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# segformer-b0-scene-parse-150-testing

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset.
It achieves the following results on the evaluation set:
- Loss: 2.2150
- Mean Iou: 0.0979
- Mean Accuracy: 0.1655
- Overall Accuracy: 0.5607
- Per Category Iou: [0.6211411667497754, 0.5839035268588175, 0.8411576998332261, 0.464015644015436, 0.4052849927849928, 0.4788026310226319, 0.03373079502055334, 0.0, 0.036962790647813645, 0.7749948937908496, 0.050276306044550786, 0.0, 0.32207848268605577, nan, 0.027546884660300888, 0.0, 0.0, 0.0, 0.0, 0.011764824688964292, 0.30994063598895905, 0.0, 0.0, 0.031859410430839, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]
- Per Category Accuracy: [0.9026851511491537, 0.7256312660148767, 0.9871168574994992, 0.8648365708968244, 0.8785017496530018, 0.8011156924569488, 0.6846153846153846, nan, 0.06205680141103632, 0.7950081190089571, 0.05923415108903581, 0.0, 0.42041626069705473, nan, 0.029675127654850884, 0.0, nan, 0.0, 0.0, 0.012571625894312015, 0.5180433546103773, nan, 0.0, 0.03672082589188483, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, 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: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
| 4.5469        | 1.0   | 20   | 4.2578          | 0.0345   | 0.1086        | 0.4125           | [0.43401533789893565, 0.3375324044847231, 0.6310751338835964, 0.3861039410022946, 0.47456106754822713, 0.14083028364860187, 0.0, 0.0, 0.05806104015466041, 0.1355570117955439, 0.001269473476631828, 0.0, 0.06274710425783922, nan, 0.0, 0.03437155342110039, 0.0, 0.0, 0.0025931336742147553, 0.0, 0.0, 0.0, 0.0, 0.12375735014171496, 0.0, 0.0, nan, 0.014178871922717358, 0.0, 0.0, 0.02382213849806715, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 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, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan]      | [0.5536645136445588, 0.8752095927556783, 0.9170660543578205, 0.6964509583446422, 0.9204738725001467, 0.3822863610639502, 0.0, nan, 0.06594435045534718, 0.2708868053009271, 0.0017283619156290902, 0.0, 0.06623076290983367, nan, 0.0, 0.03999545137027471, nan, 0.0, 0.004535002554931017, 0.0, 0.0, nan, 0.0, 0.2548677963148495, 0.0, nan, nan, 0.029056978641878946, 0.0, nan, 0.026009083897506214, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]     |
| 3.7837        | 2.0   | 40   | 3.9673          | 0.0497   | 0.1175        | 0.4378           | [0.43262922109211194, 0.3815568002434432, 0.7344899912436109, 0.3940891170890959, 0.396235344913481, 0.1969130541825275, 0.0, 0.0, 0.05201885310290652, 0.09384419443854808, 0.02349220691213011, 0.0, 0.06200679063753953, nan, 0.0, 6.321711919587824e-05, 0.0, 0.0, 0.002046900725314822, 0.0, 0.0, 0.0, 0.0, 0.19777182107555705, 0.0, 0.0, nan, 0.01175256094655761, 0.0, nan, 0.002879258903795197, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]        | [0.5814962628437396, 0.798542179764659, 0.9263893811673936, 0.841701885670712, 0.9329071608703302, 0.5253860457595602, 0.0, nan, 0.05959108743385767, 0.11578754386883872, 0.04013826895325033, 0.0, 0.06249192951976241, nan, 0.0, 6.498042464707506e-05, nan, 0.0, 0.0029381706693919264, 0.0, 0.0, nan, 0.0, 0.6170666898985059, 0.0, nan, nan, 0.015752501241751225, 0.0, nan, 0.0029565515468334904, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]    |
| 3.6018        | 3.0   | 60   | 3.5198          | 0.0545   | 0.1163        | 0.4863           | [0.5336816266237998, 0.5370825703507671, 0.7498048148356823, 0.3958050577006317, 0.46992639537915404, 0.23189394933718335, 0.0, 0.0, 0.00026385659394119297, 0.09877532843464708, 0.017996340070165505, 0.0064178408805707935, 0.03983180340299399, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006319914049168931, 0.0, 0.0, 0.17076406617484471, 0.0, 0.0, nan, 0.001535430789732893, 0.0, nan, 0.011764204424363838, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan] | [0.7740639605104238, 0.8259770629648979, 0.9570561916649972, 0.8716057280963644, 0.9161144018923622, 0.5356536502546689, 0.0, nan, 0.00028796659587487853, 0.11618039914095647, 0.029868778736114373, 0.00649507728779119, 0.04069869815816968, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.006319914049168931, nan, 0.0, 0.3700396393256959, 0.0, nan, nan, 0.0018803661392180514, 0.0, nan, 0.011826206187333961, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan] |
| 3.3739        | 4.0   | 80   | 3.4219          | 0.0677   | 0.1270        | 0.4954           | [0.5497327245053273, 0.5332851597291075, 0.752851956434046, 0.439751599911729, 0.42158199036088767, 0.272525036741971, 0.0, 0.0, 3.095112816862175e-05, 0.48844495747838584, 0.03908187224331263, 0.012264299277930308, 0.05358994109913531, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0036023510080262907, 0.0, 0.0, 0.14452875974252988, 0.0, 0.0, nan, 0.002179160520316481, 0.0, nan, 0.012157925047458567, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]       | [0.7902606382047647, 0.7894668756374854, 0.9586948369830434, 0.8241570056738139, 0.9251265810411902, 0.6858678955453149, 0.0, nan, 3.599582448435982e-05, 0.5430307474726311, 0.05977111789777494, 0.012264447616052637, 0.054309929918884337, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0036023510080262907, nan, 0.0, 0.30613756152807425, 0.0, nan, nan, 0.002306109416022139, 0.0, nan, 0.012211843345616591, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan] |
| 3.2169        | 5.0   | 100  | 3.1205          | 0.0727   | 0.1291        | 0.5118           | [0.5616205921394356, 0.5759277024782282, 0.7356526018717173, 0.3911463432175341, 0.42238214662159707, 0.26554378943272466, 0.0, 0.0, 0.0, 0.6766107365539615, 0.020765772817748752, 0.004548964718374439, 0.014376595533382793, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03296911513926609, 0.0, 0.0, 0.14895871086453483, 0.0, 0.0, nan, 0.0024982841455044613, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                      | [0.8516865339844912, 0.7676543025598925, 0.9828276134851777, 0.8610788000982255, 0.9087248059742341, 0.6758630447085455, 0.0, nan, 0.0, 0.6991514326122257, 0.03116085511964292, 0.004559858729045211, 0.014444692265251741, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.03298995133666182, nan, 0.0, 0.23273946944287147, 0.0, nan, nan, 0.0032285531824309942, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                     |
| 2.7547        | 6.0   | 120  | 3.1530          | 0.0731   | 0.1284        | 0.5263           | [0.5791724163878951, 0.637866130866987, 0.7614154836679616, 0.4066222796073612, 0.4711092575491277, 0.29762074080094275, 0.0, 0.0, 0.0, 0.3726423235286866, 0.03552514132698602, 0.0, 0.08187654152212671, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0633665774750669, 0.0, 0.0, 0.1652728533991059, 0.0, 0.0, nan, 0.0008398015014632905, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                                             | [0.9161354128376131, 0.8118864591884967, 0.9695489359079071, 0.8445743347162447, 0.9274920337028131, 0.592125474977767, 0.0, nan, 0.0, 0.39584097218584674, 0.050088935127697416, 0.0, 0.08436733304377428, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.06585350439234026, nan, 0.0, 0.37361153460818053, 0.0, nan, nan, 0.0011707940112112396, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                                      |
| 3.1094        | 7.0   | 140  | 3.0328          | 0.0777   | 0.1376        | 0.5161           | [0.5747310157929623, 0.6100875868317729, 0.7760455140945952, 0.4067292852319861, 0.3869755536897707, 0.30358842188739094, 0.0, 0.0, 0.0, 0.8637845824629337, 0.03582893759520602, 0.0, 0.0660559581228427, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 4.316298342541436e-05, 0.002004982076675375, 0.0, 0.0, 0.1698531151207553, 0.0, 0.0, nan, 0.0016418743637736841, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                         | [0.8226312380752332, 0.7437370948080703, 0.9767610300349817, 0.8719449937316635, 0.9280589603737807, 0.7737589942598432, 0.0, nan, 0.0, 0.8880362474464407, 0.0477564855522368, 0.0, 0.06784485895735265, nan, 0.0, 0.0, nan, 0.0, 0.0, 4.316438075300262e-05, 0.0020855716362257475, nan, 0.0, 0.34403449928126495, 0.0, nan, nan, 0.0017739303200170298, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                    |
| 1.9536        | 8.0   | 160  | 3.0078          | 0.0860   | 0.1438        | 0.5250           | [0.5783765948086229, 0.628664074662244, 0.7841985250313277, 0.4246171300729967, 0.45127510283087346, 0.304335569511847, 0.11324715501049608, 0.0, 0.0010691992012453026, 0.7884727985540083, 0.027180569286842066, 0.0, 0.09110817594959146, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00016185769471480674, 0.021610039791857973, 0.0, 0.0, 0.17025427995971804, 0.0, nan, nan, 0.0012685883430826697, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]     | [0.8284303943706349, 0.7996765927805558, 0.9804646766629168, 0.8610044847685885, 0.911539890133521, 0.8619027407227747, 0.20216962524654833, nan, 0.0012238580324682336, 0.811167565868734, 0.030909151928046448, 0.0, 0.09352365971333654, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.00016186642782375983, 0.022309296593566327, nan, 0.0, 0.35348695387027923, 0.0, nan, nan, 0.0012772298304122615, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]  |
| 2.9427        | 9.0   | 180  | 2.7868          | 0.0837   | 0.1392        | 0.5310           | [0.5866994367070738, 0.6134847857382318, 0.7560739917271938, 0.414117621038197, 0.4226283159634325, 0.33982576519462443, 0.09148893761211879, 0.0, 0.0009956440572495332, 0.7460604794727193, 0.016807970422723424, 0.0, 0.08064426393679759, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010005558643690939, 0.0, 0.0, 0.17320352990614932, 0.0, nan, nan, 0.0, 0.0, nan, 0.01638080555020235, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                         | [0.8875142221988832, 0.7739184516257432, 0.9886989978065782, 0.8469653496697814, 0.864895509549782, 0.8093115854151508, 0.18106508875739644, nan, 0.0012958496814369533, 0.8419412288512912, 0.018995200859146893, 0.0, 0.08507753530468264, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.010238260759653669, nan, 0.0, 0.21544626911181775, 0.0, nan, nan, 0.0, 0.0, nan, 0.01638957922701174, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                      |
| 2.1274        | 10.0  | 200  | 2.7885          | 0.0823   | 0.1417        | 0.5213           | [0.5830427336318429, 0.591385720067757, 0.7613644901946052, 0.40250348366317956, 0.41195882994394595, 0.3273973134727658, 0.1334416858151656, 0.0, 0.0005273149124657245, 0.7459228515625, 0.006929806831634568, 0.0, 0.0803665904358808, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02264066352835687, 0.0, 0.0, 0.13008208594881698, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                              | [0.8408198988254652, 0.7851481453839839, 0.9889763860422349, 0.8754410453258888, 0.8419252047778234, 0.7667758104939769, 0.4696252465483235, nan, 0.0006299269284762968, 0.8001938086009114, 0.008054502131087023, 0.0, 0.0829175813210936, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.025532452758642483, nan, 0.0, 0.176024741908786, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                         |
| 2.6272        | 11.0  | 220  | 2.7375          | 0.0896   | 0.1553        | 0.5341           | [0.6147732474156328, 0.5861026320336348, 0.7854452609189231, 0.41597638664337844, 0.3804946291099785, 0.35667088367664496, 0.1002190416179074, 0.0, 0.0008433099917174911, 0.8598446391046679, 0.00407763061646927, 0.0, 0.07470604039122208, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.07414629005059022, 0.0, 0.0, 0.22517204641653948, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                          | [0.9051357454182639, 0.708863845560614, 0.9844765324415815, 0.8487844596952425, 0.9092135358629992, 0.8177095965720753, 0.6587771203155819, nan, 0.0010078830855620748, 0.9537740296474778, 0.004396415746551666, 0.0, 0.0767077136182751, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.08892119067180686, nan, 0.0, 0.34063684279304784, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                         |
| 2.2634        | 12.0  | 240  | 2.8012          | 0.0892   | 0.1506        | 0.5288           | [0.5841686538745933, 0.6434427103094585, 0.8034668746959249, 0.42557221261061395, 0.4264881334777262, 0.3796590059067812, 0.059750058105233046, 0.0, 0.0022796982508497057, 0.8524544633971347, 0.01970608779753909, 0.0, 0.10737092028198651, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02989552638628449, 0.0, 0.0, 0.1270535658085227, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                          | [0.8850478741094715, 0.7509664900365699, 0.9840553132689176, 0.8305610484277461, 0.9084706664320763, 0.7437444417495351, 0.659171597633136, nan, 0.0029696555199596845, 0.9646430255094023, 0.024616572138134712, 0.0, 0.11201239625764495, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.03526512039436264, nan, 0.0, 0.17585050311451844, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                        |
| 2.3709        | 13.0  | 260  | 2.7454          | 0.0906   | 0.1572        | 0.5053           | [0.5387743145360177, 0.6562937866343481, 0.7818099757254907, 0.4424800710919547, 0.38618007777445407, 0.3466075874851838, 0.037971622837135975, 0.0, 0.005830133237978265, 0.9110790381369407, 0.0013341941037228319, 0.0, 0.07666863624251272, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.21434219630325196, 0.0, 0.0, 0.13128162693739856, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                        | [0.7533371842671848, 0.7247754807572705, 0.9876870444283491, 0.8703843718092875, 0.8833304009540007, 0.880649203654297, 0.7743589743589744, nan, 0.006749217090817466, 0.9754334503169032, 0.0015605597878981105, 0.0, 0.07768204068695927, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.27409467231245654, nan, 0.0, 0.1796837565884044, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                         |
| 1.7752        | 14.0  | 280  | 2.7320          | 0.0904   | 0.1560        | 0.5253           | [0.5912354479402248, 0.6485792477504395, 0.7942571269096397, 0.47251733443750704, 0.3996168819131187, 0.3323185102190627, 0.034541884189855834, 0.0, 0.004349250016375188, 0.9064693279483833, 0.0045105642161905515, 0.0, 0.10476010057520753, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 6.324843987181649e-05, 0.06826605228889111, 0.0, 0.0, 0.16074525543828352, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                      | [0.8433702672898178, 0.7452247680175137, 0.9867983747104119, 0.8406873198661031, 0.8849725333802514, 0.8692497372463417, 0.7112426035502959, nan, 0.005975306864403729, 0.9640406474254885, 0.00478236064033292, 0.0, 0.10711141371336003, nan, 0.0, 0.0, nan, 0.0, 0.0, 6.474657112950394e-05, 0.08614042849017253, nan, 0.0, 0.28261532430195585, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                       |
| 1.2478        | 15.0  | 300  | 2.7233          | 0.0904   | 0.1605        | 0.5245           | [0.5881216012169629, 0.6537613219315531, 0.8004809295192372, 0.4053293406100125, 0.40993667283335705, 0.35600728640362134, 0.04430379746835443, 0.0, 0.0027291182124947904, 0.7997917776378868, 0.007926331740296071, 0.0, 0.10254162029699075, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.22276316327783005, 0.0, 0.0, 0.218856458889605, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                          | [0.8229183076896147, 0.7196855486727866, 0.9866648174117623, 0.8869437659131738, 0.9010224229272965, 0.8552025224351201, 0.7289940828402367, nan, 0.003653576185162521, 0.8651458802577131, 0.009128435748565292, 0.0, 0.10708206651249604, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.3441193199772483, nan, 0.0, 0.31062421048046346, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                         |
| 1.349         | 16.0  | 320  | 2.6145          | 0.0861   | 0.1511        | 0.5294           | [0.5962189102410504, 0.6054622653556379, 0.7689845214353941, 0.45942780281215295, 0.41564121293851025, 0.3718410911222007, 0.031753899985420615, 0.0, 0.005845632968311908, 0.7884793299897745, 0.005921386842773686, 0.0, 0.08774669805225814, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.15358690418873375, 0.0, 0.0, 0.09900883430295195, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                        | [0.8711022422937562, 0.7549021071224221, 0.9883907886558485, 0.854203016556163, 0.867651946122417, 0.8463901689708141, 0.644378698224852, nan, 0.007955077211043519, 0.8482007228537007, 0.0062590193643655406, 0.0, 0.09167478605890571, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.2016052581684889, nan, 0.0, 0.12009408894890447, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                           |
| 2.8133        | 17.0  | 340  | 2.5781          | 0.0807   | 0.1455        | 0.5207           | [0.5871389395605059, 0.6593090969776286, 0.7824116415665712, 0.4306666880040968, 0.43312856047592707, 0.337909186906019, 0.04012610470825366, 0.0, 0.00497573477288838, 0.31912549147279057, 0.0010629313608433559, 0.0, 0.11573254173061895, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.21937334132351682, 0.0, 0.0, 0.1046186144156753, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                           | [0.8507343030684941, 0.7469512650197776, 0.9887606396367241, 0.8695378232716839, 0.872480597423416, 0.84081170668607, 0.7656804733727811, nan, 0.006569237968395666, 0.3337436488397674, 0.0012249555324361514, 0.0, 0.12082242595701222, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.3238955950199077, nan, 0.0, 0.11721914884349001, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                           |
| 1.3654        | 18.0  | 360  | 2.5478          | 0.0921   | 0.1596        | 0.5336           | [0.5922734960604318, 0.6482923957287656, 0.7785714285714286, 0.45060727183067173, 0.439669875124973, 0.37725983769192123, 0.03435161654666102, 0.0, 0.015766713864758333, 0.8334938866246758, 0.004066009353310893, 0.0, 0.11032682642379141, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2539787798408488, 0.0, 0.0, 0.06521739130434782, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                           | [0.8544749601778431, 0.761529467373187, 0.9882469577188413, 0.8680288989699249, 0.8768987156178524, 0.89542404398092, 0.7678500986193294, nan, 0.022245419531334364, 0.8837672201560945, 0.004580998087055744, 0.0, 0.11660229847277166, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.38728433293307213, nan, 0.0, 0.07448708454937492, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                           |
| 2.1183        | 19.0  | 380  | 2.5432          | 0.0940   | 0.1623        | 0.5336           | [0.5963821300311228, 0.6335535101320164, 0.7845521158020138, 0.45658170487980904, 0.3907784041259017, 0.37315002501971894, 0.034003550861128884, 0.0, 0.014386002233686114, 0.8336210131332082, 0.009633965723957966, 0.0, 0.12767344166762515, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.002043061449002043, 0.2896110250346571, 0.0, 0.0, 0.1565160218700256, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                         | [0.8717551506240263, 0.7034355797696346, 0.987810328088641, 0.85036446822535, 0.8917170058452095, 0.8892594389198804, 0.744181459566075, nan, 0.01947374104603866, 0.8727672725367974, 0.011460885324025909, 0.0, 0.136822519868055, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0021042635617088776, 0.44890349491246917, nan, 0.0, 0.197020516618025, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                               |
| 2.306         | 20.0  | 400  | 2.4455          | 0.0933   | 0.1578        | 0.5492           | [0.6059823846307328, 0.6476582873079467, 0.7858928075534574, 0.46115511194367104, 0.4447484358969201, 0.3962850822684894, 0.033964962459778335, 0.0, 0.010008350836348913, 0.829992261028035, 0.007791226606645365, 0.0, 0.15789282527032356, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0047083057456043555, 0.19735284167794317, 0.0, 0.0, 0.08207436399217222, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                        | [0.930336606627107, 0.7649028534467747, 0.9885294827736769, 0.8407648662970287, 0.8643872304654664, 0.834616783895222, 0.7307692307692307, nan, 0.014236348583564307, 0.8707506154732596, 0.008306205322683492, 0.0, 0.17861293389836477, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0048344106443362934, 0.294950388674714, nan, 0.0, 0.09134468789475977, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 2.0384        | 21.0  | 420  | 2.6701          | 0.0927   | 0.1612        | 0.5146           | [0.5573991208965271, 0.6299497984156984, 0.8107190027892531, 0.40909844301188825, 0.37741344328817333, 0.3557261928201089, 0.03383434718168344, 0.0, 0.026755852842809364, 0.8641395996773957, 0.025140983606557376, 0.0, 0.15450553162739633, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011720350790918778, 0.30078508341511284, 0.0, 0.0, 0.07537444077027816, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                        | [0.7638082234941973, 0.6849068338433216, 0.9869113847323461, 0.9011832292918719, 0.9018434891404219, 0.8216407955372301, 0.7339250493096647, nan, 0.03628379108023469, 0.9260384474359646, 0.032167667886028796, 0.0, 0.17181025273809383, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.01234501289535875, 0.5036339505782721, nan, 0.0, 0.10127629916800976, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.4784        | 22.0  | 440  | 2.4594          | 0.0941   | 0.1601        | 0.5435           | [0.6132890505118449, 0.6315295468961616, 0.7813338428267126, 0.45875630997947525, 0.41751521781817164, 0.3771951509158681, 0.03808761081725397, 0.0, 0.018710941374863604, 0.8889645089735834, 0.0312432103593621, 0.0, 0.13077114105554116, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.22090947726306842, 0.0, 0.0, 0.09749066103621894, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                           | [0.9192669222286405, 0.7331442644973506, 0.9873223302666523, 0.8550786450053637, 0.8729106797255293, 0.7864216994098149, 0.8067061143984221, nan, 0.02715884957344948, 0.9236551254517835, 0.03619491895157231, 0.0, 0.14217544930564524, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.32850913227580103, nan, 0.0, 0.10458683625909308, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                                          |
| 1.643         | 23.0  | 460  | 2.5814          | 0.0913   | 0.1597        | 0.5240           | [0.5819517856467056, 0.5278333460867157, 0.7765123347020596, 0.46488242052309237, 0.37107865447474037, 0.40617900289595055, 0.03421230937729142, 0.0, 0.04365025235302142, 0.8299813691300817, 0.07319981905662705, 0.0, 0.1846547314578005, nan, 0.0008137298416925581, 0.0, 0.0, 0.0, 0.0, 0.00425314220942713, 0.22899525316455696, 0.0, 0.0, 0.039060996728882046, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]        | [0.8075040697369112, 0.7207353782620594, 0.9869576161049555, 0.8458990862445556, 0.8766445760756945, 0.8419536745088527, 0.7270216962524655, nan, 0.07487131492746842, 0.9100623330365093, 0.08960633620834312, 0.0, 0.20976792233556762, nan, 0.0008140309331754607, 0.0, nan, 0.0, 0.0, 0.004575424359818278, 0.3658598243063894, nan, 0.0, 0.04421309404538921, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]        |
| 1.1919        | 24.0  | 480  | 2.5250          | 0.0889   | 0.1580        | 0.5206           | [0.5625238091019428, 0.6246552930957421, 0.8283977267341408, 0.4110628906816239, 0.4211693586120417, 0.37615532400996954, 0.036541270350183466, 0.0, 0.03304040236555574, 0.5461548111905657, 0.019909243899507153, 0.0, 0.1776419013662356, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.016195652173913045, 0.31019050259416214, 0.0, 0.0, 0.08380470378088717, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          | [0.7780146685571251, 0.7370798815832027, 0.9876151289598455, 0.8979359724968659, 0.8798506441459933, 0.8785168566577735, 0.8092702169625247, nan, 0.05379575969187574, 0.5700853805458069, 0.022233781924354802, 0.0, 0.20002465164872574, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.017686605013542824, 0.4949756683309107, nan, 0.0, 0.09809644117262709, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                         |
| 1.5023        | 25.0  | 500  | 2.3849          | 0.0982   | 0.1629        | 0.5495           | [0.5878929971558152, 0.6138282333890727, 0.8017426922050187, 0.45213515471421484, 0.44665769763659363, 0.4412329853965735, 0.034962559082299206, 0.0, 0.01691110131973731, 0.8687862153095456, 0.06652149911059314, 0.0, 0.16036992084980134, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004138091609516553, 0.2813213703099511, 0.0, 0.0, 0.13474953690931304, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          | [0.9370949955364176, 0.7506580093041769, 0.9873634248200829, 0.8449652979721608, 0.8697046116552304, 0.7193891988034603, 0.7790927021696252, nan, 0.02901263453439401, 0.8953171651563564, 0.07279256300969897, 0.0, 0.18147722070268937, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.004219318218606006, 0.4359476711116729, nan, 0.0, 0.14893060940018296, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 2.5926        | 26.0  | 520  | 2.4461          | 0.0979   | 0.1626        | 0.5387           | [0.6015043474260477, 0.5867864243406232, 0.8548682341099288, 0.47199267261520245, 0.40799031476997577, 0.4311673949106049, 0.034172129022701184, 0.0, 0.019437566978308268, 0.9037038907263868, 0.039368200038175226, 0.0, 0.13603321245138741, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005705982797204281, 0.3292300721217385, 0.0, 0.0, 0.07330582932233173, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                        | [0.9154650002625637, 0.7063362937532651, 0.9859662100034416, 0.8192037273984465, 0.8893906515746877, 0.803763440860215, 0.7280078895463511, nan, 0.028400705518159892, 0.9374312503273794, 0.04153102661341746, 0.0, 0.14597297709744445, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.005805609211278853, 0.5510333059470391, nan, 0.0, 0.08359106154985407, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.5793        | 27.0  | 540  | 2.3986          | 0.0953   | 0.1629        | 0.5415           | [0.6158472622106006, 0.5400614341217885, 0.7890192705453503, 0.465081099252038, 0.38442415556381265, 0.4281169003338618, 0.033697473125785284, 0.0, 0.02930588715563418, 0.8800955651784381, 0.0611314301999715, 0.0, 0.1309939877810969, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0014128375557910286, 0.3212085540514028, 0.0, 0.0, 0.08683831760754837, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                             | [0.9176845385005864, 0.7068238923302734, 0.9895722570669789, 0.8404029829527097, 0.8494711942603562, 0.7995694882367208, 0.7617357001972387, nan, 0.0426370541017242, 0.9261955895448117, 0.06478840151693123, 0.0, 0.14233392419031074, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0014244245648490864, 0.5173481640649688, nan, 0.0, 0.09461166528727621, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.912         | 28.0  | 560  | 2.4108          | 0.0976   | 0.1675        | 0.5347           | [0.5922225375402491, 0.605304742399096, 0.7988269332148921, 0.4381246761541946, 0.3784441189821595, 0.4114067239929573, 0.03527937952506402, 0.0, 0.026861953024842167, 0.8909617556090137, 0.04841210589789238, 0.0, 0.17128756527605862, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01194753025706861, 0.32256936348799253, 0.0, 0.0, 0.14736203759854458, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                             | [0.8438183759561694, 0.6823046496007165, 0.9885448932312134, 0.8687946699753144, 0.8638007545989482, 0.8949692780337941, 0.7554240631163708, nan, 0.03997336308988157, 0.9506049971190613, 0.056582877470886334, 0.0, 0.1892483594914717, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.012452923847241256, 0.5246160652215129, nan, 0.0, 0.20111512828331227, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.2563        | 29.0  | 580  | 2.3292          | 0.0989   | 0.1662        | 0.5510           | [0.6117426430199746, 0.5837388196813987, 0.8064969087289112, 0.46139816435828385, 0.40411204306804716, 0.4544786750957172, 0.03555818074424099, 0.0, 0.02314965371875941, 0.8416528842780534, 0.02718131188118812, 0.0, 0.2518695620024155, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010199082082612564, 0.3006304967671981, 0.0, 0.0, 0.13341608239122413, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                            | [0.9084510493794745, 0.7192576560439834, 0.988375378198312, 0.8353818515502824, 0.8599300138799288, 0.8253294526639179, 0.7717948717948718, nan, 0.03459198732946978, 0.8796553349745954, 0.02948283384233312, 0.0, 0.2998873067486823, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.011006917092015669, 0.4731087657207862, nan, 0.0, 0.1732369212005053, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                             |
| 1.3119        | 30.0  | 600  | 2.3632          | 0.0979   | 0.1671        | 0.5463           | [0.610264925268586, 0.5511280654780015, 0.7897514610283013, 0.46934199034907415, 0.4042110091743119, 0.4489784463403682, 0.035622146371736337, 0.0, 0.02728611788568807, 0.8392271864757633, 0.02667270719483535, 0.0, 0.24558691266195096, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.009129682770549158, 0.33353831962487507, 0.0, 0.0, 0.10207370043435617, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                           | [0.8768751422219888, 0.7209841530462472, 0.9884986618586039, 0.8595246403784266, 0.8613180067640217, 0.8083717357910907, 0.7925049309664695, nan, 0.04067528166732659, 0.8919124194646693, 0.03161392086451656, 0.0, 0.29650063976897884, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.01002492742988486, 0.5484421411868798, nan, 0.0, 0.12693296162390555, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                           |
| 1.6401        | 31.0  | 620  | 2.3355          | 0.0971   | 0.1644        | 0.5466           | [0.6078575423495843, 0.6357409216017047, 0.8129965455860031, 0.42354618672693933, 0.41757270807950225, 0.4257725364566256, 0.035864099786093284, 0.0, 0.01914463317493207, 0.8831376467649263, 0.02693955693317531, 0.0, 0.1879158930608195, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007337055784584877, 0.3394645645302563, 0.0, 0.0, 0.03285840070439446, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                           | [0.8979467520873812, 0.7125258103838595, 0.9877127285242432, 0.8791568118077365, 0.8777002326354271, 0.8005093378607809, 0.763905325443787, nan, 0.027770778589683597, 0.9258813053271175, 0.02975131724670269, 0.0, 0.21564323194853674, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.007586139917340211, 0.5633571383429186, nan, 0.0, 0.03576251252341334, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.1976        | 32.0  | 640  | 2.2866          | 0.0968   | 0.1605        | 0.5463           | [0.611665254876478, 0.6062833219126569, 0.8066818876856371, 0.44680094267421433, 0.4221602385303453, 0.4151850622216625, 0.03311014711429649, 0.0, 0.024182574938968263, 0.9136825762508138, 0.0555774848030315, 0.0, 0.17285317391281427, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0010667349377026796, 0.2950482763969134, 0.0, 0.0, 0.035947579827159494, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                           | [0.9226960037809169, 0.7219593502002637, 0.9891407642559574, 0.8563872410272317, 0.858053291107071, 0.7330018594874282, 0.6925049309664695, nan, 0.04350095388934883, 0.9556073542506941, 0.05906634896130483, 0.0, 0.1924472043856457, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0010791095188250656, 0.480882260001264, nan, 0.0, 0.03859389293026092, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                            |
| 1.0316        | 33.0  | 660  | 2.2510          | 0.0969   | 0.1654        | 0.5449           | [0.6007783138897589, 0.596719859236774, 0.8096224270741256, 0.4372217388671645, 0.423630463828975, 0.40850409246870745, 0.03532721486879122, 0.0, 0.023637801313078067, 0.8982826288028398, 0.025869511593487913, 0.0, 0.20788644632130077, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014136233073450964, 0.2992672279388837, 0.0, 0.0, 0.06638284452853989, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                            | [0.8596002030492395, 0.7306266636813693, 0.9880260744941517, 0.8865560337585463, 0.8677496921001701, 0.8614782925054572, 0.7554240631163708, nan, 0.03550988085382096, 0.9411240898852863, 0.02815719703325838, 0.0, 0.24516651601770223, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.014870129169409404, 0.48524300069519055, nan, 0.0, 0.07335453238663589, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                         |
| 0.9391        | 34.0  | 680  | 2.3345          | 0.1002   | 0.1668        | 0.5539           | [0.6038474339659478, 0.6069200771588186, 0.8060762360045288, 0.477789673937088, 0.42162454839944363, 0.47604830716898944, 0.03379621593473355, 0.0, 0.024721020268731495, 0.8613858894006897, 0.05961061414718485, 0.0, 0.24790394369112928, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.013526679041338925, 0.31755439146560627, 0.0, 0.0, 0.0607921638745287, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                           | [0.8987379439514083, 0.7232430280866732, 0.9874250666502289, 0.872355343595311, 0.882919867847438, 0.7863610639501981, 0.7680473372781065, nan, 0.03907346747777258, 0.8962862081609135, 0.06653354364533343, 0.0, 0.309260802704638, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.014233454553302615, 0.5248688617834797, nan, 0.0, 0.06812736855860957, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                              |
| 1.1159        | 35.0  | 700  | 2.2611          | 0.1002   | 0.1651        | 0.5565           | [0.6156057653121398, 0.5889542421655124, 0.8295513006186422, 0.4851735415049632, 0.4340364608189367, 0.45528382293088177, 0.03464952779733226, 0.0, 0.030684552256023203, 0.8645619893248336, 0.05751210127839146, 0.0, 0.26360868741897425, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007850571176196195, 0.29341223498060115, 0.0, 0.0, 0.05030481809242871, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          | [0.9227922771272034, 0.7413289548971316, 0.9856836849486061, 0.8422156307755936, 0.8889801184681251, 0.76872625111165, 0.747534516765286, nan, 0.05026816889240848, 0.8951076423445603, 0.062204248749874146, 0.0, 0.31865777642128496, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.00853575629390627, 0.4731719648612779, nan, 0.0, 0.05571285446704709, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                             |
| 1.9614        | 36.0  | 720  | 2.2466          | 0.0962   | 0.1641        | 0.5497           | [0.6082440820519713, 0.6007631957039873, 0.8208285287209054, 0.4449066994989111, 0.40870495056682765, 0.44051983584131327, 0.03491347914246904, 0.0, 0.02852562389782504, 0.8119822672577581, 0.03656842388300494, 0.0, 0.2601714512156583, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.019918155584825604, 0.3085241975976208, 0.0, 0.0, 0.08397498463651809, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                            | [0.8871256279647814, 0.7135955419558674, 0.9872812357132217, 0.8686815814302147, 0.8816882685277501, 0.8135762794081979, 0.6996055226824458, nan, 0.04803642777437817, 0.8394793358126866, 0.04107796086854381, 0.0, 0.30443025344242663, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.021377159567924547, 0.5048347342476143, nan, 0.0, 0.10118917977087599, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                          |
| 1.2723        | 37.0  | 740  | 2.2792          | 0.0990   | 0.1651        | 0.5547           | [0.6162026248892655, 0.5667028491805045, 0.8272129214909281, 0.4618578100674624, 0.42312601038032843, 0.4151934596928481, 0.03327962558023555, 0.0, 0.031753205801976034, 0.8599186164801628, 0.08637185309289713, 0.0, 0.2620479098168154, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01161764258246497, 0.29542345722437174, 0.0, 0.0, 0.059428043570301375, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                           | [0.8961315619037616, 0.7325223275368808, 0.9876048553214878, 0.8598283638995515, 0.8749633452583426, 0.8027023203169213, 0.6844181459566075, nan, 0.0543716928836255, 0.8855481640563616, 0.09861731046749672, 0.0, 0.3274560672403066, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.012355803990547, 0.4777223029766795, nan, 0.0, 0.06725617458727186, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                               |
| 1.1829        | 38.0  | 760  | 2.3281          | 0.1001   | 0.1677        | 0.5509           | [0.6059244429175601, 0.5942994815754942, 0.8024555990994747, 0.4664508376236147, 0.3997593582887701, 0.4513112968560694, 0.03559272674323365, 0.0, 0.02192282819573184, 0.8446939586645469, 0.046341429924892555, 0.0, 0.2695281903758242, nan, 0.00906344410876133, 0.0, 0.0, 0.0, 0.0, 0.03099780775232388, 0.3488188976377953, 0.0, 0.0, 0.07657611128326963, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]              | [0.8953053615501759, 0.6872950717715253, 0.9887195450832935, 0.869159784420922, 0.8768400680312005, 0.7453714932492521, 0.7714003944773176, nan, 0.036607753500593934, 0.8905767115394688, 0.05663321810920562, 0.0, 0.3332550741310294, nan, 0.009324354325464367, 0.0, nan, 0.0, 0.0, 0.034941566219555624, 0.5879416039941857, nan, 0.0, 0.09687676961275428, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]          |
| 1.3038        | 39.0  | 780  | 2.2157          | 0.0968   | 0.1651        | 0.5574           | [0.6187148149228481, 0.6228867291195893, 0.8150466632195502, 0.46734620956229855, 0.414020387957904, 0.4273867661487464, 0.03628105039034776, 0.0, 0.023883178658151216, 0.8129481870518129, 0.05494977110885046, 0.0, 0.2754367184078634, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007835526588899498, 0.3311563580484057, 0.0, 0.0, 0.03111985192040722, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                             | [0.9282238442822385, 0.7063163917705302, 0.9878462858228928, 0.8578961653289907, 0.8829003186518875, 0.7791757619856092, 0.7562130177514793, nan, 0.03876750296965552, 0.8432245560735425, 0.058009195556599655, 0.0, 0.3322396609811356, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.008147276867129245, 0.5447765910383618, nan, 0.0, 0.035152676743476934, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                         |
| 1.2008        | 40.0  | 800  | 2.2847          | 0.1013   | 0.1685        | 0.5596           | [0.6191084887459039, 0.630240821160679, 0.8317153363616699, 0.46352029857858645, 0.4241497109392597, 0.4413764088483426, 0.03476549688422433, 0.0, 0.03716918581783447, 0.787963311973866, 0.0630287050551658, 0.0, 0.30245959437940423, nan, 0.017291269673230292, 0.0, 0.0, 0.0, 0.0, 0.018921388458261038, 0.32929423383727113, 0.0, 0.0, 0.06589624692073613, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]             | [0.9071382310210226, 0.7148593178595417, 0.9875586239488784, 0.8611531154278624, 0.8835063437139562, 0.8057644110275689, 0.7526627218934911, nan, 0.07143371368921206, 0.8212508511864229, 0.06738933449676142, 0.0, 0.38015777055184474, nan, 0.018130688966180714, 0.0, nan, 0.0, 0.0, 0.019887988431945957, 0.5478733489224547, nan, 0.0, 0.07923509169316548, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]         |
| 1.9769        | 41.0  | 820  | 2.2499          | 0.1003   | 0.1713        | 0.5667           | [0.625454802315898, 0.5764173712771328, 0.8060074673826404, 0.49815940862618857, 0.40260572975572395, 0.46444635309540494, 0.03473203003047647, 0.0, 0.06252730715083256, 0.828907588430918, 0.07500184406579627, 0.0, 0.37256519175049785, nan, 0.04521350823332403, 0.0, 0.0, 0.0, 0.0, 0.017446887051806373, 0.3007017407823828, 0.0, 0.0, 0.0039444027047332835, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]          | [0.8834514869855941, 0.7272234246336792, 0.9869267951898825, 0.8640094089669523, 0.8837995816472152, 0.8306451612903226, 0.7372781065088757, nan, 0.1159065548396386, 0.8616887538630769, 0.08531060173843004, 0.0, 0.5117036637045559, nan, 0.04795382224524532, 0.0, nan, 0.0, 0.0, 0.019380806958098178, 0.4901725336535423, nan, 0.0, 0.004573768349523021, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]           |
| 0.5883        | 42.0  | 840  | 2.2008          | 0.1044   | 0.1703        | 0.5696           | [0.6288213762193895, 0.5891919130837919, 0.8097929151179549, 0.5010770013408147, 0.409955395014093, 0.4813593355086126, 0.034935723508167885, 0.0, 0.042938192239175894, 0.8079541472693598, 0.06750570376224631, 0.0, 0.36526485262375713, nan, 0.02196630411601621, 0.0, nan, 0.0, 0.0, 0.009494305421880013, 0.3173150559044264, 0.0, 0.0, 0.02573117490244562, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]            | [0.9138388559225612, 0.7271786451725253, 0.9870860365844262, 0.8561158285189924, 0.8785994956307548, 0.8333939687929501, 0.7364891518737673, nan, 0.07982074079406788, 0.8454507359488764, 0.07596402322381447, 0.0, 0.4847101083498656, nan, 0.022866868941019757, 0.0, nan, 0.0, 0.0, 0.01021916714327337, 0.5237312772546293, nan, 0.0, 0.02901075924554602, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]           |
| 1.553         | 43.0  | 860  | 2.2228          | 0.1002   | 0.1678        | 0.5644           | [0.6235100917713613, 0.58493400223243, 0.8005862168168344, 0.4738968325405494, 0.3929750077348826, 0.48518412754348766, 0.033821840145255126, 0.0, 0.02514608013844231, 0.8330742616456902, 0.06200946529880361, 0.0, 0.324307502171752, nan, 0.003462204270051933, 0.0, nan, 0.0, 0.0, 0.010050251256281407, 0.3263193942391842, 0.0, 0.0, 0.028838389664321146, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]             | [0.9218015368726916, 0.7013707490608752, 0.986346334622675, 0.8607750765771005, 0.8938869665513264, 0.807007437949713, 0.7201183431952662, nan, 0.042367085418091505, 0.8702529987952439, 0.0707957176897003, 0.0, 0.42509420451477337, nan, 0.003552134981129283, 0.0, nan, 0.0, 0.0, 0.010553691094109141, 0.5419958288567276, nan, 0.0, 0.03266977392516444, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]           |
| 0.7959        | 44.0  | 880  | 2.2462          | 0.1044   | 0.1695        | 0.5658           | [0.6249110387936206, 0.5853192521238879, 0.8013000622059309, 0.5058420097430509, 0.38860392130395166, 0.5090919676298783, 0.032918086938187444, 0.0, 0.02730132535712444, 0.8403014036944634, 0.05430745225832286, 0.0, 0.34565021071643587, nan, 0.022690437601296597, 0.0, nan, 0.0, 0.0, 0.021548659813622827, 0.33181455746668187, 0.0, 0.0, 0.023204743430202766, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]        | [0.9206567592641216, 0.6965644202303655, 0.985925115450011, 0.8555406924896282, 0.9004750454518796, 0.795325006063546, 0.7390532544378698, nan, 0.047640473705050215, 0.8732910795662878, 0.06599657683659428, 0.0, 0.4582917581321094, nan, 0.02382890549840894, 0.0, nan, 0.0, 0.0, 0.024204426507246222, 0.5522972887568729, nan, 0.0, 0.02761684889140567, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]            |
| 1.6158        | 45.0  | 900  | 2.2065          | 0.0989   | 0.1693        | 0.5597           | [0.6241547498231694, 0.5850206818674643, 0.8130600600219262, 0.46790272309996284, 0.3943407481693453, 0.47327955487265444, 0.033828260789172, 0.0, 0.053901921490038904, 0.8348681880281333, 0.048583171101016655, 0.0, 0.31580931861028816, nan, 0.03122017723244717, 0.0, 0.0, 0.0, 0.0, 0.019177758525635975, 0.3261786554182687, 0.0, 0.0, 0.021150278293135438, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]          | [0.888149626284374, 0.7114411523248003, 0.9866956383268353, 0.8702066612384165, 0.8916974566496588, 0.821782278276336, 0.7216962524654832, nan, 0.09875454447284115, 0.8642554083075795, 0.05653253683256704, 0.0, 0.4129503327972578, nan, 0.03389328794494191, 0.0, nan, 0.0, 0.0, 0.021021053426712278, 0.5522340896163812, nan, 0.0, 0.024829028183124973, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]            |
| 0.7586        | 46.0  | 920  | 2.2231          | 0.1017   | 0.1693        | 0.5603           | [0.6191577749564826, 0.5807582891897194, 0.8227345775568364, 0.4873417490538701, 0.3921253756977243, 0.4700308166409861, 0.033157498116051246, 0.0, 0.0404787261017293, 0.8537245370950365, 0.052, 0.0, 0.32509179041038905, nan, 0.025186825352892333, 0.0, 0.0, 0.0, 0.0, 0.018354303784205963, 0.32789841460665714, 0.0, 0.0, 0.03665716999050332, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]                         | [0.8971940695618688, 0.7069482797223673, 0.9861716827705947, 0.8629431455417265, 0.892674916427189, 0.8015300347643302, 0.7203155818540434, nan, 0.07182966775854001, 0.8923838457912106, 0.05998926066382522, 0.0, 0.4219892706633641, nan, 0.02693702360689706, 0.0, nan, 0.0, 0.0, 0.020794440427759013, 0.5516020982114643, nan, 0.0, 0.04203510911704491, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]            |
| 2.2117        | 47.0  | 940  | 2.1787          | 0.0972   | 0.1638        | 0.5580           | [0.6091431628322383, 0.6139215243913021, 0.8385528073407311, 0.4545308839426687, 0.4099879869572679, 0.4751426397869912, 0.033941072682084655, 0.0, 0.02112638843385718, 0.789142567224759, 0.040359163821727544, 0.0, 0.2823306114264129, nan, 0.0005733944954128441, 0.0, 0.0, 0.0, 0.0, 0.013929793016502878, 0.3308338671389276, 0.0, 0.0, 0.04340298272537677, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]           | [0.9288172381802587, 0.7040525412344205, 0.9867521433378024, 0.861334057100022, 0.887357535237425, 0.7574278438030561, 0.7057199211045365, nan, 0.035977826572117635, 0.8147294536692682, 0.043443970869550624, 0.0, 0.35534177750126195, nan, 0.0005920224968548805, 0.0, nan, 0.0, 0.0, 0.014546396313761884, 0.5548884535170322, nan, 0.0, 0.04804634751927517, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]        |
| 1.5916        | 48.0  | 960  | 2.1842          | 0.1011   | 0.1636        | 0.5566           | [0.6179166909838887, 0.5879250509296164, 0.8529463992399826, 0.4535131274771619, 0.4097653113365939, 0.47623673499501984, 0.03455963220941869, 0.0, 0.02876671807982421, 0.7860520393455888, 0.042033160685279965, 0.0, 0.28613006255551565, nan, 0.022517841058684956, 0.0, nan, 0.0, 0.0, 0.014748409485251591, 0.3036777048679994, 0.0, 0.0, 0.03825933458689896, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]          | [0.9081219695776226, 0.7265716346991069, 0.9869524792857767, 0.8658705233091647, 0.8778957245909331, 0.7827835718328078, 0.6879684418145957, nan, 0.049008315035455885, 0.8141532659368289, 0.046028123636607715, 0.0, 0.3554532968645451, nan, 0.02405091393472952, 0.0, nan, 0.0, 0.0, 0.01596002978342272, 0.5030651583138469, nan, 0.0, 0.04342901947118526, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]          |
| 0.6732        | 49.0  | 980  | 2.2245          | 0.0988   | 0.1660        | 0.5613           | [0.6189791147225361, 0.5915878938640132, 0.8339440141701108, 0.46920074097660436, 0.3972913347223925, 0.4815298576106553, 0.031890300527553296, 0.0, 0.03378414960314453, 0.7985038671231139, 0.0567907334211682, 0.0, 0.331237632667746, nan, 0.025959525471039777, 0.0, 0.0, 0.0, 0.0, 0.01430927876782335, 0.31679947364573435, 0.0, 0.0, 0.039344385267421796, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]            | [0.9060407148733568, 0.7099584546110407, 0.9867521433378024, 0.8617734868752666, 0.8871620432819189, 0.7935665777346592, 0.6366863905325444, nan, 0.05615348619560131, 0.8247079775810592, 0.06943652045507936, 0.0, 0.43230774648714004, nan, 0.027529046103751943, 0.0, nan, 0.0, 0.0, 0.015258608596186427, 0.5477469506414713, nan, 0.0, 0.04569412379666333, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]         |
| 1.3388        | 50.0  | 1000 | 2.2150          | 0.0979   | 0.1655        | 0.5607           | [0.6211411667497754, 0.5839035268588175, 0.8411576998332261, 0.464015644015436, 0.4052849927849928, 0.4788026310226319, 0.03373079502055334, 0.0, 0.036962790647813645, 0.7749948937908496, 0.050276306044550786, 0.0, 0.32207848268605577, nan, 0.027546884660300888, 0.0, 0.0, 0.0, 0.0, 0.011764824688964292, 0.30994063598895905, 0.0, 0.0, 0.031859410430839, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]            | [0.9026851511491537, 0.7256312660148767, 0.9871168574994992, 0.8648365708968244, 0.8785017496530018, 0.8011156924569488, 0.6846153846153846, nan, 0.06205680141103632, 0.7950081190089571, 0.05923415108903581, 0.0, 0.42041626069705473, nan, 0.029675127654850884, 0.0, nan, 0.0, 0.0, 0.012571625894312015, 0.5180433546103773, nan, 0.0, 0.03672082589188483, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]         |


### Framework versions

- Transformers 4.29.2
- Pytorch 2.0.1+cu118
- 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-testing", "results": []}]}
transformers pytorch tensorboard segformer generated_from_trainer dataset:scene_parse_150 license:other endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #segformer #generated_from_trainer #dataset-scene_parse_150 #license-other #endpoints_compatible #region-us 

segformer-b0-scene-parse-150-testing
====================================


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


* Loss: 2.2150
* Mean Iou: 0.0979
* Mean Accuracy: 0.1655
* Overall Accuracy: 0.5607
* Per Category Iou: [0.6211411667497754, 0.5839035268588175, 0.8411576998332261, 0.464015644015436, 0.4052849927849928, 0.4788026310226319, 0.03373079502055334, 0.0, 0.036962790647813645, 0.7749948937908496, 0.050276306044550786, 0.0, 0.32207848268605577, nan, 0.027546884660300888, 0.0, 0.0, 0.0, 0.0, 0.011764824688964292, 0.30994063598895905, 0.0, 0.0, 0.031859410430839, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan]
* Per Category Accuracy: [0.9026851511491537, 0.7256312660148767, 0.9871168574994992, 0.8648365708968244, 0.8785017496530018, 0.8011156924569488, 0.6846153846153846, nan, 0.06205680141103632, 0.7950081190089571, 0.05923415108903581, 0.0, 0.42041626069705473, nan, 0.029675127654850884, 0.0, nan, 0.0, 0.0, 0.012571625894312015, 0.5180433546103773, nan, 0.0, 0.03672082589188483, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, 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: 2
* eval\_batch\_size: 2
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 50


### Training results



### Framework versions


* Transformers 4.29.2
* Pytorch 2.0.1+cu118
* Datasets 2.12.0
* Tokenizers 0.13.3



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 2
* eval\_batch\_size: 2
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 50 ### Training results ### Framework versions


* Transformers 4.29.2
* Pytorch 2.0.1+cu118
* Datasets 2.12.0
* Tokenizers 0.13.3
TAGS
#transformers #pytorch #tensorboard #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: 2
* eval\_batch\_size: 2
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 50 ### Training results ### Framework versions


* Transformers 4.29.2
* Pytorch 2.0.1+cu118
* Datasets 2.12.0
* Tokenizers 0.13.3