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--- |
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license: other |
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tags: |
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- generated_from_keras_callback |
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model-index: |
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- name: sayakpaul/mit-b0-finetuned-sidewalks |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information Keras had access to. You should |
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probably proofread and complete it, then remove this comment. --> |
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# sayakpaul/mit-b0-finetuned-sidewalks |
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Train Loss: 0.1948 |
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- Validation Loss: 0.6286 |
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- Validation Mean Iou: 0.3352 |
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- Validation Mean Accuracy: 0.4155 |
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- Validation Overall Accuracy: 0.8554 |
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- Validation Per Category Iou: [0. 0.74480318 0.86761128 0.5176209 0.5190301 0.40152005 |
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nan 0.4527552 0.53233406 0.15708484 0.82879754 0.00217143 |
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0. 0. 0. 0.58339119 0. 0. |
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0.72814199 0.14335127 0.46532525 0.37317693 0. nan |
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0.00161007 0.3834689 0.24461318 0. 0.86028821 0.82354793 |
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0.92365312 0.00621865 0.20450293 0.29498818 0. ] |
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- Validation Per Category Accuracy: [0. 0.85793814 0.94828919 0.60320043 0.61968345 0.53021019 |
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nan 0.631553 0.67209681 0.19744753 0.9241889 0.00298109 |
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0. nan 0. 0.72392868 0. 0. |
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0.89955641 0.1682199 0.58754204 0.44020516 0. nan |
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0.00308382 0.49677594 0.31448494 0. 0.94186424 0.93023771 |
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0.96854534 0.01029263 0.46237188 0.36048331 0. ] |
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- Epoch: 31 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- optimizer: {'name': 'Adam', 'learning_rate': 6e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False} |
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- training_precision: float32 |
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### Training results |
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| Train Loss | Validation Loss | Validation Mean Iou | Validation Mean Accuracy | Validation Overall Accuracy | Validation Per Category Iou | Validation Per Category Accuracy | Epoch | |
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|:----------:|:---------------:|:-------------------:|:------------------------:|:---------------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----:| |
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| 1.5309 | 0.9380 | 0.1674 | 0.2153 | 0.7545 | [0.00000000e+00 5.50637719e-01 7.61499932e-01 6.48396077e-04 |
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3.56923200e-01 9.75833116e-02 0.00000000e+00 2.82588573e-02 |
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5.28802378e-02 0.00000000e+00 5.93637894e-01 0.00000000e+00 |
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0.00000000e+00 nan 0.00000000e+00 0.00000000e+00 |
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0.00000000e+00 0.00000000e+00 5.53393589e-01 0.00000000e+00 |
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1.50378244e-01 1.75413833e-02 0.00000000e+00 nan |
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0.00000000e+00 2.76097981e-02 0.00000000e+00 0.00000000e+00 |
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7.86211179e-01 7.05492777e-01 8.34315629e-01 0.00000000e+00 |
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0.00000000e+00 7.43899822e-03 0.00000000e+00] | [0.00000000e+00 7.08723416e-01 9.71019213e-01 6.48665345e-04 |
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4.09438347e-01 1.09468057e-01 nan 3.05932982e-02 |
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5.44133505e-02 0.00000000e+00 8.74063503e-01 0.00000000e+00 |
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0.00000000e+00 nan 0.00000000e+00 0.00000000e+00 |
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0.00000000e+00 0.00000000e+00 8.66648886e-01 0.00000000e+00 |
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1.61194155e-01 1.77691783e-02 0.00000000e+00 nan |
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0.00000000e+00 2.81195635e-02 0.00000000e+00 0.00000000e+00 |
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9.17500033e-01 8.30294930e-01 9.02491399e-01 0.00000000e+00 |
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0.00000000e+00 7.77243386e-03 0.00000000e+00] | 0 | |
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| 0.8850 | 0.7741 | 0.2215 | 0.2711 | 0.7807 | [0. 0.56319416 0.79436978 0.22447649 0.37746306 0.2182132 |
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nan 0.17433499 0.35240193 0. 0.64391654 0. |
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0. nan 0. 0. 0. 0. |
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0.61824159 0. 0.36925143 0.09610409 0. nan |
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0. 0.23049759 0. 0. 0.79662258 0.72121144 |
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0.85940151 0. 0.00144295 0.04769959 0. ] | [0. 0.7334003 0.94650286 0.24751216 0.4478931 0.27208929 |
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nan 0.22448353 0.45667969 0. 0.92555657 0. |
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0. nan 0. 0. 0. 0. |
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0.85871282 0. 0.43579563 0.09928831 0. nan |
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0. 0.25660062 0. 0. 0.93127726 0.85151776 |
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0.9323404 0. 0.00144459 0.05442322 0. ] | 1 | |
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| 0.7280 | 0.6948 | 0.2608 | 0.3178 | 0.8009 | [0. 0.5833859 0.81088427 0.37870695 0.42920979 0.26901769 |
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nan 0.26967864 0.37309309 0. 0.73143999 0. |
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0. nan 0. 0.30875952 0. 0. |
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0.64460152 0. 0.36681761 0.20754432 0. nan |
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0. 0.27251923 0.01267829 0. 0.82057447 0.76705857 |
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0.86538224 0. 0.13369659 0.09996937 0. ] | [0. 0.71016102 0.95278314 0.44786052 0.50520329 0.32109583 |
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nan 0.37049571 0.63857903 0. 0.88589428 0. |
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0. nan 0. 0.34012586 0. 0. |
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0.88972948 0. 0.49551485 0.25354461 0. nan |
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0. 0.3309279 0.01267829 0. 0.93305477 0.86649237 |
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0.94355496 0. 0.14937745 0.12218876 0. ] | 2 | |
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| 0.6505 | 0.6601 | 0.2774 | 0.3400 | 0.8158 | [0. 0.67274147 0.83098512 0.46721789 0.48492165 0.28810209 |
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nan 0.30676731 0.41116935 0. 0.73679658 0. |
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0. nan 0. 0.47421792 0. 0. |
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0.66232704 0. 0.40729478 0.27226345 0. nan |
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0. 0.22211219 0.00310618 0. 0.81170746 0.73786496 |
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0.88368738 0. 0.07716099 0.12776685 0. ] | [0. 0.80048159 0.93309497 0.558633 0.56439564 0.38053253 |
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nan 0.46424754 0.60183499 0. 0.92479351 0. |
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0. nan 0. 0.60493457 0. 0. |
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0.88399244 0. 0.55428873 0.34754253 0. nan |
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0. 0.25438648 0.00310618 0. 0.90931833 0.91190458 |
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0.94609539 0. 0.08323588 0.15250888 0. ] | 3 | |
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| 0.5810 | 0.6610 | 0.2893 | 0.3501 | 0.8173 | [0. 0.64601276 0.81866457 0.46535767 0.50543168 0.28373075 |
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nan 0.33004533 0.40404147 0. 0.76223358 0. |
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0. nan 0. 0.52641725 0. 0. |
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0.65767205 0. 0.39175791 0.25442534 0. nan |
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0. 0.30521727 0.03951998 0. 0.82740493 0.75297779 |
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0.88342457 0. 0.20580056 0.19670152 0. ] | [0. 0.73558164 0.95660246 0.55532275 0.61966264 0.32151473 |
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nan 0.47707119 0.54010289 0. 0.91394179 0. |
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0. nan 0. 0.63758616 0. 0. |
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0.88501875 0. 0.56845175 0.29123233 0. nan |
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0. 0.38980592 0.03987322 0. 0.92751577 0.84695264 |
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0.93293488 0. 0.32582376 0.23722217 0. ] | 4 | |
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| 0.5288 | 0.6364 | 0.3033 | 0.3717 | 0.8260 | [0. 0.64487768 0.8377146 0.48707167 0.50884928 0.34176886 |
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nan 0.34887555 0.45218372 0. 0.75715898 0. |
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0. nan 0. 0.5222127 0. 0. |
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0.69808156 0. 0.42644563 0.35474225 0. nan |
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0. 0.28867161 0.03742875 0. 0.83332433 0.7818028 |
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0.88638015 0.00137015 0.2124537 0.28445749 0. ] | [0. 0.74189035 0.92893266 0.625763 0.62296571 0.54003942 |
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nan 0.49591369 0.64509343 0. 0.92976992 0. |
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0. nan 0. 0.66209669 0. 0. |
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0.86461114 0. 0.54041026 0.4796133 0. nan |
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0. 0.33899822 0.03746434 0. 0.92987636 0.92582211 |
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0.96099073 0.00151698 0.26040449 0.36377671 0. ] | 5 | |
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| 0.4936 | 0.6299 | 0.2980 | 0.3599 | 0.8264 | [0. 0.66237142 0.83413529 0.50181208 0.52374508 0.34163702 |
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nan 0.35933641 0.43258492 0. 0.76814068 0. |
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0. nan 0. 0.49822203 0. 0. |
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0.65539745 0. 0.3955574 0.32740018 0. nan |
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0. 0.31514128 0.04382747 0. 0.84497596 0.79425761 |
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0.89798116 0.00201253 0.18109898 0.15596963 0. ] | [0. 0.72498823 0.94241029 0.63156495 0.72628664 0.44784858 |
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nan 0.50327208 0.59434829 0. 0.91352866 0. |
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0. nan 0. 0.62105434 0. 0. |
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0.90132969 0. 0.4624487 0.42016669 0. nan |
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0. 0.37948533 0.04393027 0. 0.94520928 0.88447616 |
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0.94729824 0.00247937 0.23226938 0.19132714 0. ] | 6 | |
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| 0.4528 | 0.6340 | 0.2980 | 0.3664 | 0.8212 | [0. 0.60868123 0.83498291 0.18287132 0.46939835 0.31058578 |
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nan 0.34162709 0.445366 0. 0.78966215 0. |
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0. nan 0. 0.53583212 0. 0. |
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0.71233622 0.03447214 0.47235409 0.37419598 0. nan |
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0. 0.32268508 0.05312127 0. 0.83874416 0.79217023 |
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0.89975806 0.00192312 0.20492869 0.31166384 0. ] | [0. 0.70588336 0.94249106 0.19298309 0.73275474 0.44094168 |
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nan 0.48341533 0.71859918 0. 0.90854187 0. |
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0. nan 0. 0.6752697 0. 0. |
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0.88312382 0.03451747 0.65575793 0.42127597 0. nan |
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0. 0.39094462 0.05356577 0. 0.95291962 0.86480438 |
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0.95973926 0.00251199 0.29803261 0.40525743 0. ] | 7 | |
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| 0.4458 | 0.6356 | 0.3066 | 0.3759 | 0.8311 | [0. 0.66186021 0.83364406 0.48364478 0.53627121 0.27582606 |
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nan 0.35739504 0.41076225 0. 0.77850446 0. |
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0. nan 0. 0.50299945 0. 0. |
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0.70340595 0.01741996 0.40137463 0.32885851 0. nan |
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0. 0.32114603 0.05439069 0. 0.84655176 0.80081688 |
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0.90314194 0.00292704 0.24599153 0.34524384 0. ] | [0. 0.74699777 0.95226432 0.65030589 0.70566846 0.35272168 |
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nan 0.47019568 0.71372001 0. 0.91011138 0. |
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0. nan 0. 0.62189092 0. 0. |
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0.87945472 0.01742109 0.52016264 0.36958738 0. nan |
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0. 0.3993222 0.05508716 0. 0.928178 0.89821483 |
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0.96116851 0.0033765 0.40579212 0.46633448 0. ] | 8 | |
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| 0.3970 | 0.6094 | 0.3154 | 0.3845 | 0.8365 | [0. 0.70298046 0.85101569 0.48546331 0.53875077 0.30506197 |
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nan 0.36967252 0.46956636 0. 0.78487773 0. |
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0. nan 0. 0.54510928 0. 0. |
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0.69555357 0.0474544 0.43944078 0.34243937 0. nan |
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0. 0.31970314 0.07436481 0. 0.84065947 0.79505994 |
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0.90045732 0.0134226 0.27125836 0.30161838 0. ] | [0. 0.78336023 0.94550091 0.59681159 0.65835184 0.43832978 |
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nan 0.56126034 0.72465395 0. 0.92553299 0. |
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0. nan 0. 0.67204825 0. 0. |
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0.84423958 0.04768476 0.62117922 0.41246864 0. nan |
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0. 0.38035291 0.07866878 0. 0.9420769 0.91782163 |
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0.95911561 0.01988386 0.38917934 0.38662485 0. ] | 9 | |
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| 0.3827 | 0.6001 | 0.3153 | 0.3830 | 0.8399 | [0.00000000e+00 7.18523940e-01 8.57241195e-01 4.87400335e-01 |
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5.64909227e-01 3.46474032e-01 nan 3.52839201e-01 |
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4.72771964e-01 2.26308345e-04 7.96560839e-01 0.00000000e+00 |
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0.00000000e+00 nan 0.00000000e+00 5.60432300e-01 |
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0.00000000e+00 0.00000000e+00 6.83278176e-01 3.50039777e-02 |
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4.23414561e-01 3.13947966e-01 0.00000000e+00 nan |
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0.00000000e+00 3.22699644e-01 1.08833077e-01 0.00000000e+00 |
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8.47684853e-01 8.05165122e-01 9.05812333e-01 6.78139068e-03 |
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2.30358320e-01 2.48185158e-01 0.00000000e+00] | [0.00000000e+00 8.00405608e-01 9.43426295e-01 6.48294679e-01 |
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6.81857870e-01 5.18050809e-01 nan 4.57279092e-01 |
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6.27335726e-01 2.26885990e-04 9.00155725e-01 0.00000000e+00 |
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0.00000000e+00 nan 0.00000000e+00 7.09644391e-01 |
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0.00000000e+00 0.00000000e+00 8.82359726e-01 3.50045460e-02 |
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6.04178245e-01 3.33862219e-01 0.00000000e+00 nan |
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0.00000000e+00 4.02788008e-01 1.21141046e-01 0.00000000e+00 |
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9.46216343e-01 9.21245814e-01 9.55916812e-01 1.34407725e-02 |
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4.56834285e-01 2.96304685e-01 0.00000000e+00] | 10 | |
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| 0.3545 | 0.6001 | 0.3183 | 0.3876 | 0.8403 | [0. 0.72446673 0.85906725 0.50307184 0.59402909 0.33935205 |
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nan 0.36653095 0.49281565 0. 0.79716382 0. |
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0. nan 0. 0.54502138 0. 0. |
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0.67058988 0.01229056 0.33404111 0.35615386 0. nan |
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0. 0.3402916 0.13274148 0. 0.84876007 0.80426728 |
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0.90568008 0.00767061 0.27079805 0.280819 0. ] | [0. 0.80252235 0.93835903 0.64483513 0.75981034 0.47343152 |
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nan 0.51602703 0.68908551 0. 0.91483973 0. |
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0. nan 0. 0.72268005 0. 0. |
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0.90438608 0.01229056 0.42963846 0.43749539 0. nan |
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0. 0.40012652 0.15828843 0. 0.92988659 0.92495156 |
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0.96015873 0.01578965 0.43451194 0.3352385 0. ] | 11 | |
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| 0.3397 | 0.6115 | 0.3192 | 0.3868 | 0.8430 | [0.00000000e+00 7.41164914e-01 8.53475354e-01 4.90058493e-01 |
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5.38510608e-01 3.20539250e-01 nan 3.99845020e-01 |
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4.92502734e-01 2.05511936e-03 7.89583806e-01 0.00000000e+00 |
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0.00000000e+00 nan 0.00000000e+00 5.24630954e-01 |
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0.00000000e+00 0.00000000e+00 6.89126355e-01 1.00217065e-01 |
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3.82209653e-01 2.80744319e-01 0.00000000e+00 nan |
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0.00000000e+00 3.32851489e-01 1.26552665e-01 0.00000000e+00 |
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8.47240409e-01 8.22332088e-01 9.10638012e-01 2.90160652e-05 |
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2.21796079e-01 3.46893446e-01 0.00000000e+00] | [0.00000000e+00 8.48318759e-01 9.46569249e-01 6.63363278e-01 |
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6.38141209e-01 3.85953320e-01 nan 5.53582721e-01 |
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7.04615765e-01 2.21213840e-03 9.22610901e-01 0.00000000e+00 |
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0.00000000e+00 nan 0.00000000e+00 6.66079812e-01 |
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0.00000000e+00 0.00000000e+00 8.81123024e-01 1.01945058e-01 |
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5.26802988e-01 3.23168426e-01 0.00000000e+00 nan |
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0.00000000e+00 3.84975486e-01 1.44025357e-01 0.00000000e+00 |
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9.40049850e-01 9.07373703e-01 9.60336520e-01 4.89348514e-05 |
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4.45552728e-01 4.32057650e-01 0.00000000e+00] | 12 | |
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| 0.3241 | 0.6287 | 0.3273 | 0.3978 | 0.8429 | [0. 0.685145 0.85514983 0.51435122 0.58568553 0.33123954 |
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nan 0.37904882 0.48699633 0.01165282 0.80640467 0. |
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0. nan 0. 0.57752157 0. 0. |
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0.70991794 0.08028905 0.46064235 0.36005242 0. nan |
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0. 0.35412099 0.13762468 0. 0.85041598 0.81527344 |
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0.9123073 0. 0.22657474 0.33418397 0. ] | [0. 0.76391796 0.9469649 0.63487005 0.75620599 0.46553721 |
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nan 0.50872319 0.65626602 0.01264889 0.90580182 0. |
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0. nan 0. 0.72616372 0. 0. |
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0.890303 0.08135797 0.6078355 0.43398998 0. nan |
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0. 0.44669122 0.16006339 0. 0.93441314 0.92555522 |
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0.96272416 0. 0.48263053 0.42826041 0. ] | 13 | |
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| 0.3022 | 0.6032 | 0.3218 | 0.3854 | 0.8424 | [0. 0.71587478 0.85670087 0.46056474 0.53488585 0.33850716 |
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nan 0.39350336 0.39935661 0.00419527 0.79331659 0. |
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0. nan 0. 0.54292597 0. 0. |
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0.70157662 0.10836491 0.46409267 0.33272244 0. nan |
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0. 0.35897761 0.13052432 0. 0.85299834 0.81782186 |
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0.9117891 0.00236702 0.25552987 0.32071305 0. ] | [0. 0.80394187 0.9358135 0.53614593 0.72288497 0.49714062 |
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nan 0.54396953 0.50146729 0.00436756 0.94495949 0. |
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0. nan 0. 0.60785636 0. 0. |
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0.88179116 0.12443174 0.61622522 0.36928296 0. nan |
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0. 0.43465805 0.14865293 0. 0.95160943 0.91951241 |
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0.96357421 0.00432258 0.41442526 0.40644768 0. ] | 14 | |
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| 0.2937 | 0.5953 | 0.3305 | 0.4030 | 0.8449 | [0. 0.69638318 0.85825162 0.52324422 0.5433419 0.3469765 |
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nan 0.40975989 0.49170959 0.00172109 0.81852012 0. |
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0. nan 0. 0.54972175 0. 0. |
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0.72653579 0.12940395 0.49040852 0.36779631 0. nan |
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0. 0.34952524 0.12859991 0. 0.84955571 0.82163775 |
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0.91348544 0.01357343 0.20901572 0.33696003 0. ] | [0. 0.77149692 0.93467369 0.62786344 0.75698164 0.52205905 |
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nan 0.57849458 0.72399102 0.0020987 0.92177615 0. |
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0. nan 0. 0.66111028 0. 0. |
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0.89225829 0.13292311 0.62957849 0.44703839 0. nan |
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0. 0.41933079 0.14719493 0. 0.94294399 0.92316157 |
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0.95997955 0.02286889 0.43984316 0.43884091 0. ] | 15 | |
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| 0.2985 | 0.6752 | 0.3106 | 0.3773 | 0.8330 | [0. 0.70132108 0.84614259 0.46333382 0.56218727 0.24626879 |
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nan 0.40366902 0.47740097 0.0250144 0.80566818 0. |
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0. nan 0. 0.53413689 0. 0. |
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0.65726308 0.08036975 0.36642674 0.26539948 0. nan |
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0. 0.35749813 0.13576539 0. 0.84624546 0.80479301 |
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0.90656978 0.00419358 0.21944385 0.22915907 0. ] | [0. 0.75132765 0.94954979 0.66569367 0.76524644 0.28265659 |
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nan 0.5278041 0.66034967 0.0295519 0.90881823 0. |
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0. nan 0. 0.62968235 0. 0. |
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0.91281232 0.08130926 0.483296 0.29302424 0. nan |
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0. 0.44332482 0.15759113 0. 0.93912247 0.92471332 |
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0.96940512 0.0103905 0.42560363 0.26159798 0. ] | 16 | |
|
| 0.2833 | 0.6446 | 0.3261 | 0.3949 | 0.8447 | [0.00000000e+00 7.08995850e-01 8.49245624e-01 5.02729624e-01 |
|
5.44178924e-01 2.80874020e-01 nan 4.09531940e-01 |
|
4.68642701e-01 5.72334850e-02 7.86049035e-01 4.15253651e-04 |
|
0.00000000e+00 nan 0.00000000e+00 5.20689462e-01 |
|
0.00000000e+00 0.00000000e+00 7.19140232e-01 1.09126891e-01 |
|
4.66887817e-01 3.77114972e-01 0.00000000e+00 nan |
|
0.00000000e+00 3.57675941e-01 1.49472418e-01 0.00000000e+00 |
|
8.48995042e-01 8.23287514e-01 9.17986999e-01 4.86177781e-03 |
|
2.08704959e-01 3.22665861e-01 0.00000000e+00] | [0.00000000e+00 8.00869189e-01 9.55886409e-01 6.05400396e-01 |
|
6.79327160e-01 3.35582853e-01 nan 5.64117225e-01 |
|
7.19032298e-01 7.06182643e-02 9.12828794e-01 4.70698988e-04 |
|
0.00000000e+00 nan 0.00000000e+00 6.96671162e-01 |
|
0.00000000e+00 0.00000000e+00 8.85781041e-01 1.13699831e-01 |
|
6.05324120e-01 4.37527674e-01 0.00000000e+00 nan |
|
0.00000000e+00 4.41345654e-01 1.73312203e-01 0.00000000e+00 |
|
9.54319708e-01 8.94089174e-01 9.60961557e-01 6.44308877e-03 |
|
4.22542478e-01 3.99729132e-01 0.00000000e+00] | 17 | |
|
| 0.2777 | 0.5923 | 0.3311 | 0.4005 | 0.8496 | [0. 0.74552742 0.85847838 0.50817039 0.54300979 0.31118625 |
|
nan 0.42604196 0.48432857 0. 0.80689375 0. |
|
0. nan 0. 0.53701465 0. 0. |
|
0.72095961 0.1181785 0.44646925 0.38422934 0. nan |
|
0. 0.36931298 0.14420905 0. 0.85509203 0.82052953 |
|
0.91364053 0.00100348 0.23289685 0.36817268 0. ] | [0. 0.84028626 0.9434955 0.64877174 0.63691529 0.41306725 |
|
nan 0.60885149 0.7505436 0. 0.92003686 0. |
|
0. nan 0. 0.6933623 0. 0. |
|
0.87623974 0.12084362 0.60794245 0.40909699 0. nan |
|
0. 0.43594135 0.17001585 0. 0.95100912 0.93487828 |
|
0.9639534 0.00228363 0.4196533 0.46863408 0. ] | 18 | |
|
| 0.2706 | 0.6428 | 0.3221 | 0.3962 | 0.8382 | [0. 0.68452221 0.8452384 0.47997747 0.51381266 0.28444074 |
|
nan 0.37559387 0.49555801 0.03074893 0.81638827 0. |
|
0. nan 0. 0.51609207 0. 0. |
|
0.71837159 0.08793388 0.44408701 0.37771393 0. nan |
|
0. 0.32731481 0.15540722 0. 0.85633997 0.83551836 |
|
0.91595508 0.00870258 0.18741004 0.35077478 0. ] | [0. 0.85198925 0.92426408 0.60975057 0.67323702 0.32590697 |
|
nan 0.51767974 0.69125992 0.03437323 0.90694783 0. |
|
0. nan 0. 0.75364599 0. 0. |
|
0.86882314 0.0906936 0.61902497 0.43503007 0. nan |
|
0. 0.36935451 0.18301109 0. 0.9493751 0.91609312 |
|
0.96411175 0.02618015 0.47471968 0.49440352 0. ] | 19 | |
|
| 0.2593 | 0.6052 | 0.3341 | 0.4031 | 0.8496 | [0. 0.73848967 0.86979676 0.50888802 0.54822563 0.35498187 |
|
nan 0.41457852 0.49852188 0.05160441 0.81578019 0. |
|
0. nan 0. 0.55649339 0. 0. |
|
0.71513888 0.10932455 0.45060669 0.40457293 0. nan |
|
0. 0.36272233 0.17307211 0. 0.84243775 0.79946792 |
|
0.91817544 0.012773 0.20910169 0.33510921 0. ] | [0. 0.84018083 0.95039376 0.60283148 0.66137445 0.46000795 |
|
nan 0.56556385 0.67075327 0.06449234 0.92243169 0. |
|
0. nan 0. 0.66928878 0. 0. |
|
0.87170292 0.11050136 0.60695508 0.46164118 0. nan |
|
0. 0.4538352 0.21895404 0. 0.93350917 0.93032015 |
|
0.9603643 0.04076273 0.46684323 0.43611836 0. ] | 20 | |
|
| 0.2566 | 0.6314 | 0.3271 | 0.3947 | 0.8466 | [0. 0.70998525 0.86678486 0.49194558 0.5537256 0.33629647 |
|
nan 0.41985347 0.5135536 0.04026674 0.81694759 0. |
|
0. nan 0. 0.57746551 0. 0. |
|
0.69225859 0.14474648 0.39427342 0.33636012 0. nan |
|
0. 0.35794269 0.17788878 0. 0.85568704 0.8282232 |
|
0.91236012 0.01923597 0.18998213 0.23102913 0. ] | [0. 0.80619283 0.95245983 0.57379426 0.72315118 0.42797816 |
|
nan 0.57649234 0.7130394 0.04452638 0.92405685 0. |
|
0. nan 0. 0.70041704 0. 0. |
|
0.89411357 0.17005455 0.48671835 0.37690491 0. nan |
|
0. 0.43708457 0.22123613 0. 0.95864813 0.92771201 |
|
0.96946207 0.0313183 0.43519983 0.27845097 0. ] | 21 | |
|
| 0.2332 | 0.6204 | 0.3332 | 0.4059 | 0.8483 | [0.00000000e+00 7.35393964e-01 8.60690644e-01 5.19021773e-01 |
|
5.30969013e-01 3.58918972e-01 nan 4.20497772e-01 |
|
4.95716847e-01 1.37272913e-02 8.19133033e-01 5.46224225e-04 |
|
0.00000000e+00 nan 0.00000000e+00 5.68465477e-01 |
|
0.00000000e+00 0.00000000e+00 7.20011345e-01 1.42622295e-01 |
|
4.17365004e-01 3.82529649e-01 0.00000000e+00 nan |
|
6.70870790e-05 3.60538230e-01 1.69147635e-01 0.00000000e+00 |
|
8.55389638e-01 8.18918753e-01 9.17882158e-01 1.64044825e-02 |
|
2.01049360e-01 3.37421484e-01 0.00000000e+00] | [0.00000000e+00 8.46018595e-01 9.32405953e-01 6.36213716e-01 |
|
6.56514609e-01 5.05878965e-01 nan 5.80474598e-01 |
|
7.45257836e-01 1.52580828e-02 9.27215688e-01 6.27598651e-04 |
|
0.00000000e+00 nan 0.00000000e+00 7.09744281e-01 |
|
0.00000000e+00 0.00000000e+00 8.72681917e-01 1.56351474e-01 |
|
5.64231108e-01 4.44759880e-01 0.00000000e+00 nan |
|
1.40173816e-04 4.49791012e-01 2.10332805e-01 0.00000000e+00 |
|
9.49627606e-01 9.31113143e-01 9.68909254e-01 3.53635859e-02 |
|
4.13840545e-01 4.36765484e-01 0.00000000e+00] | 22 | |
|
| 0.2324 | 0.6074 | 0.3379 | 0.4106 | 0.8528 | [0. 0.72434007 0.87301941 0.51447452 0.65357748 0.31026479 |
|
nan 0.44044211 0.50481839 0.03262782 0.81648207 0. |
|
0. nan 0. 0.57028611 0. 0. |
|
0.71488251 0.14924904 0.45551669 0.37382533 0. nan |
|
0. 0.39635836 0.179016 0. 0.85971264 0.81216021 |
|
0.92138172 0.01167807 0.1977878 0.29963924 0. ] | [0. 0.78602724 0.94880444 0.62217131 0.89442006 0.42531888 |
|
nan 0.59441554 0.64546467 0.03471356 0.9292238 0. |
|
0. nan 0. 0.74615423 0. 0. |
|
0.88791835 0.16198532 0.66445513 0.45227575 0. nan |
|
0. 0.4809923 0.21058637 0. 0.93914912 0.91867471 |
|
0.96219496 0.02304832 0.45697186 0.35359374 0. ] | 23 | |
|
| 0.2424 | 0.6093 | 0.3307 | 0.4014 | 0.8467 | [0. 0.73958869 0.86025659 0.4755376 0.53185114 0.36403392 |
|
nan 0.431977 0.51665889 0.05667583 0.82699054 0. |
|
0. nan 0. 0.59522006 0. 0. |
|
0.70336309 0.14633348 0.35893874 0.36236139 0. nan |
|
0. 0.38549316 0.20212979 0. 0.85264169 0.81347649 |
|
0.91720649 0.00336927 0.18366165 0.25489549 0. ] | [0. 0.83988126 0.94645528 0.56990742 0.68333357 0.47459971 |
|
nan 0.56392528 0.71480722 0.06313103 0.921812 0. |
|
0. nan 0. 0.79483818 0. 0. |
|
0.87930289 0.15972854 0.44215142 0.48526807 0. nan |
|
0. 0.49199521 0.2562916 0. 0.94459632 0.92598071 |
|
0.96917316 0.00629628 0.40341886 0.30884273 0. ] | 24 | |
|
| 0.2225 | 0.6468 | 0.3391 | 0.4135 | 0.8494 | [0. 0.70993004 0.86487011 0.52191637 0.57664557 0.3444165 |
|
nan 0.43372414 0.51182778 0.08290104 0.83020271 0. |
|
0. nan 0. 0.57442713 0. 0. |
|
0.73826685 0.15668916 0.47129259 0.34339061 0. nan |
|
0. 0.37774687 0.19761191 0. 0.85313493 0.81669651 |
|
0.92318268 0.00461872 0.16799491 0.34913299 0. ] | [0. 0.76188591 0.94953714 0.62857903 0.76788451 0.49450254 |
|
nan 0.60497833 0.66535259 0.09517867 0.92364467 0. |
|
0. nan 0. 0.74902607 0. 0. |
|
0.88590133 0.172701 0.64600271 0.4212137 0. nan |
|
0. 0.45525406 0.24234548 0. 0.93503283 0.93763733 |
|
0.96721471 0.0103905 0.45387632 0.46408109 0. ] | 25 | |
|
| 0.2174 | 0.6628 | 0.3253 | 0.4085 | 0.8481 | [0.00000000e+00 7.12004421e-01 8.67849109e-01 5.06086069e-01 |
|
5.33272886e-01 3.43273619e-01 nan 4.54065518e-01 |
|
5.22321577e-01 1.22861668e-01 8.23942782e-01 4.09584272e-04 |
|
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.68874956e-01 |
|
0.00000000e+00 0.00000000e+00 7.18493639e-01 1.36007016e-01 |
|
4.79722113e-01 3.68024008e-01 0.00000000e+00 nan |
|
0.00000000e+00 3.63955101e-01 1.88599214e-01 0.00000000e+00 |
|
8.48893807e-01 8.09523434e-01 9.19749594e-01 6.16287868e-03 |
|
1.59932885e-01 2.80999069e-01 0.00000000e+00] | [0.00000000e+00 8.06451570e-01 9.46650239e-01 6.53411928e-01 |
|
6.52714160e-01 4.89195197e-01 nan 6.01258726e-01 |
|
6.95476161e-01 1.31990925e-01 9.27085524e-01 6.27598651e-04 |
|
0.00000000e+00 nan 0.00000000e+00 7.68117571e-01 |
|
0.00000000e+00 0.00000000e+00 9.05658822e-01 1.41008573e-01 |
|
5.94104088e-01 4.50813623e-01 0.00000000e+00 nan |
|
0.00000000e+00 4.44671381e-01 2.31125198e-01 0.00000000e+00 |
|
9.31240381e-01 9.32472058e-01 9.61985230e-01 1.10266532e-02 |
|
4.52431726e-01 3.41062626e-01 0.00000000e+00] | 26 | |
|
| 0.2340 | 0.6300 | 0.3327 | 0.4184 | 0.8530 | [0.00000000e+00 7.44665882e-01 8.68263319e-01 5.26574132e-01 |
|
5.88521342e-01 3.51003004e-01 nan 4.33815170e-01 |
|
5.34720596e-01 1.01138747e-01 8.24056720e-01 2.07010765e-04 |
|
0.00000000e+00 0.00000000e+00 0.00000000e+00 6.02116780e-01 |
|
0.00000000e+00 0.00000000e+00 7.13881744e-01 1.36500853e-01 |
|
4.25515119e-01 4.00566922e-01 0.00000000e+00 nan |
|
0.00000000e+00 3.69157017e-01 2.25330495e-01 0.00000000e+00 |
|
8.55194385e-01 8.27702798e-01 9.19514525e-01 2.51152534e-02 |
|
1.78530188e-01 3.25860113e-01 0.00000000e+00] | [0.00000000e+00 8.22290631e-01 9.55536279e-01 6.43592714e-01 |
|
7.08153162e-01 4.50649984e-01 nan 6.10599157e-01 |
|
7.26377570e-01 1.14861032e-01 9.26899711e-01 2.35349494e-04 |
|
0.00000000e+00 nan 0.00000000e+00 7.99845170e-01 |
|
0.00000000e+00 0.00000000e+00 8.29482514e-01 1.51967788e-01 |
|
6.41329445e-01 4.70916664e-01 0.00000000e+00 nan |
|
0.00000000e+00 4.52353087e-01 2.88494453e-01 0.00000000e+00 |
|
9.49620338e-01 9.19992398e-01 9.70863538e-01 5.53616286e-02 |
|
4.46687762e-01 4.53320329e-01 0.00000000e+00] | 27 | |
|
| 0.2397 | 0.6288 | 0.3334 | 0.4079 | 0.8479 | [0.00000000e+00 7.50740857e-01 8.57005246e-01 4.57701927e-01 |
|
5.76918377e-01 3.94229661e-01 nan 4.28897536e-01 |
|
4.95486263e-01 3.27485380e-02 7.89982822e-01 0.00000000e+00 |
|
0.00000000e+00 nan 0.00000000e+00 5.88765921e-01 |
|
0.00000000e+00 0.00000000e+00 7.15417487e-01 1.49546979e-01 |
|
4.39630869e-01 3.01055812e-01 0.00000000e+00 nan |
|
5.49400238e-04 3.73559350e-01 2.04178446e-01 0.00000000e+00 |
|
8.58292669e-01 8.28951019e-01 9.12162232e-01 1.81859938e-02 |
|
2.05116316e-01 2.88507092e-01 0.00000000e+00] | [0.00000000e+00 8.47527827e-01 9.28350369e-01 5.71594292e-01 |
|
7.24101022e-01 6.09780363e-01 nan 5.87257170e-01 |
|
6.70956565e-01 3.49404424e-02 9.38259821e-01 0.00000000e+00 |
|
0.00000000e+00 nan 0.00000000e+00 7.22055739e-01 |
|
0.00000000e+00 0.00000000e+00 8.65879833e-01 1.70168204e-01 |
|
6.64439848e-01 3.36883325e-01 0.00000000e+00 nan |
|
8.41042893e-04 4.46411062e-01 2.70110935e-01 0.00000000e+00 |
|
9.44186329e-01 8.99719064e-01 9.75261023e-01 2.06668189e-02 |
|
4.41253354e-01 3.80569609e-01 0.00000000e+00] | 28 | |
|
| 0.2125 | 0.6250 | 0.3450 | 0.4185 | 0.8553 | [0. 0.73159108 0.87022278 0.50404326 0.56244352 0.40464125 |
|
nan 0.44390964 0.51159512 0.08295183 0.82408288 0.00963956 |
|
0. nan 0. 0.58468684 0. 0. |
|
0.72766618 0.16108687 0.45500422 0.39801195 0. nan |
|
0.00398936 0.36392878 0.22126126 0. 0.85869236 0.83625848 |
|
0.92115538 0.01722217 0.19725361 0.34751551 0. ] | [0. 0.80775127 0.95452298 0.58530378 0.72480765 0.5534954 |
|
nan 0.62963966 0.69282444 0.09455474 0.90410403 0.01443477 |
|
0. nan 0. 0.7591774 0. 0. |
|
0.87413938 0.18163073 0.60664188 0.48331242 0. nan |
|
0.00967199 0.44324801 0.27245642 0. 0.9477478 0.91124713 |
|
0.96830088 0.02370078 0.47974135 0.46998842 0. ] | 29 | |
|
| 0.1966 | 0.6353 | 0.3338 | 0.4147 | 0.8559 | [0.00000000e+00 7.46226014e-01 8.72110068e-01 4.93922978e-01 |
|
5.26412038e-01 4.00773677e-01 nan 4.45688817e-01 |
|
5.23812431e-01 1.21566560e-01 8.26532791e-01 1.30318629e-04 |
|
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.85128983e-01 |
|
0.00000000e+00 0.00000000e+00 7.22504247e-01 1.45035174e-01 |
|
4.63070111e-01 3.63454409e-01 0.00000000e+00 nan |
|
1.07188795e-03 3.65266517e-01 2.28463891e-01 0.00000000e+00 |
|
8.62155619e-01 8.27775346e-01 9.23668564e-01 2.18692832e-02 |
|
2.21420489e-01 3.26921195e-01 0.00000000e+00] | [0.00000000e+00 8.38305417e-01 9.51300548e-01 5.94095086e-01 |
|
6.61940847e-01 5.00124050e-01 nan 6.26111992e-01 |
|
6.82571110e-01 1.43845718e-01 9.27611840e-01 1.56899663e-04 |
|
0.00000000e+00 nan 0.00000000e+00 7.46279093e-01 |
|
0.00000000e+00 0.00000000e+00 9.09177452e-01 1.80088323e-01 |
|
5.92585802e-01 4.07895465e-01 0.00000000e+00 nan |
|
2.10260723e-03 4.46415580e-01 3.07828843e-01 0.00000000e+00 |
|
9.47583864e-01 9.26186116e-01 9.65631281e-01 4.71895084e-02 |
|
4.64401183e-01 4.01499481e-01 0.00000000e+00] | 30 | |
|
| 0.1948 | 0.6286 | 0.3352 | 0.4155 | 0.8554 | [0. 0.74480318 0.86761128 0.5176209 0.5190301 0.40152005 |
|
nan 0.4527552 0.53233406 0.15708484 0.82879754 0.00217143 |
|
0. 0. 0. 0.58339119 0. 0. |
|
0.72814199 0.14335127 0.46532525 0.37317693 0. nan |
|
0.00161007 0.3834689 0.24461318 0. 0.86028821 0.82354793 |
|
0.92365312 0.00621865 0.20450293 0.29498818 0. ] | [0. 0.85793814 0.94828919 0.60320043 0.61968345 0.53021019 |
|
nan 0.631553 0.67209681 0.19744753 0.9241889 0.00298109 |
|
0. nan 0. 0.72392868 0. 0. |
|
0.89955641 0.1682199 0.58754204 0.44020516 0. nan |
|
0.00308382 0.49677594 0.31448494 0. 0.94186424 0.93023771 |
|
0.96854534 0.01029263 0.46237188 0.36048331 0. ] | 31 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.24.0 |
|
- TensorFlow 2.9.2 |
|
- Datasets 2.6.1 |
|
- Tokenizers 0.13.1 |
|
|
