, 0.676403115663679, 0.9309755810235438, 0.0, 0.5826321340677371, 0.5719786458296603, 0.0, 0.0, 0.8473039668505371, 0.854998740871317, nan, 0.022762612301313063, 0.06990932971782052, 0.17111678889062257, 0.8512040557667934, 0.009600217107383346, 0.528564492636349, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.019504480759093307, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16035848270112546, nan, 0.0, 0.006022499147759554, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.008617118236805037, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0369        | 590.0 | 5900 | 3.3196          | 0.0672   | 0.1955        | 0.4339           | [0.3904650525677017, 0.21309929712946912, 0.9130602826874243, 0.3067229347535941, 0.18343361915744685, 0.6107950033679622, 0.0, 0.29623815934845477, 0.3303173035166335, 0.0, 0.0, 0.30826796940384205, 0.4584023342007728, 0.0, 0.017721298254027074, 0.021560907827698008, 0.1792180462705144, 0.4508694547721867, 0.009661149392626269, 0.18147086914995225, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007977308987768127, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.15225334957369063, nan, 0.0, 0.0047638708038238, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005883935175845605, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6870064813399088, 0.2273824343893702, 0.9518584926566875, 0.831731697228733, 0.642832373026035, 0.9384981740462126, 0.0, 0.5750380874252901, 0.48813461307907674, 0.0, 0.0, 0.8360474016205232, 0.8783178040795769, nan, 0.035115756738078784, 0.07889161935429201, 0.2043074192541738, 0.8248415716096325, 0.011533829740319216, 0.5534876193558829, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.027110475186384517, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.18236765318882867, nan, 0.0, 0.005681602969584486, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.014499958571546939, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0694        | 600.0 | 6000 | 3.2713          | 0.0694   | 0.1986        | 0.4355           | [0.3906104496852961, 0.21512282423577636, 0.9146421485453367, 0.3215493532805892, 0.1916513366472269, 0.6026625259248802, 0.0, 0.2979364236886027, 0.34026830796447133, 0.0, 0.0, 0.265086707439808, 0.4470626615473412, 0.0, 0.02454265531606593, 0.01900382794627285, 0.21574399549532763, 0.4153458807990755, 0.01076357356597341, 0.212493452511701, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.01095845979195144, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1582024371346059, nan, 0.0, 0.003929727230698105, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.005345196220428995, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                                | [0.6674380696439539, 0.22720459337923324, 0.9491588935672985, 0.8632290086860609, 0.6530756508749467, 0.9340300567139563, 0.0, 0.5460096097503808, 0.520878144415687, 0.0, 0.0, 0.7229802845152947, 0.897255099471166, nan, 0.046821008984105045, 0.07109566985848657, 0.2540762989545951, 0.8502746092099704, 0.012263174856251165, 0.6784269299239359, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.035620152119888546, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.18724468528553564, nan, 0.0, 0.004507405022537025, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.01284282044908443, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0465        | 610.0 | 6100 | 3.4433          | 0.0676   | 0.1954        | 0.4307           | [0.3959602612657116, 0.20225226306816818, 0.9114419517623511, 0.3155177359212162, 0.1797053477335257, 0.6407761900046022, 0.0, 0.3093822934495099, 0.2939732645322159, 0.0, 0.0, 0.32698829130836127, 0.4764357008534645, 0.0, 0.01354454703097905, 0.009074546272686366, 0.11635566764845941, 0.4256335642467806, 0.009792521819531809, 0.22074622531939606, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010728575825528735, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13547486033519554, nan, 0.0, 0.004922575387123065, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004092350714456229, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.6917178271832735, 0.2139986280836361, 0.9504321373169209, 0.8644698745346753, 0.6777635510029876, 0.925556621396476, 0.0, 0.5825618188210477, 0.47891028850697115, 0.0, 0.0, 0.8881733484652538, 0.8294132460337447, nan, 0.024965445749827227, 0.03076010507584103, 0.128671594632548, 0.8280523869877482, 0.011856098512475193, 0.6562011112909316, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.036749755252654566, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15364735306377658, nan, 0.0, 0.005719480322715049, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.009942828734775044, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0449        | 620.0 | 6200 | 3.4238          | 0.0676   | 0.1946        | 0.4333           | [0.4054864475193344, 0.21306058296367483, 0.9110420642678707, 0.3157511607269173, 0.17984734897482257, 0.6442114393890552, 0.0, 0.3042098197763043, 0.3346786140765149, 0.0, 0.0, 0.324895402730803, 0.42141137648427146, 0.0, 0.02093541202672606, 0.012058001628270292, 0.10696009322067691, 0.44313852264068165, 0.006833262741776084, 0.1874751712192719, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.011468434807023607, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1429415675555884, 0.0, 0.0, 0.0075998700876908085, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004821666723660363, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7127970830083161, 0.22867813317751073, 0.946322299897254, 0.8462222528608851, 0.671294814340589, 0.9248918732434661, 0.0, 0.5683229813664596, 0.5257512394304614, 0.0, 0.0, 0.8556705112301723, 0.784688995215311, nan, 0.04466136834830684, 0.04643674264892806, 0.1177104462474645, 0.8107731305449937, 0.008209372932815442, 0.6364568160975347, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03998795089991716, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16131721550646103, nan, 0.0, 0.008863300632551797, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.011682823763360677, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       |
| 0.0922        | 630.0 | 6300 | 3.3779          | 0.0670   | 0.1950        | 0.4353           | [0.405542687813881, 0.20986364872018656, 0.9116155029102022, 0.309435413780763, 0.1795235310230461, 0.6307221499982743, 0.0, 0.3077426096768196, 0.32628114715561823, 0.0, 0.0, 0.32889816636381386, 0.43568217516113306, 0.0, 0.03852518237117487, 0.015408691465029493, 0.13695907209420724, 0.42343872762406304, 0.014131470308034296, 0.192855179994504, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009264499360707622, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13758813957693003, 0.0, 0.0, 0.0071731762692902505, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0025632197100118595, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7146500050534238, 0.22359188028759433, 0.9434615307129762, 0.876216737901558, 0.6468603286384976, 0.9226199491762171, 0.0, 0.5625454119301535, 0.49431942397337075, 0.0, 0.0, 0.8670458444403388, 0.8102744900528834, nan, 0.0713977194194886, 0.054232692144733495, 0.1508474410984553, 0.8424588086185044, 0.018114897298030768, 0.5678912445379511, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.033285638978838766, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1586077532305127, nan, 0.0, 0.008257262982462786, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0055514127102494, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0435        | 640.0 | 6400 | 3.4143          | 0.0686   | 0.1936        | 0.4382           | [0.41581600020467163, 0.18223459629584796, 0.9113567738298415, 0.3082766557509841, 0.19127204865114134, 0.6635277028940015, 0.0, 0.31637618794988176, 0.2943500833979374, 0.0, 0.0, 0.3276083117637098, 0.467241939773634, 0.0, 0.01947562010751674, 0.016135801893391782, 0.14905878698104968, 0.4745336458638539, 0.010780419868984372, 0.1977375819006552, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006409210618314028, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.11832846162173866, nan, 0.0, 0.00407955124936257, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0027425050717559546, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7581535048733146, 0.19123497878610807, 0.9510042911537764, 0.8605266786157452, 0.7081065941101152, 0.9071372073845947, 0.0, 0.5660846126801828, 0.4418084753771183, 0.0, 0.0, 0.8935970862255536, 0.7963233442457819, nan, 0.03567726330338632, 0.058639098381493095, 0.16142826493992823, 0.8210815378115758, 0.014179825974863036, 0.5714516912121702, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.020709390767377062, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.13668195081283868, nan, 0.0, 0.0045452823756675885, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006048554146988151, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                |
| 0.0852        | 650.0 | 6500 | 3.3830          | 0.0671   | 0.1942        | 0.4370           | [0.415361853366264, 0.22026317280988456, 0.912339188784887, 0.3058114340358055, 0.17815635152904807, 0.6422869471413161, 0.0, 0.3170465209813648, 0.30294475760992107, 0.0, 0.0, 0.3239007573468589, 0.44374417712500686, 0.0, 0.01404360550854187, 0.016196693985275734, 0.13620882824252, 0.4262094304960196, 0.008266041030117853, 0.22031994422279894, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.007225881041352685, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1345350626511321, 0.0, 0.0, 0.003409208306071146, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.004163951046419002, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                             | [0.7326272361400136, 0.23696044307817382, 0.9460926325120373, 0.8708120777609265, 0.6487275928297055, 0.9268524595681661, 0.0, 0.554283370444158, 0.4737551040557409, 0.0, 0.0, 0.8629417509039563, 0.8156131956685974, nan, 0.026736351071181757, 0.04940259300059317, 0.14878978779840848, 0.8233206590621039, 0.0102786776803433, 0.6136915358472245, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.02635740643120717, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1530637765735723, nan, 0.0, 0.0037498579599257605, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.009528544204159417, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0344        | 660.0 | 6600 | 3.3711          | 0.0675   | 0.1932        | 0.4350           | [0.40822982891536946, 0.18789728559921587, 0.9109667705048379, 0.30542374483989043, 0.19124833982604705, 0.6426367725677681, 0.0, 0.29078830570111386, 0.3000245895174423, 0.0, 0.0, 0.31913785244513904, 0.42894294018662993, 0.0, 0.026348903717826503, 0.016926303175554224, 0.16537901253836948, 0.4710273729114824, 0.0077058380098835744, 0.16714842764855375, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010998572193467785, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13444893248701673, nan, 0.0, 0.005693997856377277, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0026428923814222284, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 | [0.7216937003241966, 0.19675821244378955, 0.9555855511009932, 0.8461602095684544, 0.6894873026034998, 0.9184295114521802, 0.0, 0.5950544943161842, 0.45604693968222626, 0.0, 0.0, 0.840784924384386, 0.8473432384789725, nan, 0.059692467173462334, 0.057452758240827045, 0.18599332969261975, 0.8396704689480355, 0.009362755906847363, 0.46480012947078814, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03712628963024324, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15539808253438933, nan, 0.0, 0.00643915003219575, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006214267959234402, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.0497        | 670.0 | 6700 | 3.4258          | 0.0676   | 0.1922        | 0.4282           | [0.3966919141437699, 0.19402182523488773, 0.9092896259278426, 0.302376718484101, 0.17871902268760909, 0.6197078249188402, 0.0, 0.3150931812330422, 0.3151591168426582, 0.0, 0.0, 0.3118652548121563, 0.4440031109382812, 0.0, 0.016935519907055722, 0.011774002370604504, 0.10300684988539699, 0.4634169205530818, 0.006340420547062613, 0.18454752418895845, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008053002587668421, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14419135208355613, nan, 0.0, 0.0034284938388947353, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0033726214143709175, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.6942419475636019, 0.20534539264754453, 0.9486713540302597, 0.8721356679994485, 0.6829252027315408, 0.9316319146429713, 0.0, 0.5593577874135709, 0.49084267166905265, 0.0, 0.0, 0.8554461717121065, 0.8050868798791236, nan, 0.03274015203870076, 0.0378781459198373, 0.11460446247464504, 0.8354034643008027, 0.007344335702291501, 0.5597453741166316, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.027185782061902253, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16861192163401417, nan, 0.0, 0.003825612666186887, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007871406081696909, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0371        | 680.0 | 6800 | 3.4634          | 0.0665   | 0.1916        | 0.4270           | [0.4062090106662842, 0.1747169186731445, 0.9083697587825805, 0.3138399096455444, 0.1804855809867357, 0.6334118351576851, 0.0, 0.295971662887633, 0.29540769979203463, 0.0, 0.0, 0.3220697605416632, 0.42473578258681427, 0.0, 0.01442184974049179, 0.010802927593377806, 0.08932620561979458, 0.4576493762311228, 0.009650754577115124, 0.16638178778714852, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.015014944890715486, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.1313160353626105, nan, 0.0, 0.005102708360591391, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030163297853898693, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.711874509234808, 0.18236325296613398, 0.9495416725426598, 0.8390252309389218, 0.7233914852752881, 0.9256323521987176, 0.0, 0.6149537091292628, 0.4517873891917432, 0.0, 0.0, 0.8737892264245559, 0.8501133215814656, nan, 0.029284727021423634, 0.033895432590458435, 0.10045931502574505, 0.824503591043515, 0.011703444883559204, 0.47785510060959163, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.048422320957903456, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15231346394330972, nan, 0.0, 0.005908867088367865, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007208550832711907, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.023         | 690.0 | 6900 | 3.4273          | 0.0658   | 0.1905        | 0.4306           | [0.4042600418692305, 0.18762248234087528, 0.9126358727142095, 0.3115350123022757, 0.18555146070029294, 0.6522639622911013, 0.0, 0.289824916485525, 0.2737351774870213, 0.0, 0.0, 0.3098094852047021, 0.4940088413215449, 0.0, 0.017738787241800905, 0.01571023919429291, 0.14835034621831358, 0.47713115350122404, 0.008506063121793214, 0.1606968858401216, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.003975826972010178, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13311628927826755, 0.0, 0.0, 0.007828878406708595, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.003334127173136461, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.7221264807179489, 0.1979929371713117, 0.9519713117231098, 0.8405625258513718, 0.6809245625266752, 0.922199222497097, 0.0, 0.6578342904019688, 0.4030846479876445, 0.0, 0.0, 0.8068832642719522, 0.8555023923444977, nan, 0.03572045611610228, 0.05075841030421151, 0.16787427835855828, 0.8316434305027461, 0.01060094645249928, 0.4448400496304688, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.013178703215603585, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15168820341809086, nan, 0.0, 0.009052687398204614, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.00695998011434253, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0299        | 700.0 | 7000 | 3.5497          | 0.0689   | 0.1917        | 0.4301           | [0.40010195313068936, 0.19134005261936082, 0.9106148707163182, 0.30487020572939877, 0.1791038508377777, 0.6289583942317061, 0.0, 0.32054742323690977, 0.3173409819159515, 0.0, 0.0, 0.3253993365654504, 0.44743603761207085, 0.0, 0.010922575570288796, 0.010379172624624032, 0.101525857745004, 0.48171835105723704, 0.00844275024707045, 0.18220009053870528, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010221220811142974, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.12604825658378696, nan, 0.0, 0.004262865327558572, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0023941949979741427, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.7119004242284459, 0.20102639668707603, 0.9490339867437597, 0.8725286088515097, 0.682618437900128, 0.923368842665051, 0.0, 0.5915270127739365, 0.48610356913659475, 0.0, 0.0, 0.8414315500541054, 0.8244270964492572, nan, 0.020991706979958533, 0.035674942801457506, 0.11251267748478702, 0.8209970426700465, 0.01014298556575131, 0.5428062793332254, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03757813088334965, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1428511879949979, nan, 0.0, 0.0047346691413204045, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.005385698898003149, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   |
| 0.0365        | 710.0 | 7100 | 3.5599          | 0.0688   | 0.1924        | 0.4310           | [0.4138604415210831, 0.1825089312259052, 0.9078431749572173, 0.31076175964123337, 0.1812359931860105, 0.6616292017963559, 0.0, 0.31921886194679794, 0.32775178872693117, 0.0, 0.0, 0.32635214541946145, 0.4194214355849845, 0.0, 0.02279592880048334, 0.010743744368198516, 0.06258194367098877, 0.4778137731311049, 0.009061202357339574, 0.1836888243425312, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0072976941013904485, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.12181831218183121, nan, 0.0, 0.0045994115458757485, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0031300099244217115, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7441930978005945, 0.19027463733136862, 0.9511896367628987, 0.8646422170136495, 0.7194302176696543, 0.9099308325339527, 0.0, 0.5691433259111685, 0.4945874089380038, 0.0, 0.0, 0.8391881548734461, 0.8390329891714934, nan, 0.04237214927436075, 0.03940344038640793, 0.0695896395693556, 0.822517955217575, 0.010770561595739268, 0.566326805847764, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.025453723924994353, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1416423509795748, nan, 0.0, 0.0051513200257566, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.00679426630209628, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         |
| 0.0609        | 720.0 | 7200 | 3.5180          | 0.0674   | 0.1927        | 0.4313           | [0.401891798531541, 0.19558125884085026, 0.9105467661537509, 0.3052389613256487, 0.18335949538961108, 0.6322055029847573, 0.0, 0.31225563860861194, 0.31939135309953065, 0.0, 0.0, 0.315035163833242, 0.445274831243973, 0.0, 0.010603282080218178, 0.010505977538944573, 0.1280075934837314, 0.47007434064112885, 0.010192103191592205, 0.18737843477030802, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009373055382700685, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13069032234512468, nan, 0.0, 0.005009541984732824, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0031576731457441582, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7085392495536142, 0.2065496303447575, 0.9479944396317264, 0.8769612574107266, 0.6808311993171148, 0.9259016172733545, 0.0, 0.5625102543068089, 0.4861247258443289, 0.0, 0.0, 0.8116339834780543, 0.8372198438680433, nan, 0.019479958534899793, 0.03686128294212355, 0.1413783351536901, 0.8388255175327418, 0.012517597571111148, 0.5716674758590926, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03629791399954816, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1492288453522301, nan, 0.0, 0.0055679709101927955, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007457121551081283, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0697        | 730.0 | 7300 | 3.3898          | 0.0670   | 0.1931        | 0.4354           | [0.40818329108245854, 0.19035874546839007, 0.9136131648910365, 0.3088042932244443, 0.18428002147717684, 0.6462719388747723, 0.0, 0.29500184859968576, 0.316944546048032, 0.0, 0.0, 0.31112036228499484, 0.4707262508866699, 0.0, 0.011280740016545086, 0.011204003867371894, 0.16556425828497962, 0.44500444049733573, 0.012779686583424118, 0.1689076126542906, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.015150308580529563, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1449468085106383, nan, 0.0, 0.005704506560182544, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0021093210168382005, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      | [0.716873511507553, 0.20197149462666092, 0.9484739206640208, 0.8560388804632566, 0.6729086641058472, 0.9224011713030746, 0.0, 0.5984530645728349, 0.4827537570786818, 0.0, 0.0, 0.808704373300958, 0.8690002518257366, nan, 0.01943676572218383, 0.03338700110160156, 0.1908839132469964, 0.8467680608365019, 0.015519785606458945, 0.4628580676484868, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.05730853226899616, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1681117132138391, nan, 0.0, 0.00643915003219575, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.004805700555141271, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        |
| 0.024         | 740.0 | 7400 | 3.5205          | 0.0662   | 0.1937        | 0.4364           | [0.40862377380265436, 0.19872987855183133, 0.9104418397728979, 0.31372529509073493, 0.1790819559638552, 0.651260880199975, 0.0, 0.30998197966276225, 0.3511370172601983, 0.0, 0.0, 0.3161554192229039, 0.4406115145774129, 0.0, 0.0135030773911212, 0.01444610588742175, 0.10241175034944865, 0.47036770007209805, 0.005821259876641292, 0.1910255175734232, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.01262262308800967, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13649357698570652, 0.0, 0.0, 0.0006470948845446495, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030905719376068067, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                         | [0.7340629267875515, 0.2105231066283885, 0.9523863247174487, 0.8694057631324968, 0.6822316474605207, 0.9185725585230811, 0.0, 0.5644556427985468, 0.5467598502105092, 0.0, 0.0, 0.8262688379212965, 0.8433643918408461, nan, 0.024922252937111266, 0.04830099144140327, 0.11253218130753628, 0.8268694550063371, 0.006835490272571535, 0.5350919782057506, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04089163340612998, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15723218007503126, nan, 0.0, 0.0007196697094807014, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0372        | 750.0 | 7500 | 3.5026          | 0.0670   | 0.1927        | 0.4349           | [0.4116269791578696, 0.18633907300160762, 0.9096501642023467, 0.32513565027390795, 0.18543547507171393, 0.6600776840444256, 0.0, 0.3014906272957793, 0.32382688620930605, 0.0, 0.0, 0.3209670198477839, 0.46146140575435474, 0.0, 0.009011915515980557, 0.010649278719065482, 0.11052038373495028, 0.4714472854301101, 0.004860911958703757, 0.17754588791712023, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.010383603881382063, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1346389228886169, 0.0, 0.0, 0.005350812654671929, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0023745159640534814, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7326116871438308, 0.19553365005970377, 0.9508874428349819, 0.8596236040259203, 0.7026915279556125, 0.91517308695579, 0.0, 0.5963670455877182, 0.5098413952143527, 0.0, 0.0, 0.8514872390403547, 0.8352556031226391, nan, 0.018097788527988944, 0.0358444199644098, 0.12335680293337495, 0.8210392902408111, 0.005749953355835609, 0.5103306899714085, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.034490548987122525, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1558982909545644, nan, 0.0, 0.006060376500890118, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.005385698898003149, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0464        | 760.0 | 7600 | 3.5157          | 0.0669   | 0.1932        | 0.4348           | [0.40350357071231135, 0.1999114200710565, 0.9095480877965565, 0.3142824235201034, 0.17974010042222982, 0.6357964368939337, 0.0, 0.30408922393251264, 0.35124630064872187, 0.0, 0.0, 0.3234256798200777, 0.4699607275158065, 0.0, 0.012585236373621345, 0.011476789303912861, 0.10958026273630246, 0.44840230487166055, 0.006593343314522631, 0.1794831940936468, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.011041448227162819, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14073350694444445, 0.0, 0.0, 0.005682195786535522, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0028886938715811028, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7195297983554345, 0.21100073676989914, 0.949545701795032, 0.8652971184337516, 0.6722417840375586, 0.9252116255195975, 0.0, 0.5757881167233095, 0.544883955458078, 0.0, 0.0, 0.8350048826836285, 0.8498111306975573, nan, 0.023756046993780235, 0.04160664350478773, 0.12006553284443751, 0.8317701732150401, 0.007768373560391471, 0.4983546420672169, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03885834776715114, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16219258024176741, nan, 0.0, 0.006477027385326313, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006545695583726903, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0581        | 770.0 | 7700 | 3.5056          | 0.0679   | 0.1928        | 0.4327           | [0.41394220815710864, 0.203361773775516, 0.9089541793774334, 0.31263228081164224, 0.17217415573541725, 0.6598958994541069, 0.0, 0.3044541887837526, 0.323353348943964, 0.0, 0.0, 0.32399000792544064, 0.4733697652688507, 0.0, 0.015428814641413066, 0.01050131266408301, 0.09866051627783198, 0.4618282211459723, 0.0073804927898262745, 0.16813217586110332, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.015365690934867818, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14509845966906115, nan, 0.0, 0.005141220877261487, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030990990990990993, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7254021359137757, 0.21848022153908692, 0.9472409694381208, 0.853322762994623, 0.6582373026034998, 0.9185136567880042, 0.0, 0.6183991562170398, 0.4917947235170911, 0.0, 0.0, 0.8523582042281401, 0.8420045328632586, nan, 0.03131478921907395, 0.03559020421998136, 0.10846075830862849, 0.8339247993240388, 0.0088199874484794, 0.48583913254571937, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.055501167256570526, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.169237182159233, nan, 0.0, 0.005984621794628991, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007125693926588781, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0161        | 780.0 | 7800 | 3.5428          | 0.0675   | 0.1920        | 0.4328           | [0.40820141781773, 0.19405407222112858, 0.9099906658129614, 0.31870128872905973, 0.17608389199222388, 0.6458549100837963, 0.0, 0.3006028251806976, 0.3194024590275048, 0.0, 0.0, 0.3180792845369757, 0.4790323034894528, 0.0, 0.012682079945799458, 0.011949084322801368, 0.11167908846138838, 0.4547572905131045, 0.005847789199119326, 0.16966036551886424, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.014303468004783455, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13676950998185117, nan, 0.0, 0.006488132675692674, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.00300289691231541, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.723730618824133, 0.20536571733441733, 0.9506053951689264, 0.858368950778988, 0.6680671148100725, 0.9235287188031167, 0.0, 0.5873080979725771, 0.498494347632917, 0.0, 0.0, 0.8429491409116102, 0.8566607907328129, nan, 0.025872494816862473, 0.04025082620116939, 0.12559486659385238, 0.8327418673426278, 0.007072951473107519, 0.46674219129308947, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04593719406581821, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1570654439349729, nan, 0.0, 0.007423961213590394, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0587        | 790.0 | 7900 | 3.5018          | 0.0670   | 0.1938        | 0.4351           | [0.4165551992803986, 0.19215432593436513, 0.9093697907019819, 0.32474839986525184, 0.17985008742015338, 0.661441604279381, 0.0, 0.3148147021792946, 0.33195729601870566, 0.0, 0.0, 0.30797955780937064, 0.4653032036613272, 0.0, 0.016057110557497853, 0.012333944372779324, 0.10114778259121969, 0.4541664757890879, 0.0049676541165574436, 0.18120345651257552, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.013875935488273696, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13328960792887334, nan, 0.0, 0.0037449358254179007, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0031861292234736218, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                   | [0.741668977420266, 0.2022509590711618, 0.9495537602997763, 0.8506411140217841, 0.692848378147674, 0.9114538631123676, 0.0, 0.6065744755654517, 0.5166256461611154, 0.0, 0.0, 0.8238934783182454, 0.8192898514228154, nan, 0.03312888735314444, 0.046182526904499616, 0.11043064440630364, 0.8376848331220955, 0.006004376070695591, 0.5565625505745266, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.04593719406581821, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15248020008336807, nan, 0.0, 0.004166508844361956, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007125693926588781, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0504        | 800.0 | 8000 | 3.5953          | 0.0666   | 0.1921        | 0.4331           | [0.41400430416487816, 0.19552172996185035, 0.908514800952705, 0.3178777693558225, 0.17465310710054577, 0.6559884056576542, 0.0, 0.3172982549274996, 0.3242927681420346, 0.0, 0.0, 0.3130523032748335, 0.4838586940615214, 0.0, 0.017515027353159685, 0.01035312416458065, 0.0869894440788584, 0.4424709386968889, 0.004880664320281566, 0.17672787529624848, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.01196683280887521, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13097061182819222, nan, 0.0, 0.002976291135387425, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.003150067763085601, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                           | [0.7348429680960513, 0.20729148141561443, 0.9467574591534541, 0.8586446987453468, 0.6901541826717883, 0.917882566769324, 0.0, 0.602390718387437, 0.5131912072722656, 0.0, 0.0, 0.8344770249940616, 0.8326366154621002, nan, 0.03360400829302004, 0.036098635708838235, 0.09410594476517398, 0.8346007604562737, 0.006021337585019591, 0.4947941953929978, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.039234882144739816, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.14972905377240517, nan, 0.0, 0.0033332070754895646, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007125693926588781, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                  |
| 0.0411        | 810.0 | 8100 | 3.4882          | 0.0685   | 0.1938        | 0.4345           | [0.415103247473732, 0.1886607968324193, 0.9099012462972189, 0.3147366292235824, 0.1807108859041905, 0.649719355852038, 0.0, 0.3101983457286045, 0.3175266692652679, 0.0, 0.0, 0.3217690332129021, 0.4586802257361569, 0.0, 0.011483780748776404, 0.010382101558572146, 0.12318397341627732, 0.44170418654660304, 0.005654415433228006, 0.1871789641552469, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.013123718386876282, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13674214755295835, nan, 0.0, 0.0031028368794326243, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030390789802996173, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          | [0.7223001111753227, 0.1980437488884937, 0.9492838003908375, 0.8690059285812767, 0.682098271446863, 0.9224011713030746, 0.0, 0.5665182233681003, 0.4997990112765252, 0.0, 0.0, 0.877932909287656, 0.8268949886678418, nan, 0.023410504492052522, 0.03499703414964833, 0.1384576376969886, 0.8330798479087452, 0.00692029784419153, 0.5445325565086044, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.050606220347917764, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15606502709462275, nan, 0.0, 0.0034468391348812543, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0669        | 820.0 | 8200 | 3.5263          | 0.0665   | 0.1923        | 0.4313           | [0.41224068835454974, 0.18331458058508573, 0.9110753667564582, 0.3116312498147654, 0.18239013064989862, 0.6502853820322049, 0.0, 0.3119905831451023, 0.3035111288624233, 0.0, 0.0, 0.31097296299437704, 0.4727283095258461, 0.0, 0.011976813570880573, 0.011963507690826373, 0.1137398113480843, 0.44809295844290115, 0.004774955499675077, 0.1876102800153433, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0099815319672852, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13923732164036948, nan, 0.0, 0.004181720861769035, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0027937068078223793, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7250911559901212, 0.19205812860445617, 0.9471241211193263, 0.869826278781194, 0.7114543320529236, 0.9222581242321738, 0.0, 0.5746396343607172, 0.47159711986685376, 0.0, 0.0, 0.8225078518831324, 0.835054142533367, nan, 0.024274360746371803, 0.042115074993644606, 0.12635063972538618, 0.8422898183354457, 0.00573299184151161, 0.5277013540486595, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.034189321485051584, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16148395164651938, nan, 0.0, 0.0047346691413204045, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006297124865357527, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                 |
| 0.0495        | 830.0 | 8300 | 3.5640          | 0.0665   | 0.1928        | 0.4326           | [0.4144003651999764, 0.19874750897730883, 0.9083418205576587, 0.3146224271151224, 0.17561799350192273, 0.6513247413798225, 0.0, 0.31314290704710335, 0.3270155715224733, 0.0, 0.0, 0.3017810109752337, 0.451720815714821, 0.0, 0.01628584229390681, 0.011730205278592375, 0.09426487960421719, 0.4581242853475836, 0.005315110098709187, 0.18766425906526255, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008877195234122654, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.14230005672149745, nan, 0.0, 0.005372870405005611, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0029832506649414134, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7292764274626371, 0.20979649907268616, 0.9522976811652598, 0.8684889011443541, 0.6755094963721724, 0.9223675131687451, 0.0, 0.5882925114262276, 0.5087341941762635, 0.0, 0.0, 0.7877616194673915, 0.8501133215814656, nan, 0.03140117484450587, 0.043725108041691385, 0.10349703541894212, 0.829404309252218, 0.006292721814203572, 0.5508442574310838, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03125235333985993, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1673197165485619, nan, 0.0, 0.005984621794628991, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.006877123208219405, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0574        | 840.0 | 8400 | 3.5668          | 0.0660   | 0.1929        | 0.4340           | [0.4135256123484297, 0.20449588036386152, 0.9103024625889311, 0.3144114713216958, 0.1763978796515057, 0.6534535860949289, 0.0, 0.3147075975927229, 0.31163951447315125, 0.0, 0.0, 0.32237562126612784, 0.46733481811432814, 0.0, 0.015648958239379455, 0.01053146625037862, 0.1035282159193245, 0.4543035631652013, 0.004165418467639548, 0.18424660005050322, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.006178999893831617, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13600725952813067, nan, 0.0, 0.005848150902575891, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.003478065746662179, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7330159610445816, 0.21817535123599502, 0.947571368132643, 0.8691506962636151, 0.6661998506188647, 0.9211978930007909, 0.0, 0.6134419313254424, 0.47202730625744893, 0.0, 0.0, 0.8473963419462113, 0.824326366154621, nan, 0.02997581202487906, 0.038301838827218035, 0.11322944297082228, 0.829531051964512, 0.004952762182607663, 0.5510600420780062, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.021914300775660818, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15619007919966651, nan, 0.0, 0.00655278209158744, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007705692269450659, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0358        | 850.0 | 8500 | 3.5784          | 0.0667   | 0.1921        | 0.4344           | [0.4155061878288596, 0.20026946165205883, 0.9095926148906281, 0.3084290249255369, 0.17730033350886432, 0.6564561025906175, 0.0, 0.30742592381421086, 0.32442431965049606, 0.0, 0.0, 0.32222092746368625, 0.4822209268434859, 0.0, 0.012055741600950631, 0.00991282689912827, 0.10708763236185086, 0.4463517379649028, 0.0058213393268465655, 0.17032752431789017, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00893557667160666, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13170661587666654, nan, 0.0, 0.006231346954839133, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.00316793621413825, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 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, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7307820885929972, 0.2122354614974213, 0.9496544916090819, 0.8680408106990211, 0.6736022193768673, 0.9187745073290587, 0.0, 0.6002929801945388, 0.5027468458874886, 0.0, 0.0, 0.8392805299691203, 0.833291362377235, nan, 0.024101589495507947, 0.033725955427506144, 0.115487010454049, 0.8370933671313899, 0.007072951473107519, 0.4940389491287695, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.030875818962271255, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1527719883284702, nan, 0.0, 0.007196697094807015, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007374264644958157, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     |
| 0.0505        | 860.0 | 8600 | 3.5329          | 0.0652   | 0.1925        | 0.4365           | [0.4175676669068027, 0.20770952380952382, 0.9097583087398492, 0.31685516143014103, 0.17497602046253863, 0.6614409808458827, 0.0, 0.31449468085106386, 0.32843225446629365, 0.0, 0.0, 0.3202661844913446, 0.473989619175366, 0.0, 0.014173987337612548, 0.00991364754691495, 0.10793491661360465, 0.4321483973868776, 0.004135552600429629, 0.17189035916824197, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.009285786853601544, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1371360963717195, nan, 0.0, 0.005947267560959492, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030128923766816144, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7360298748046658, 0.221635629176088, 0.9501903821745875, 0.8667930511512477, 0.6569302176696543, 0.9187997509298059, 0.0, 0.5986640103129028, 0.514961318486026, 0.0, 0.0, 0.8554857610388239, 0.8186854696549988, nan, 0.02794574982722875, 0.03482755698669604, 0.11654021688250897, 0.8356147021546261, 0.004800108553691673, 0.4905324486162809, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03441524211160479, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.1594414339308045, nan, 0.0, 0.006817923563501383, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007125693926588781, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       |
| 0.0428        | 870.0 | 8700 | 3.5173          | 0.0660   | 0.1924        | 0.4358           | [0.41677323244614556, 0.20375099646285522, 0.9101849315332765, 0.3155147348677917, 0.17580210351802586, 0.6617892774118559, 0.0, 0.310127039992286, 0.32661134088431143, 0.0, 0.0, 0.3159326721247874, 0.47439290388250693, 0.0, 0.011236757528865611, 0.00947329468360676, 0.11219639454007614, 0.4382221435211829, 0.00509524297573903, 0.1731221314228143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00995992456388496, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1350059307717192, nan, 0.0, 0.006092168615505552, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.003055545451238587, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                           | [0.7322696092278109, 0.21688473361957267, 0.9504966053548765, 0.8662691300151661, 0.6619051429790866, 0.9198515676276064, 0.0, 0.6030704324387671, 0.5112447901607204, 0.0, 0.0, 0.8381984217055082, 0.8215562830521279, nan, 0.02038700760193504, 0.0325396152868401, 0.12372249960992354, 0.836417405999155, 0.005902606984751598, 0.5005664346981712, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03818058588749153, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15656523551479784, nan, 0.0, 0.007045187682284762, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.00695998011434253, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                      |
| 0.0648        | 880.0 | 8800 | 3.5450          | 0.0665   | 0.1925        | 0.4344           | [0.41659175908543, 0.19971368929063887, 0.9101508439063237, 0.31754722770996646, 0.17742481955666897, 0.6569656689241568, 0.0, 0.31218693842948314, 0.3227768790868287, 0.0, 0.0, 0.3170796059280057, 0.4500259640875673, 0.0, 0.012441032281935067, 0.009742809463041131, 0.09776700028186532, 0.45126933847495754, 0.0047700764957389254, 0.17790933758372707, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00947896660677777, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13356595560991402, nan, 0.0, 0.004491561808514152, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.003107179412194765, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                       | [0.7326298276393773, 0.2119509158812022, 0.9486310615065374, 0.8631807527919482, 0.6914612676056338, 0.9199188838962656, 0.0, 0.6128090941052385, 0.499545130783715, 0.0, 0.0, 0.8405341919818416, 0.8293125157391086, nan, 0.023237733241188666, 0.03364121684603, 0.10654938367920112, 0.830587241233629, 0.005563376698271622, 0.5057992123860388, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03456585586264026, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15477282200917047, nan, 0.0, 0.0051513200257566, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                          |
| 0.0493        | 890.0 | 8900 | 3.4994          | 0.0669   | 0.1931        | 0.4371           | [0.4147998606300342, 0.20015500315747173, 0.9111094798009458, 0.3168231913889961, 0.17869226699992544, 0.6587943121334322, 0.0, 0.3099732077421215, 0.3302140255009107, 0.0, 0.0, 0.32058989620345524, 0.45604697102721686, 0.0, 0.01315103280955944, 0.010622602537621718, 0.1196354825302217, 0.4459131617730416, 0.004724661278129906, 0.1761024290648196, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.008941367729791011, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.13429670369172148, nan, 0.0, 0.006392485567985389, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030383185587646556, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                        | [0.7342728382360182, 0.212586062345977, 0.9501662066603541, 0.8658210395698331, 0.671294814340589, 0.9196412042880463, 0.0, 0.6047111215281847, 0.5113928871148598, 0.0, 0.0, 0.8465649660851434, 0.8371694787207252, nan, 0.025051831375259157, 0.03660706719769511, 0.1319287330316742, 0.8308829742289818, 0.0055124921552996255, 0.49786912661164157, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.03147827396641313, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.15573155481450604, nan, 0.0, 0.007423961213590394, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                    |
| 0.0517        | 900.0 | 9000 | 3.4853          | 0.0669   | 0.1929        | 0.4365           | [0.41420435726910076, 0.19922418699867508, 0.9114084098598356, 0.31411144995841417, 0.17876560594261492, 0.6577098024114943, 0.0, 0.31084779968459025, 0.3282288355966484, 0.0, 0.0, 0.3181820454988723, 0.46052157525704623, 0.0, 0.013076710562666911, 0.010474772205255055, 0.12349715714059392, 0.4422356346339384, 0.004824618594340853, 0.17492076826148384, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00854020089384486, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1399318617361062, nan, 0.0, 0.005856997137310388, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030559050871831746, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]                     | [0.7324458311845484, 0.2116409644063921, 0.949747164413643, 0.8669722873293809, 0.6705212334613743, 0.9198263240268592, 0.0, 0.6028946443220439, 0.504714419706768, 0.0, 0.0, 0.8396104410250996, 0.836917652984135, nan, 0.02453351762266759, 0.03516651131260063, 0.1368339444531128, 0.8326996197718631, 0.005648184269891616, 0.49425473377569185, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.02906845394984562, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16436015006252605, nan, 0.0, 0.006742168857240256, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 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_900_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\_900\_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: 3.4853
* Mean Iou: 0.0669
* Mean Accuracy: 0.1929
* Overall Accuracy: 0.4365
* Per Category Iou: [0.41420435726910076, 0.19922418699867508, 0.9114084098598356, 0.31411144995841417, 0.17876560594261492, 0.6577098024114943, 0.0, 0.31084779968459025, 0.3282288355966484, 0.0, 0.0, 0.3181820454988723, 0.46052157525704623, 0.0, 0.013076710562666911, 0.010474772205255055, 0.12349715714059392, 0.4422356346339384, 0.004824618594340853, 0.17492076826148384, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.00854020089384486, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.1399318617361062, nan, 0.0, 0.005856997137310388, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0030559050871831746, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
* Per Category Accuracy: [0.7324458311845484, 0.2116409644063921, 0.949747164413643, 0.8669722873293809, 0.6705212334613743, 0.9198263240268592, 0.0, 0.6028946443220439, 0.504714419706768, 0.0, 0.0, 0.8396104410250996, 0.836917652984135, nan, 0.02453351762266759, 0.03516651131260063, 0.1368339444531128, 0.8326996197718631, 0.005648184269891616, 0.49425473377569185, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.02906845394984562, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.16436015006252605, nan, 0.0, 0.006742168857240256, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.007042837020465656, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 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: 900


### 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: 900 ### 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: 900 ### Training results ### Framework versions


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