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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 22 new columns ({'final_recall', 'model_params', 'final_precision', 'fl_algo', 'final_f1_macro', 'architecture', 'final_accuracy', 'dataset', 'final_fpr', 'partition', 'final_round', 'n_clusters', 'total_time_s', 'final_auc_roc', 'n_rounds', 'model_mb', 'model', 'final_f1_weighted', 'n_clients', 'final_threshold', 'final_f1_binary', 'tag'}) and 12 missing columns ({'precision', 'f1_binary', 'round', 'round_time_s', 'fpr', 'f1_macro', 'auc_roc', 'accuracy', 'threshold', 'recall', 'f1_weighted', 'comm_mb'}).
This happened while the csv dataset builder was generating data using
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Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
tag: string
dataset: string
model: string
fl_algo: string
partition: string
architecture: string
n_clients: int64
n_clusters: int64
n_rounds: int64
total_time_s: double
model_params: int64
model_mb: double
final_accuracy: double
final_precision: double
final_recall: double
final_f1_binary: double
final_f1_macro: double
final_f1_weighted: double
final_fpr: double
final_auc_roc: double
final_threshold: double
final_round: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2930
to
{'accuracy': Value('float64'), 'precision': Value('float64'), 'recall': Value('float64'), 'f1_binary': Value('float64'), 'f1_macro': Value('float64'), 'f1_weighted': Value('float64'), 'fpr': Value('float64'), 'auc_roc': Value('float64'), 'threshold': Value('float64'), 'round': Value('int64'), 'comm_mb': Value('float64'), 'round_time_s': Value('float64')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1348, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 22 new columns ({'final_recall', 'model_params', 'final_precision', 'fl_algo', 'final_f1_macro', 'architecture', 'final_accuracy', 'dataset', 'final_fpr', 'partition', 'final_round', 'n_clusters', 'total_time_s', 'final_auc_roc', 'n_rounds', 'model_mb', 'model', 'final_f1_weighted', 'n_clients', 'final_threshold', 'final_f1_binary', 'tag'}) and 12 missing columns ({'precision', 'f1_binary', 'round', 'round_time_s', 'fpr', 'f1_macro', 'auc_roc', 'accuracy', 'threshold', 'recall', 'f1_weighted', 'comm_mb'}).
This happened while the csv dataset builder was generating data using
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Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
accuracy float64 | precision float64 | recall float64 | f1_binary float64 | f1_macro float64 | f1_weighted float64 | fpr float64 | auc_roc float64 | threshold float64 | round int64 | comm_mb float64 | round_time_s float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|
0.868 | 0.847893 | 0.41312 | 0.555556 | 0.739023 | 0.849213 | 0.018493 | 0.628717 | 0.930644 | 1 | 15.847 | 145.87 |
0.8636 | 0.758367 | 0.465198 | 0.57666 | 0.747682 | 0.850397 | 0.036986 | 0.734566 | 0.399727 | 2 | 15.847 | 29.58 |
0.8633 | 0.756933 | 0.464697 | 0.575861 | 0.74719 | 0.850091 | 0.037236 | 0.760917 | 0.444785 | 3 | 15.847 | 29.73 |
0.8606 | 0.735363 | 0.471708 | 0.574741 | 0.745689 | 0.84836 | 0.042359 | 0.796004 | 0.44994 | 4 | 15.847 | 29.94 |
0.8799 | 0.749373 | 0.598898 | 0.665739 | 0.796269 | 0.874666 | 0.049981 | 0.826217 | 0.443497 | 5 | 15.847 | 30.79 |
0.8656 | 0.664153 | 0.661492 | 0.66282 | 0.789447 | 0.865499 | 0.083469 | 0.832947 | 0.447202 | 6 | 15.847 | 30.48 |
0.876 | 0.733786 | 0.594892 | 0.65708 | 0.790698 | 0.870949 | 0.053855 | 0.831213 | 0.445694 | 7 | 15.847 | 30.52 |
0.8632 | 0.641986 | 0.712068 | 0.675214 | 0.794283 | 0.865796 | 0.099088 | 0.834495 | 0.441293 | 8 | 15.847 | 30.51 |
0.8686 | 0.685699 | 0.631447 | 0.657456 | 0.788082 | 0.866536 | 0.072223 | 0.829037 | 0.442082 | 9 | 15.847 | 29.72 |
0.8814 | 0.73867 | 0.628443 | 0.679113 | 0.803185 | 0.877703 | 0.055479 | 0.832891 | 0.446859 | 10 | 15.847 | 29.62 |
0.872 | 0.695368 | 0.638958 | 0.665971 | 0.793401 | 0.869936 | 0.069849 | 0.833419 | 0.443843 | 11 | 15.847 | 29.67 |
0.8775 | 0.718821 | 0.634952 | 0.674289 | 0.799427 | 0.874584 | 0.061977 | 0.832987 | 0.444816 | 12 | 15.847 | 29.33 |
0.8748 | 0.708217 | 0.634452 | 0.669308 | 0.796045 | 0.872164 | 0.065226 | 0.83376 | 0.436356 | 13 | 15.847 | 29.06 |
0.8713 | 0.693145 | 0.637957 | 0.664407 | 0.792395 | 0.869265 | 0.070474 | 0.83416 | 0.436065 | 14 | 15.847 | 29.27 |
0.8704 | 0.689153 | 0.639459 | 0.663377 | 0.791564 | 0.868554 | 0.071973 | 0.835651 | 0.428473 | 15 | 15.847 | 29.18 |
0.8652 | 0.69281 | 0.583876 | 0.633696 | 0.775549 | 0.860746 | 0.064601 | 0.829426 | 0.42416 | 16 | 15.847 | 29.62 |
0.8636 | 0.696218 | 0.562344 | 0.622161 | 0.76947 | 0.857943 | 0.061227 | 0.83459 | 0.423667 | 17 | 15.847 | 29.35 |
0.863 | 0.740599 | 0.483225 | 0.584848 | 0.751406 | 0.851441 | 0.042234 | 0.879788 | 0.425437 | 18 | 15.847 | 29.28 |
0.8688 | 0.829644 | 0.431647 | 0.567852 | 0.745256 | 0.851805 | 0.022117 | 0.869258 | 0.564771 | 19 | 15.847 | 28.87 |
0.8201 | 0.536317 | 0.732098 | 0.619098 | 0.75067 | 0.829692 | 0.157941 | 0.880917 | 0.397348 | 20 | 15.847 | 29.24 |
0.8695 | 0.835271 | 0.431647 | 0.569165 | 0.746134 | 0.852422 | 0.021242 | 0.863739 | 0.588226 | 21 | 15.847 | 29.39 |
0.8701 | 0.863542 | 0.415123 | 0.560703 | 0.742242 | 0.851274 | 0.016369 | 0.859902 | 0.901013 | 22 | 15.847 | 29.28 |
0.8699 | 0.838521 | 0.431647 | 0.569917 | 0.746638 | 0.852776 | 0.020742 | 0.869253 | 0.611293 | 23 | 15.847 | 29.27 |
0.8709 | 0.847441 | 0.431147 | 0.571523 | 0.747762 | 0.853611 | 0.019368 | 0.867679 | 0.728542 | 24 | 15.847 | 29 |
0.8251 | 0.538581 | 0.8668 | 0.664364 | 0.77305 | 0.838327 | 0.185306 | 0.891484 | 0.39248 | 25 | 15.847 | 29.44 |
0.8129 | 0.518573 | 0.880821 | 0.652811 | 0.762379 | 0.828185 | 0.204048 | 0.885035 | 0.405974 | 26 | 15.847 | 29.27 |
0.8726 | 0.861862 | 0.431147 | 0.574766 | 0.749921 | 0.85512 | 0.017244 | 0.875762 | 0.839973 | 27 | 15.847 | 29.16 |
0.838 | 0.572528 | 0.745118 | 0.64752 | 0.771176 | 0.845444 | 0.138823 | 0.893591 | 0.391176 | 28 | 15.847 | 29.11 |
0.8418 | 0.578807 | 0.763145 | 0.658315 | 0.777694 | 0.849392 | 0.138573 | 0.896472 | 0.348465 | 29 | 15.847 | 29.22 |
0.8648 | 0.747886 | 0.487231 | 0.590055 | 0.754553 | 0.853351 | 0.040985 | 0.890601 | 0.511807 | 30 | 15.847 | 28.93 |
0.8661 | 0.826389 | 0.417126 | 0.554409 | 0.737811 | 0.847962 | 0.021867 | 0.605088 | 0.909734 | 1 | 15.847 | 149.78 |
0.8633 | 0.755682 | 0.466199 | 0.576649 | 0.74757 | 0.850225 | 0.037611 | 0.74892 | 0.394122 | 2 | 15.847 | 29.53 |
0.8621 | 0.749194 | 0.465198 | 0.573988 | 0.745862 | 0.849089 | 0.03886 | 0.767574 | 0.434172 | 3 | 15.847 | 28.97 |
0.8623 | 0.748397 | 0.467702 | 0.575655 | 0.746735 | 0.849486 | 0.039235 | 0.788378 | 0.438183 | 4 | 15.847 | 29.68 |
0.8413 | 0.591518 | 0.663495 | 0.625443 | 0.762382 | 0.844628 | 0.114332 | 0.812309 | 0.430043 | 5 | 15.847 | 29.09 |
0.8411 | 0.587031 | 0.689034 | 0.633955 | 0.76624 | 0.84569 | 0.120955 | 0.814813 | 0.434821 | 6 | 15.847 | 28.99 |
0.8472 | 0.594595 | 0.738107 | 0.658624 | 0.780098 | 0.853055 | 0.125578 | 0.821854 | 0.443433 | 7 | 15.847 | 28.61 |
0.8821 | 0.805224 | 0.54031 | 0.646689 | 0.787967 | 0.872818 | 0.032613 | 0.828256 | 0.441029 | 8 | 15.847 | 28.2 |
0.8547 | 0.615646 | 0.725088 | 0.6659 | 0.786531 | 0.858982 | 0.112958 | 0.828381 | 0.435601 | 9 | 15.847 | 28.22 |
0.8672 | 0.669883 | 0.660491 | 0.665154 | 0.791165 | 0.866847 | 0.08122 | 0.830416 | 0.439818 | 10 | 15.847 | 28.24 |
0.8723 | 0.692719 | 0.647972 | 0.669599 | 0.795227 | 0.870679 | 0.071723 | 0.832413 | 0.446591 | 11 | 15.847 | 28.38 |
0.8789 | 0.731449 | 0.621933 | 0.67226 | 0.798994 | 0.875111 | 0.056979 | 0.833118 | 0.432452 | 12 | 15.847 | 28.97 |
0.8728 | 0.708214 | 0.617426 | 0.659711 | 0.790746 | 0.869446 | 0.063476 | 0.831685 | 0.446061 | 13 | 15.847 | 28.32 |
0.8741 | 0.714037 | 0.616425 | 0.66165 | 0.792156 | 0.870537 | 0.061602 | 0.833519 | 0.444445 | 14 | 15.847 | 28.36 |
0.8774 | 0.729601 | 0.61342 | 0.666485 | 0.795691 | 0.873291 | 0.056729 | 0.835842 | 0.44308 | 15 | 15.847 | 28.72 |
0.8815 | 0.75 | 0.609915 | 0.672742 | 0.800197 | 0.876746 | 0.050731 | 0.838676 | 0.460168 | 16 | 15.847 | 28.44 |
0.8794 | 0.737823 | 0.614422 | 0.670492 | 0.798343 | 0.87513 | 0.05448 | 0.839777 | 0.435751 | 17 | 15.847 | 28.47 |
0.8781 | 0.7321 | 0.614422 | 0.668119 | 0.796729 | 0.873972 | 0.056104 | 0.843483 | 0.454522 | 18 | 15.847 | 28.55 |
0.877 | 0.73033 | 0.608913 | 0.664118 | 0.794417 | 0.872674 | 0.056104 | 0.847408 | 0.47026 | 19 | 15.847 | 28.4 |
0.8789 | 0.755195 | 0.582374 | 0.657619 | 0.79203 | 0.872757 | 0.047107 | 0.863768 | 0.479699 | 20 | 15.847 | 28.63 |
0.8701 | 0.704572 | 0.601903 | 0.649203 | 0.784748 | 0.866156 | 0.062976 | 0.881353 | 0.492165 | 21 | 15.847 | 28.4 |
0.8552 | 0.622599 | 0.698047 | 0.658168 | 0.783157 | 0.858225 | 0.105585 | 0.891998 | 0.512017 | 22 | 15.847 | 27.82 |
0.851 | 0.605581 | 0.728092 | 0.66121 | 0.782855 | 0.855914 | 0.118331 | 0.894051 | 0.554489 | 23 | 15.847 | 27.49 |
0.8454 | 0.584743 | 0.779169 | 0.668098 | 0.783664 | 0.853074 | 0.138073 | 0.899289 | 0.582251 | 24 | 15.847 | 27.08 |
0.8631 | 0.628163 | 0.770656 | 0.692152 | 0.802065 | 0.868079 | 0.113832 | 0.902078 | 0.609868 | 25 | 15.847 | 27.21 |
0.8749 | 0.669084 | 0.739109 | 0.702355 | 0.811582 | 0.877183 | 0.091216 | 0.899662 | 0.653173 | 26 | 15.847 | 27.91 |
0.8666 | 0.638183 | 0.76665 | 0.696542 | 0.805526 | 0.870981 | 0.108459 | 0.91413 | 0.691806 | 27 | 15.847 | 26.82 |
0.8652 | 0.654745 | 0.687531 | 0.670738 | 0.792995 | 0.866423 | 0.090466 | 0.914128 | 0.679729 | 28 | 15.847 | 26.88 |
0.8684 | 0.656264 | 0.716074 | 0.684866 | 0.800851 | 0.870511 | 0.09359 | 0.915584 | 0.680574 | 29 | 15.847 | 26.88 |
0.8731 | 0.660777 | 0.749124 | 0.702183 | 0.810777 | 0.875999 | 0.095964 | 0.922401 | 0.716885 | 30 | 15.847 | 26.84 |
0.861 | 0.741833 | 0.466199 | 0.572571 | 0.744788 | 0.848221 | 0.040485 | 0.757298 | 0.386533 | 1 | 15.847 | 228.34 |
0.8639 | 0.756039 | 0.470205 | 0.579809 | 0.749304 | 0.851103 | 0.037861 | 0.797349 | 0.44308 | 2 | 15.847 | 223.61 |
0.8447 | 0.599552 | 0.669504 | 0.6326 | 0.76707 | 0.847833 | 0.111583 | 0.813861 | 0.450259 | 3 | 15.847 | 225.96 |
0.8484 | 0.599668 | 0.724587 | 0.656236 | 0.779497 | 0.853528 | 0.120705 | 0.821164 | 0.441427 | 4 | 15.847 | 225.8 |
0.8554 | 0.622173 | 0.702554 | 0.659925 | 0.784052 | 0.858602 | 0.10646 | 0.826991 | 0.441963 | 5 | 15.847 | 226.58 |
0.8684 | 0.673991 | 0.660491 | 0.667172 | 0.792579 | 0.867898 | 0.07972 | 0.830506 | 0.444294 | 6 | 15.847 | 229.71 |
0.875 | 0.702659 | 0.648473 | 0.674479 | 0.798564 | 0.873089 | 0.068474 | 0.831603 | 0.443749 | 7 | 15.847 | 226.86 |
0.8723 | 0.692308 | 0.648973 | 0.669941 | 0.795388 | 0.870732 | 0.071973 | 0.832328 | 0.446306 | 8 | 15.847 | 236.87 |
0.8768 | 0.728086 | 0.611417 | 0.664671 | 0.794604 | 0.872642 | 0.056979 | 0.832794 | 0.439292 | 9 | 15.847 | 234.21 |
0.8771 | 0.726415 | 0.616925 | 0.667208 | 0.795921 | 0.873226 | 0.057978 | 0.833458 | 0.439553 | 10 | 15.847 | 230.28 |
0.8774 | 0.734062 | 0.605408 | 0.663557 | 0.7943 | 0.872824 | 0.054729 | 0.835189 | 0.452723 | 11 | 15.847 | 236.17 |
0.8699 | 0.682581 | 0.651477 | 0.666667 | 0.792922 | 0.868751 | 0.075597 | 0.837336 | 0.439696 | 12 | 15.847 | 237.09 |
0.8724 | 0.691653 | 0.651477 | 0.670964 | 0.795909 | 0.870951 | 0.072473 | 0.841183 | 0.45794 | 13 | 15.847 | 240.69 |
0.875 | 0.701565 | 0.650976 | 0.675325 | 0.798963 | 0.87322 | 0.069099 | 0.846227 | 0.466017 | 14 | 15.847 | 242.19 |
0.8716 | 0.688127 | 0.652979 | 0.670092 | 0.79519 | 0.870324 | 0.073847 | 0.851655 | 0.485599 | 15 | 15.847 | 242.13 |
0.8731 | 0.694444 | 0.650976 | 0.672008 | 0.79667 | 0.871542 | 0.071473 | 0.865476 | 0.503508 | 16 | 15.847 | 241.9 |
0.8703 | 0.680785 | 0.65999 | 0.670226 | 0.794751 | 0.86954 | 0.077221 | 0.878762 | 0.539093 | 17 | 15.847 | 243.04 |
0.8711 | 0.68342 | 0.660491 | 0.67176 | 0.795782 | 0.870269 | 0.076346 | 0.890258 | 0.571839 | 18 | 15.847 | 242.23 |
0.8704 | 0.670228 | 0.691037 | 0.680473 | 0.799594 | 0.871139 | 0.084843 | 0.898328 | 0.589646 | 19 | 15.847 | 242.23 |
0.8742 | 0.681751 | 0.694041 | 0.687841 | 0.804534 | 0.87462 | 0.080845 | 0.903879 | 0.606626 | 20 | 15.847 | 241.26 |
0.8807 | 0.697835 | 0.710065 | 0.703897 | 0.814599 | 0.881087 | 0.076721 | 0.906116 | 0.71238 | 21 | 15.847 | 241.73 |
0.8794 | 0.692645 | 0.712068 | 0.702222 | 0.813305 | 0.880022 | 0.078845 | 0.907874 | 0.701407 | 22 | 15.847 | 234.95 |
0.8736 | 0.669128 | 0.726089 | 0.696446 | 0.808314 | 0.875502 | 0.089591 | 0.90793 | 0.683564 | 23 | 15.847 | 231.18 |
0.8753 | 0.664618 | 0.758137 | 0.708304 | 0.814502 | 0.878284 | 0.095464 | 0.908213 | 0.691228 | 24 | 15.847 | 232.12 |
0.8657 | 0.63625 | 0.764647 | 0.694564 | 0.804246 | 0.87012 | 0.109084 | 0.907875 | 0.679166 | 25 | 15.847 | 231.19 |
0.8639 | 0.631514 | 0.764647 | 0.691733 | 0.802203 | 0.868551 | 0.111333 | 0.907699 | 0.664162 | 26 | 15.847 | 233.42 |
0.8631 | 0.630399 | 0.76014 | 0.689217 | 0.800716 | 0.867683 | 0.111208 | 0.908534 | 0.656664 | 27 | 15.847 | 239.59 |
0.8641 | 0.63691 | 0.743115 | 0.685926 | 0.799608 | 0.867886 | 0.10571 | 0.910377 | 0.65456 | 28 | 15.847 | 238.45 |
0.8623 | 0.639263 | 0.712569 | 0.673928 | 0.793325 | 0.865034 | 0.100337 | 0.909163 | 0.658607 | 29 | 15.847 | 234.12 |
0.8634 | 0.63535 | 0.741612 | 0.684381 | 0.798609 | 0.867215 | 0.10621 | 0.911389 | 0.61359 | 30 | 15.847 | 234.48 |
0.8676 | 0.844422 | 0.41312 | 0.554808 | 0.738522 | 0.848861 | 0.018993 | 0.588883 | 0.766601 | 1 | 15.847 | 203.48 |
0.8622 | 0.749798 | 0.465198 | 0.574166 | 0.745983 | 0.849176 | 0.038735 | 0.74182 | 0.374373 | 2 | 15.847 | 200.7 |
0.862 | 0.748991 | 0.464697 | 0.573548 | 0.745614 | 0.848957 | 0.03886 | 0.753729 | 0.357859 | 3 | 15.847 | 205.78 |
0.8619 | 0.746006 | 0.467702 | 0.574946 | 0.746252 | 0.849138 | 0.039735 | 0.779683 | 0.44257 | 4 | 15.847 | 205.83 |
0.8402 | 0.588002 | 0.667501 | 0.625235 | 0.761842 | 0.843888 | 0.116706 | 0.809048 | 0.434948 | 5 | 15.847 | 204.68 |
0.8771 | 0.757373 | 0.565849 | 0.64775 | 0.786657 | 0.870085 | 0.045233 | 0.826116 | 0.441158 | 6 | 15.847 | 208.38 |
0.8505 | 0.604063 | 0.729594 | 0.660921 | 0.782516 | 0.855546 | 0.11933 | 0.823765 | 0.419944 | 7 | 15.847 | 205.08 |
0.8666 | 0.671673 | 0.649474 | 0.660387 | 0.788693 | 0.865753 | 0.07922 | 0.830635 | 0.419466 | 8 | 15.847 | 200.68 |
0.8818 | 0.752322 | 0.608413 | 0.672757 | 0.800316 | 0.876927 | 0.049981 | 0.835208 | 0.425429 | 9 | 15.847 | 201.34 |
0.8796 | 0.731465 | 0.627441 | 0.675472 | 0.800781 | 0.876041 | 0.057478 | 0.839487 | 0.436251 | 10 | 15.847 | 200.26 |
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