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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 8 new columns ({'cell_line', 'pred_logFC_olAE', 'true_logFC', 'dose', 'pred_logFC_nlscVI', 'pred_logFC_PCA', 'drug', 'key'}) and 26 missing columns ({'layers', 'rev_distributional_mmd_rbf', 'deg_wilcoxon_pred_mean_genediff_pearson', 'deg_wilcoxon_true_deg_pearson', 'deg_wilcoxon_true_deg_dice_100', 'deg_wilcoxon_pred_deg_pearson', 'deg_wilcoxon_pred_deg_dice_100', 'distributional_r2_score', 'coexpression_spearman_average', 'deg_wilcoxon_true_mean_genediff_pearson', 'coexpression_pearson_average', 'cytokine_spearman_average', 'pathway_spearman_average', 'deg_wilcoxon_true_mean_genediff_spearman', 'cytokine_pearson_average', 'rev_distributional_mse', 'hidden', 'deg_wilcoxon_true_deg_spearman', 'rev_cellcycle_proportion_mean_diff', 'deg_wilcoxon_pred_mean_genediff_spearman', 'cellcycle_proportion_same_phase', 'rev_distributional_energy_distance', 'latentsize', 'pathway_pearson_average', 'Unnamed: 0', 'deg_wilcoxon_pred_deg_spearman'}).
This happened while the csv dataset builder was generating data using
hf://datasets/theislab/ReconEval/tahoe_df_AXIN2.csv (at revision 060873e8adff63d9561cdb3cf4e2e781c236fd6b), ['hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/tahoe_df_AXIN2.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/tahoe_df_EGR1.csv']
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
key: string
cell_line: string
drug: string
dose: string
true_logFC: double
pred_logFC_olAE: double
pred_logFC_nlscVI: double
pred_logFC_PCA: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1216
to
{'Unnamed: 0': Value('string'), 'distributional_r2_score': Value('float64'), 'rev_distributional_mse': Value('float64'), 'rev_distributional_mmd_rbf': Value('float64'), 'rev_distributional_energy_distance': Value('float64'), 'pathway_pearson_average': Value('float64'), 'pathway_spearman_average': Value('float64'), 'coexpression_pearson_average': Value('float64'), 'coexpression_spearman_average': Value('float64'), 'cytokine_pearson_average': Value('float64'), 'cytokine_spearman_average': Value('float64'), 'cellcycle_proportion_same_phase': Value('float64'), 'rev_cellcycle_proportion_mean_diff': Value('float64'), 'deg_wilcoxon_true_deg_dice_100': Value('float64'), 'deg_wilcoxon_true_deg_pearson': Value('float64'), 'deg_wilcoxon_true_deg_spearman': Value('float64'), 'deg_wilcoxon_true_mean_genediff_pearson': Value('float64'), 'deg_wilcoxon_true_mean_genediff_spearman': Value('float64'), 'deg_wilcoxon_pred_deg_dice_100': Value('float64'), 'deg_wilcoxon_pred_deg_pearson': Value('float64'), 'deg_wilcoxon_pred_deg_spearman': Value('float64'), 'deg_wilcoxon_pred_mean_genediff_pearson': Value('float64'), 'deg_wilcoxon_pred_mean_genediff_spearman': Value('float64'), 'latentsize': Value('float64'), 'layers': Value('float64'), 'hidden': 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 1343, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
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 8 new columns ({'cell_line', 'pred_logFC_olAE', 'true_logFC', 'dose', 'pred_logFC_nlscVI', 'pred_logFC_PCA', 'drug', 'key'}) and 26 missing columns ({'layers', 'rev_distributional_mmd_rbf', 'deg_wilcoxon_pred_mean_genediff_pearson', 'deg_wilcoxon_true_deg_pearson', 'deg_wilcoxon_true_deg_dice_100', 'deg_wilcoxon_pred_deg_pearson', 'deg_wilcoxon_pred_deg_dice_100', 'distributional_r2_score', 'coexpression_spearman_average', 'deg_wilcoxon_true_mean_genediff_pearson', 'coexpression_pearson_average', 'cytokine_spearman_average', 'pathway_spearman_average', 'deg_wilcoxon_true_mean_genediff_spearman', 'cytokine_pearson_average', 'rev_distributional_mse', 'hidden', 'deg_wilcoxon_true_deg_spearman', 'rev_cellcycle_proportion_mean_diff', 'deg_wilcoxon_pred_mean_genediff_spearman', 'cellcycle_proportion_same_phase', 'rev_distributional_energy_distance', 'latentsize', 'pathway_pearson_average', 'Unnamed: 0', 'deg_wilcoxon_pred_deg_spearman'}).
This happened while the csv dataset builder was generating data using
hf://datasets/theislab/ReconEval/tahoe_df_AXIN2.csv (at revision 060873e8adff63d9561cdb3cf4e2e781c236fd6b), ['hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split01_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split02_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/luca_split03_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split01_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split02_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/pbmc_split03_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split01_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split02_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent10.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent128.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent2048.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent32.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/figs/results/tahoe_split03_metrics_summary_latent512.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/tahoe_df_AXIN2.csv', 'hf://datasets/theislab/ReconEval@060873e8adff63d9561cdb3cf4e2e781c236fd6b/tahoe_df_EGR1.csv']
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.
Unnamed: 0 string | distributional_r2_score float64 | rev_distributional_mse float64 | rev_distributional_mmd_rbf float64 | rev_distributional_energy_distance float64 | pathway_pearson_average float64 | pathway_spearman_average float64 | coexpression_pearson_average float64 | coexpression_spearman_average float64 | cytokine_pearson_average null | cytokine_spearman_average null | cellcycle_proportion_same_phase float64 | rev_cellcycle_proportion_mean_diff float64 | deg_wilcoxon_true_deg_dice_100 float64 | deg_wilcoxon_true_deg_pearson float64 | deg_wilcoxon_true_deg_spearman float64 | deg_wilcoxon_true_mean_genediff_pearson float64 | deg_wilcoxon_true_mean_genediff_spearman float64 | deg_wilcoxon_pred_deg_dice_100 float64 | deg_wilcoxon_pred_deg_pearson float64 | deg_wilcoxon_pred_deg_spearman float64 | deg_wilcoxon_pred_mean_genediff_pearson float64 | deg_wilcoxon_pred_mean_genediff_spearman float64 | latentsize float64 | layers float64 | hidden float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AE | 0.79834 | -0.131871 | -0.29825 | -4.742852 | 0.501605 | 0.477208 | 0.841817 | 0.851221 | null | null | 0.546768 | -0.115444 | 0.024231 | 0.609486 | 0.503392 | 0.630708 | 0.452844 | 0.767308 | 0.054398 | 0.130581 | 0.558082 | 0.290341 | 10 | 4 | 2,048 |
olAE | 0.796839 | -0.131624 | -0.297399 | -4.859476 | 0.484296 | 0.461632 | 0.821489 | 0.815657 | null | null | 0.559616 | -0.117865 | 0.118846 | 0.626734 | 0.538941 | 0.633475 | 0.487129 | 0.764423 | 0.107006 | 0.155025 | 0.548686 | 0.31188 | 10 | 3 | 2,048 |
mlAE | 0.79108 | -0.132605 | -0.298111 | -5.111568 | 0.484323 | 0.461662 | 0.812973 | 0.807191 | null | null | 0.598689 | -0.120421 | 0.119615 | 0.620757 | 0.523425 | 0.593901 | 0.45537 | 0.767115 | 0.058552 | 0.128857 | 0.535956 | 0.30267 | 10 | 4 | 2,048 |
nlscVI | 0.740076 | -0.142441 | -0.298848 | -8.081966 | 0.362968 | 0.343105 | 0.799676 | 0.80844 | null | null | 0.587134 | -0.10952 | 0.022308 | 0.606067 | 0.484894 | 0.513632 | 0.384679 | 0.030769 | 0.023956 | 0.104818 | 0.468685 | 0.271256 | 10 | 3 | 4,096 |
scVI | 0.748223 | -0.140289 | -0.299492 | -7.748744 | 0.38006 | 0.361684 | 0.781504 | 0.779934 | null | null | 0.60781 | -0.118012 | 0.118077 | 0.608323 | 0.496994 | 0.510437 | 0.412532 | 0.028269 | 0.092938 | 0.149409 | 0.483258 | 0.279846 | 10 | 4 | 2,048 |
mlscVI | 0.666989 | -0.16061 | -0.301434 | -11.527029 | 0.361647 | 0.338801 | 0.710191 | 0.718324 | null | null | 0.631855 | -0.131896 | 0.118654 | 0.606851 | 0.488607 | 0.424432 | 0.354691 | 0.017885 | 0.111528 | 0.148212 | 0.323701 | 0.219513 | 10 | 4 | 4,096 |
PCA | 0.592654 | -0.16219 | -0.302297 | -15.272419 | 0.374845 | 0.357083 | 0.712954 | 0.731193 | null | null | 0.534008 | -0.187155 | 0.0875 | 0.59719 | 0.442075 | 0.335645 | 0.279071 | 0.755 | 0.062905 | 0.094922 | 0.344024 | 0.176215 | 10 | null | null |
AE | 0.856198 | -0.106426 | -0.292236 | -1.588899 | 0.749506 | 0.726305 | 0.873519 | 0.884732 | null | null | 0.66609 | -0.108841 | 0.025192 | 0.611756 | 0.520128 | 0.740567 | 0.519289 | 0.780385 | 0.085659 | 0.200443 | 0.755196 | 0.398878 | 128 | 2 | 2,048 |
olAE | 0.858779 | -0.109076 | -0.293159 | -1.379294 | 0.735709 | 0.71511 | 0.883584 | 0.867149 | null | null | 0.70411 | -0.084306 | 0.119423 | 0.62862 | 0.553284 | 0.749064 | 0.544651 | 0.773077 | 0.121256 | 0.208431 | 0.737535 | 0.405005 | 128 | 2 | 2,048 |
mlAE | 0.858519 | -0.107424 | -0.293584 | -1.684097 | 0.735024 | 0.713562 | 0.872866 | 0.860947 | null | null | 0.703228 | -0.103419 | 0.119423 | 0.621653 | 0.544513 | 0.736717 | 0.526016 | 0.776731 | 0.063802 | 0.159663 | 0.740118 | 0.399778 | 128 | 2 | 1,024 |
nlscVI | 0.802267 | -0.12382 | -0.296492 | -3.704455 | 0.585456 | 0.55864 | 0.843083 | 0.851947 | null | null | 0.679264 | -0.075103 | 0.019231 | 0.602318 | 0.477044 | 0.613774 | 0.416136 | 0.050577 | 0.057409 | 0.178895 | 0.657897 | 0.370917 | 128 | 3 | 4,096 |
scVI | 0.787307 | -0.127592 | -0.29652 | -5.049023 | 0.576335 | 0.552066 | 0.847626 | 0.843588 | null | null | 0.710598 | -0.075808 | 0.116154 | 0.608559 | 0.495434 | 0.579635 | 0.43172 | 0.035385 | 0.159565 | 0.229993 | 0.619969 | 0.357572 | 128 | 1 | 1,024 |
mlscVI | 0.829076 | -0.135737 | -0.040009 | -5.65423 | 0.632191 | 0.606153 | 0.82367 | 0.820754 | null | null | 0.690467 | -0.104362 | 0.084652 | 0.737093 | 0.64619 | 0.58965 | 0.501743 | 0.032783 | 0.142907 | 0.217265 | 0.591947 | 0.375156 | 128 | 2 | 2,048 |
PCA | 0.762299 | -0.12547 | -0.255428 | -2.772426 | 0.696355 | 0.676763 | 0.815984 | 0.827928 | null | null | 0.674988 | -0.07071 | 0.029038 | 0.607608 | 0.488499 | 0.531571 | 0.410366 | 0.769808 | 0.091566 | 0.195656 | 0.652741 | 0.346095 | 128 | null | null |
AE | 0.938988 | -0.038078 | -0.208905 | -0.696449 | 0.950632 | 0.942575 | 0.965398 | 0.952762 | null | null | 0.77623 | -0.049377 | 0.012885 | 0.611344 | 0.552523 | 0.887828 | 0.682329 | 0.786538 | 0.120607 | 0.405745 | 0.929471 | 0.690545 | 2,048 | 1 | 4,096 |
olAE | 0.901016 | -0.061527 | -0.272705 | -1.062209 | 0.902264 | 0.895101 | 0.964077 | 0.904501 | null | null | 0.793031 | -0.046501 | 0.117692 | 0.524311 | 0.536039 | 0.862125 | 0.635943 | 0.790577 | 0.202914 | 0.379613 | 0.890897 | 0.623999 | 2,048 | 1 | 4,096 |
mlAE | 0.87715 | -0.063324 | -0.287601 | -1.605475 | 0.901087 | 0.892029 | 0.9445 | 0.896549 | null | null | 0.725292 | -0.090788 | 0.117115 | 0.437528 | 0.43412 | 0.773342 | 0.550975 | 0.824615 | 0.172589 | 0.335752 | 0.886928 | 0.571183 | 2,048 | 1 | 4,096 |
nlscVI | 0.853831 | -0.083544 | -0.296387 | -2.553281 | 0.825199 | 0.804782 | 0.934929 | 0.935094 | null | null | 0.737826 | -0.05651 | 0.016538 | 0.601396 | 0.495699 | 0.703817 | 0.492782 | 0.060962 | 0.097261 | 0.341976 | 0.821602 | 0.560779 | 2,048 | 1 | 4,096 |
scVI | 0.809719 | -0.111983 | -0.296498 | -4.289611 | 0.698399 | 0.679611 | 0.900129 | 0.88189 | null | null | 0.72737 | -0.066834 | 0.177308 | 0.608003 | 0.488958 | 0.594365 | 0.432423 | 0.040577 | 0.143316 | 0.222273 | 0.707119 | 0.417737 | 2,048 | 1 | 2,048 |
mlscVI | 0.752635 | -0.135306 | -0.296632 | -5.357508 | 0.633724 | 0.609494 | 0.816593 | 0.80906 | null | null | 0.689894 | -0.072661 | 0.120192 | 0.618 | 0.490063 | 0.58526 | 0.416517 | 0.044615 | 0.110721 | 0.150313 | 0.576032 | 0.312479 | 2,048 | 1 | 2,048 |
PCA | 0.933038 | -0.039695 | -0.044084 | -0.199909 | 0.949289 | 0.942147 | 0.963931 | 0.950713 | null | null | 0.813977 | -0.031795 | 0.020385 | 0.619189 | 0.583004 | 0.869443 | 0.724429 | 0.779423 | 0.259473 | 0.439562 | 0.918043 | 0.697892 | 2,048 | null | null |
AE | 0.837334 | -0.120572 | -0.29666 | -2.159044 | 0.650841 | 0.623875 | 0.85695 | 0.866198 | null | null | 0.652842 | -0.07532 | 0.019038 | 0.609051 | 0.508069 | 0.731686 | 0.500712 | 0.778269 | 0.076157 | 0.176754 | 0.695362 | 0.363558 | 32 | 4 | 2,048 |
olAE | 0.837308 | -0.119835 | -0.296764 | -2.557822 | 0.645674 | 0.622348 | 0.843223 | 0.834824 | null | null | 0.653082 | -0.107568 | 0.118654 | 0.627506 | 0.547842 | 0.70867 | 0.523488 | 0.773462 | 0.119778 | 0.193755 | 0.685662 | 0.377021 | 32 | 4 | 1,024 |
mlAE | 0.83785 | -0.119297 | -0.296587 | -2.371044 | 0.655728 | 0.633018 | 0.837089 | 0.827655 | null | null | 0.67313 | -0.099822 | 0.119615 | 0.625012 | 0.542886 | 0.714487 | 0.521161 | 0.776731 | 0.072983 | 0.156325 | 0.683082 | 0.37064 | 32 | 3 | 4,096 |
nlscVI | 0.779095 | -0.132662 | -0.296702 | -5.430576 | 0.48821 | 0.458106 | 0.822733 | 0.832354 | null | null | 0.623689 | -0.102105 | 0.020769 | 0.604107 | 0.480947 | 0.560418 | 0.411206 | 0.036923 | 0.028452 | 0.134618 | 0.56121 | 0.325257 | 32 | 3 | 4,096 |
scVI | 0.778 | -0.13258 | -0.296945 | -5.747397 | 0.484312 | 0.455803 | 0.812348 | 0.80942 | null | null | 0.638355 | -0.109851 | 0.120385 | 0.61042 | 0.504531 | 0.549447 | 0.434999 | 0.027885 | 0.120943 | 0.184043 | 0.555156 | 0.323609 | 32 | 3 | 1,024 |
mlscVI | 0.487677 | -0.192862 | -0.080581 | -20.377876 | 0.547559 | 0.52604 | 0.792783 | 0.797699 | null | null | 0.645433 | -0.140326 | 0.068783 | 0.733349 | 0.626208 | 0.198664 | 0.247508 | 0.025478 | 0.105888 | 0.164852 | 0.390806 | 0.296766 | 32 | 2 | 4,096 |
PCA | 0.671348 | -0.1466 | -0.296898 | -8.889414 | 0.564748 | 0.546325 | 0.775122 | 0.792003 | null | null | 0.581085 | -0.10217 | 0.052308 | 0.602362 | 0.467793 | 0.459406 | 0.362283 | 0.766346 | 0.093051 | 0.170901 | 0.528779 | 0.285384 | 32 | null | null |
AE | 0.9083 | -0.072225 | -0.275395 | -0.971811 | 0.871672 | 0.857366 | 0.925166 | 0.920121 | null | null | 0.706686 | -0.075496 | 0.024038 | 0.612293 | 0.535587 | 0.862511 | 0.597441 | 0.773269 | 0.104776 | 0.253995 | 0.865556 | 0.49362 | 512 | 3 | 4,096 |
olAE | 0.898978 | -0.079546 | -0.276578 | -1.086385 | 0.846393 | 0.833872 | 0.933435 | 0.904917 | null | null | 0.746693 | -0.057541 | 0.118846 | 0.622634 | 0.566327 | 0.825977 | 0.592262 | 0.779038 | 0.114989 | 0.236107 | 0.837996 | 0.483005 | 512 | 2 | 4,096 |
mlAE | 0.889125 | -0.082211 | -0.284088 | -1.172863 | 0.84571 | 0.832355 | 0.944919 | 0.915145 | null | null | 0.745999 | -0.054533 | 0.119038 | 0.47365 | 0.497742 | 0.812612 | 0.580152 | 0.779423 | 0.127629 | 0.268863 | 0.833909 | 0.474446 | 512 | 2 | 4,096 |
nlscVI | 0.816956 | -0.112335 | -0.296413 | -2.790077 | 0.695564 | 0.671432 | 0.884323 | 0.894642 | null | null | 0.713906 | -0.058519 | 0.012115 | 0.597927 | 0.474342 | 0.648457 | 0.427298 | 0.062885 | 0.070471 | 0.220808 | 0.728764 | 0.422343 | 512 | 2 | 4,096 |
scVI | 0.817675 | -0.11274 | -0.296493 | -3.706047 | 0.688598 | 0.668575 | 0.894333 | 0.87525 | null | null | 0.722422 | -0.079536 | 0.120192 | 0.610644 | 0.497087 | 0.620602 | 0.443536 | 0.05 | 0.162713 | 0.24074 | 0.701043 | 0.411199 | 512 | 1 | 2,048 |
mlscVI | 0.693013 | -0.152493 | -0.298032 | -10.225426 | 0.416114 | 0.392363 | 0.74577 | 0.756658 | null | null | 0.626239 | -0.133337 | 0.116923 | 0.601806 | 0.474232 | 0.448308 | 0.361055 | 0.026538 | 0.08304 | 0.125697 | 0.425579 | 0.243198 | 512 | 2 | 2,048 |
PCA | 0.833287 | -0.094747 | -0.193082 | -1.22008 | 0.796803 | 0.778912 | 0.867824 | 0.876022 | null | null | 0.710307 | -0.055884 | 0.021923 | 0.610953 | 0.511073 | 0.644459 | 0.494318 | 0.776731 | 0.096335 | 0.238097 | 0.765679 | 0.439419 | 512 | null | null |
AE | 0.840676 | -0.128629 | -0.101415 | -5.07863 | 0.518661 | 0.491529 | 0.851996 | 0.858167 | null | null | 0.442148 | -0.160045 | 0.038723 | 0.471592 | 0.41244 | 0.442877 | 0.374305 | 0.83266 | 0.034745 | 0.145366 | 0.629201 | 0.289318 | 10 | 4 | 1,024 |
olAE | 0.845504 | -0.127762 | -0.101542 | -5.040787 | 0.512205 | 0.486361 | 0.836519 | 0.824845 | null | null | 0.466876 | -0.172915 | 0.099149 | 0.506183 | 0.458421 | 0.446763 | 0.402837 | 0.824681 | 0.070275 | 0.162764 | 0.629874 | 0.311009 | 10 | 4 | 1,024 |
mlAE | 0.845447 | -0.127815 | -0.101351 | -4.998479 | 0.515461 | 0.489836 | 0.850586 | 0.839631 | null | null | 0.4615 | -0.186576 | 0.099149 | 0.527347 | 0.458671 | 0.441557 | 0.395956 | 0.825213 | 0.067632 | 0.152197 | 0.621641 | 0.305487 | 10 | 3 | 2,048 |
nlscVI | 0.828442 | -0.132573 | -0.102422 | -6.287946 | 0.395753 | 0.370189 | 0.848795 | 0.853095 | null | null | 0.458347 | -0.176174 | 0.043936 | 0.477061 | 0.43283 | 0.407165 | 0.398771 | 0.031915 | 0.05002 | 0.151398 | 0.573693 | 0.297118 | 10 | 3 | 1,024 |
scVI | 0.829242 | -0.133205 | -0.101691 | -6.258859 | 0.384776 | 0.360117 | 0.851614 | 0.842339 | null | null | 0.478671 | -0.174643 | 0.096596 | 0.502259 | 0.461531 | 0.407443 | 0.411056 | 0.026702 | 0.065075 | 0.151014 | 0.564737 | 0.307217 | 10 | 4 | 1,024 |
mlscVI | 0.790202 | -0.139401 | -0.105454 | -7.998361 | 0.386966 | 0.362694 | 0.815626 | 0.802334 | null | null | 0.468609 | -0.213424 | 0.096489 | 0.50764 | 0.460583 | 0.376475 | 0.383564 | 0.023936 | 0.059124 | 0.147531 | 0.531919 | 0.270367 | 10 | 4 | 4,096 |
PCA | 0.709118 | -0.150128 | -0.104351 | -11.644215 | 0.366322 | 0.352645 | 0.760524 | 0.771322 | null | null | 0.394661 | -0.206695 | 0.063404 | 0.474345 | 0.40172 | 0.322402 | 0.321548 | 0.818936 | 0.010254 | 0.089636 | 0.391674 | 0.20304 | 10 | null | null |
AE | 0.893043 | -0.106046 | -0.100171 | -2.253767 | 0.739236 | 0.715818 | 0.880039 | 0.885696 | null | null | 0.499837 | -0.153526 | 0.039574 | 0.476043 | 0.428359 | 0.594444 | 0.420603 | 0.832979 | 0.050407 | 0.18546 | 0.772606 | 0.360573 | 128 | 4 | 1,024 |
olAE | 0.899933 | -0.105241 | -0.100186 | -2.065018 | 0.736787 | 0.714528 | 0.89632 | 0.882122 | null | null | 0.522059 | -0.121034 | 0.096702 | 0.530116 | 0.477151 | 0.603756 | 0.442955 | 0.832234 | 0.077016 | 0.179105 | 0.77248 | 0.377168 | 128 | 2 | 1,024 |
mlAE | 0.901161 | -0.104364 | -0.099909 | -1.91664 | 0.738794 | 0.716729 | 0.906474 | 0.892192 | null | null | 0.516959 | -0.133719 | 0.097021 | 0.537921 | 0.476496 | 0.610372 | 0.445751 | 0.831383 | 0.063658 | 0.161599 | 0.773479 | 0.364687 | 128 | 1 | 1,024 |
nlscVI | 0.857925 | -0.121891 | -0.100778 | -4.71592 | 0.547016 | 0.516653 | 0.892666 | 0.900402 | null | null | 0.491704 | -0.136055 | 0.039468 | 0.472952 | 0.43482 | 0.462581 | 0.435999 | 0.046489 | 0.125464 | 0.226554 | 0.678267 | 0.371582 | 128 | 2 | 4,096 |
scVI | 0.860597 | -0.121682 | -0.100779 | -4.817941 | 0.543142 | 0.513602 | 0.895385 | 0.885467 | null | null | 0.516793 | -0.128986 | 0.096277 | 0.499417 | 0.466287 | 0.450433 | 0.440733 | 0.04 | 0.117146 | 0.214755 | 0.683064 | 0.375165 | 128 | 2 | 2,048 |
mlscVI | 0.854711 | -0.128208 | -0.014517 | -5.751377 | 0.532116 | 0.501937 | 0.878789 | 0.869138 | null | null | 0.509869 | -0.145916 | 0.06956 | 0.529865 | 0.486759 | 0.428949 | 0.417519 | 0.038262 | 0.101605 | 0.205737 | 0.665443 | 0.355658 | 128 | 2 | 1,024 |
PCA | 0.864294 | -0.114283 | -0.084033 | -1.695998 | 0.723204 | 0.702342 | 0.870802 | 0.878957 | null | null | 0.507734 | -0.098106 | 0.078723 | 0.475131 | 0.42193 | 0.524681 | 0.394918 | 0.838298 | 0.04658 | 0.172444 | 0.696459 | 0.333642 | 128 | null | null |
AE | 0.968006 | -0.030835 | -0.069876 | -0.456814 | 0.96285 | 0.956178 | 0.977187 | 0.966626 | null | null | 0.695564 | -0.059766 | 0.035319 | 0.474297 | 0.461685 | 0.902984 | 0.641803 | 0.855851 | 0.092476 | 0.395141 | 0.957725 | 0.675311 | 2,048 | 1 | 4,096 |
olAE | 0.958003 | -0.049404 | -0.080723 | -0.40593 | 0.934157 | 0.928919 | 0.977958 | 0.931233 | null | null | 0.689918 | -0.079821 | 0.096702 | 0.50477 | 0.519477 | 0.891711 | 0.623234 | 0.837021 | 0.161036 | 0.394527 | 0.938618 | 0.652978 | 2,048 | 1 | 4,096 |
mlAE | 0.920785 | -0.053093 | -0.091254 | -0.724651 | 0.919198 | 0.913522 | 0.960073 | 0.916457 | null | null | 0.647819 | -0.095303 | 0.09766 | 0.375353 | 0.370877 | 0.716218 | 0.502229 | 0.853085 | 0.108711 | 0.366925 | 0.910264 | 0.594277 | 2,048 | 1 | 4,096 |
nlscVI | 0.924221 | -0.068756 | -0.100544 | -1.961887 | 0.842399 | 0.821233 | 0.95096 | 0.95073 | null | null | 0.576858 | -0.07754 | 0.040638 | 0.473036 | 0.456409 | 0.651827 | 0.549057 | 0.06266 | 0.2067 | 0.417345 | 0.864639 | 0.608525 | 2,048 | 1 | 4,096 |
scVI | 0.875279 | -0.088572 | -0.100752 | -3.614732 | 0.767175 | 0.747683 | 0.952481 | 0.920367 | null | null | 0.578269 | -0.098723 | 0.093085 | 0.38737 | 0.374202 | 0.515615 | 0.424653 | 0.049681 | 0.158869 | 0.364514 | 0.817061 | 0.523863 | 2,048 | 1 | 4,096 |
mlscVI | 0.835972 | -0.121428 | -0.100918 | -6.64171 | 0.596479 | 0.56921 | 0.908597 | 0.899414 | null | null | 0.521402 | -0.118904 | 0.098617 | 0.484301 | 0.441343 | 0.429051 | 0.419038 | 0.041809 | 0.110787 | 0.229354 | 0.668209 | 0.36222 | 2,048 | 1 | 1,024 |
PCA | 0.968993 | -0.029107 | -0.005082 | -0.108243 | 0.971086 | 0.966476 | 0.979292 | 0.966475 | null | null | 0.722403 | -0.052406 | 0.049362 | 0.474894 | 0.482333 | 0.923029 | 0.706492 | 0.847021 | 0.185168 | 0.440203 | 0.959976 | 0.702646 | 2,048 | null | null |
AE | 0.867554 | -0.119633 | -0.100717 | -3.271711 | 0.647267 | 0.61909 | 0.866791 | 0.874087 | null | null | 0.48114 | -0.155114 | 0.042128 | 0.471892 | 0.416626 | 0.500496 | 0.391302 | 0.835532 | 0.049372 | 0.168724 | 0.700036 | 0.331471 | 32 | 4 | 1,024 |
olAE | 0.873674 | -0.118825 | -0.100749 | -3.331246 | 0.644184 | 0.616436 | 0.864122 | 0.852552 | null | null | 0.505869 | -0.155703 | 0.097872 | 0.516933 | 0.468898 | 0.496926 | 0.418143 | 0.829149 | 0.084546 | 0.18212 | 0.702892 | 0.351084 | 32 | 4 | 1,024 |
mlAE | 0.8737 | -0.118811 | -0.100715 | -3.226004 | 0.647594 | 0.620138 | 0.87032 | 0.858716 | null | null | 0.50777 | -0.150284 | 0.098085 | 0.536077 | 0.470431 | 0.505195 | 0.415791 | 0.83 | 0.076732 | 0.160281 | 0.704894 | 0.347984 | 32 | 2 | 1,024 |
nlscVI | 0.843169 | -0.128548 | -0.100977 | -5.473677 | 0.469851 | 0.440392 | 0.877056 | 0.883719 | null | null | 0.484987 | -0.154503 | 0.038936 | 0.470718 | 0.427994 | 0.436901 | 0.418132 | 0.045851 | 0.076013 | 0.183657 | 0.629758 | 0.332462 | 32 | 2 | 4,096 |
scVI | 0.844949 | -0.128345 | -0.10098 | -5.587597 | 0.46391 | 0.434822 | 0.870171 | 0.860457 | null | null | 0.495222 | -0.14859 | 0.095 | 0.506817 | 0.472475 | 0.425059 | 0.425726 | 0.032872 | 0.092704 | 0.18045 | 0.625615 | 0.338859 | 32 | 4 | 1,024 |
mlscVI | 0.818045 | -0.133436 | -0.101111 | -7.097459 | 0.461221 | 0.432915 | 0.847434 | 0.842178 | null | null | 0.500005 | -0.145031 | 0.098191 | 0.505921 | 0.463619 | 0.400427 | 0.40571 | 0.033511 | 0.072828 | 0.163813 | 0.577209 | 0.303889 | 32 | 1 | 1,024 |
PCA | 0.797602 | -0.133985 | -0.100738 | -5.143095 | 0.58499 | 0.561705 | 0.818861 | 0.828232 | null | null | 0.458474 | -0.12244 | 0.056915 | 0.476895 | 0.411648 | 0.399218 | 0.349274 | 0.830851 | 0.02841 | 0.138417 | 0.557065 | 0.285422 | 32 | null | null |
AE | 0.937984 | -0.068825 | -0.095959 | -1.041986 | 0.879544 | 0.864766 | 0.946518 | 0.94526 | null | null | 0.558926 | -0.08709 | 0.040957 | 0.470214 | 0.436481 | 0.786807 | 0.511078 | 0.837128 | 0.070632 | 0.243501 | 0.891855 | 0.454711 | 512 | 3 | 4,096 |
olAE | 0.939427 | -0.072086 | -0.095945 | -0.934875 | 0.865155 | 0.851512 | 0.956375 | 0.92945 | null | null | 0.5911 | -0.080355 | 0.098191 | 0.517782 | 0.494954 | 0.779738 | 0.521896 | 0.83617 | 0.096768 | 0.234623 | 0.882047 | 0.469332 | 512 | 2 | 4,096 |
mlAE | 0.93549 | -0.071534 | -0.095203 | -0.948875 | 0.867901 | 0.855855 | 0.96047 | 0.940628 | null | null | 0.589008 | -0.094833 | 0.098404 | 0.474598 | 0.481361 | 0.767167 | 0.501645 | 0.839255 | 0.067325 | 0.203584 | 0.878829 | 0.449351 | 512 | 1 | 2,048 |
nlscVI | 0.886664 | -0.103467 | -0.100738 | -3.144901 | 0.691127 | 0.664425 | 0.910141 | 0.916517 | null | null | 0.507392 | -0.123599 | 0.037872 | 0.476003 | 0.452156 | 0.548066 | 0.482829 | 0.047553 | 0.152662 | 0.277158 | 0.756774 | 0.442627 | 512 | 2 | 4,096 |
scVI | 0.876883 | -0.107464 | -0.100758 | -4.208764 | 0.657563 | 0.632844 | 0.93138 | 0.915207 | null | null | 0.535183 | -0.125952 | 0.098191 | 0.468458 | 0.437416 | 0.500634 | 0.442603 | 0.046383 | 0.152398 | 0.287251 | 0.75329 | 0.451397 | 512 | 1 | 2,048 |
mlscVI | 0.824526 | -0.116493 | -0.100833 | -5.853865 | 0.680265 | 0.658068 | 0.913861 | 0.898454 | null | null | 0.50962 | -0.191087 | 0.098191 | 0.448802 | 0.399979 | 0.405885 | 0.369609 | 0.046915 | 0.112077 | 0.202944 | 0.691547 | 0.366236 | 512 | 1 | 2,048 |
PCA | 0.913602 | -0.081461 | -0.030051 | -0.605535 | 0.853069 | 0.838736 | 0.913348 | 0.917491 | null | null | 0.557264 | -0.089097 | 0.052447 | 0.473586 | 0.431844 | 0.700437 | 0.476218 | 0.839149 | 0.065236 | 0.223269 | 0.83374 | 0.42078 | 512 | null | null |
AE | 0.919881 | -0.113829 | -0.112436 | -1.87257 | 0.549101 | 0.514393 | 0.842342 | 0.850522 | null | null | 0.532075 | -0.156693 | 0.029604 | 0.499229 | 0.507844 | 0.793243 | 0.587221 | 0.606931 | 0.091923 | 0.227301 | 0.736842 | 0.375008 | 10 | 4 | 1,024 |
olAE | 0.921665 | -0.113451 | -0.112242 | -1.958821 | 0.541063 | 0.507151 | 0.833513 | 0.825412 | null | null | 0.542761 | -0.171191 | 0.076337 | 0.534361 | 0.56169 | 0.794718 | 0.617394 | 0.585842 | 0.129513 | 0.242308 | 0.734856 | 0.383267 | 10 | 4 | 1,024 |
mlAE | 0.922676 | -0.113187 | -0.112226 | -1.865905 | 0.548353 | 0.514032 | 0.842202 | 0.8376 | null | null | 0.550868 | -0.164782 | 0.077822 | 0.540425 | 0.550438 | 0.79205 | 0.60529 | 0.575347 | 0.117781 | 0.236481 | 0.735872 | 0.378548 | 10 | 4 | 1,024 |
nlscVI | 0.896971 | -0.120024 | -0.113756 | -3.360822 | 0.420825 | 0.385336 | 0.839275 | 0.846995 | null | null | 0.540888 | -0.18325 | 0.030693 | 0.497179 | 0.501516 | 0.692543 | 0.556185 | 0.077426 | 0.093813 | 0.222953 | 0.626397 | 0.34803 | 10 | 3 | 2,048 |
scVI | 0.898251 | -0.119986 | -0.113089 | -3.356358 | 0.412155 | 0.378192 | 0.823884 | 0.816047 | null | null | 0.551693 | -0.168117 | 0.077525 | 0.520444 | 0.537562 | 0.679435 | 0.561915 | 0.051386 | 0.113634 | 0.212138 | 0.619342 | 0.336984 | 10 | 4 | 1,024 |
mlscVI | 0.88036 | -0.123673 | -0.114245 | -4.408417 | 0.415361 | 0.381155 | 0.824062 | 0.819064 | null | null | 0.554058 | -0.183849 | 0.07802 | 0.528579 | 0.528887 | 0.612973 | 0.527458 | 0.038812 | 0.095367 | 0.194753 | 0.593768 | 0.328172 | 10 | 3 | 4,096 |
PCA | 0.747977 | -0.142716 | -0.11519 | -10.352456 | 0.380305 | 0.367148 | 0.748306 | 0.763462 | null | null | 0.456826 | -0.224489 | 0.050297 | 0.496865 | 0.437013 | 0.422704 | 0.368802 | 0.550693 | 0.059243 | 0.125762 | 0.386937 | 0.205383 | 10 | null | null |
AE | 0.951436 | -0.090392 | -0.108404 | -0.474849 | 0.780485 | 0.755324 | 0.888892 | 0.898293 | null | null | 0.60015 | -0.110848 | 0.03297 | 0.498482 | 0.520633 | 0.896103 | 0.63979 | 0.622277 | 0.131423 | 0.291723 | 0.866126 | 0.450361 | 128 | 3 | 2,048 |
olAE | 0.952985 | -0.092146 | -0.108492 | -0.477066 | 0.767475 | 0.74355 | 0.895918 | 0.884324 | null | null | 0.599653 | -0.132642 | 0.078713 | 0.541488 | 0.571776 | 0.898591 | 0.660623 | 0.592079 | 0.156715 | 0.277182 | 0.864113 | 0.445408 | 128 | 2 | 2,048 |
mlAE | 0.950931 | -0.091421 | -0.108892 | -0.499139 | 0.766582 | 0.743997 | 0.893907 | 0.886438 | null | null | 0.596638 | -0.137293 | 0.077327 | 0.554445 | 0.552802 | 0.885173 | 0.635069 | 0.589208 | 0.126696 | 0.246437 | 0.854017 | 0.427901 | 128 | 1 | 1,024 |
nlscVI | 0.927168 | -0.107831 | -0.111031 | -1.681755 | 0.575317 | 0.538022 | 0.880067 | 0.890458 | null | null | 0.57471 | -0.142803 | 0.033267 | 0.493303 | 0.507681 | 0.79273 | 0.606556 | 0.118119 | 0.166882 | 0.304562 | 0.75254 | 0.432731 | 128 | 2 | 4,096 |
scVI | 0.928521 | -0.108093 | -0.111044 | -1.7636 | 0.56134 | 0.524651 | 0.881674 | 0.873099 | null | null | 0.577106 | -0.155917 | 0.07802 | 0.518762 | 0.543571 | 0.789926 | 0.604123 | 0.075842 | 0.192705 | 0.29562 | 0.759251 | 0.42344 | 128 | 2 | 2,048 |
mlscVI | 0.949311 | -0.109008 | -0.018485 | -1.741836 | 0.53561 | 0.493789 | 0.845501 | 0.840325 | null | null | 0.568853 | -0.146005 | 0.047818 | 0.552047 | 0.578082 | 0.735745 | 0.601617 | 0.067596 | 0.148706 | 0.267945 | 0.715332 | 0.405451 | 128 | 4 | 2,048 |
PCA | 0.911853 | -0.104476 | -0.027383 | -0.115949 | 0.735834 | 0.712035 | 0.861173 | 0.872005 | null | null | 0.557606 | -0.110034 | 0.031089 | 0.498256 | 0.491601 | 0.756993 | 0.543042 | 0.59802 | 0.12942 | 0.252916 | 0.769428 | 0.386392 | 128 | null | null |
AE | 0.982708 | -0.024363 | -0.073166 | -0.21389 | 0.975207 | 0.969433 | 0.974203 | 0.960966 | null | null | 0.750222 | -0.05583 | 0.019604 | 0.50042 | 0.525223 | 0.959535 | 0.725194 | 0.661683 | 0.142255 | 0.477288 | 0.968285 | 0.726558 | 2,048 | 1 | 4,096 |
olAE | 0.972858 | -0.046421 | -0.088608 | -0.269256 | 0.955644 | 0.949657 | 0.978279 | 0.925368 | null | null | 0.750051 | -0.075873 | 0.07802 | 0.512853 | 0.565862 | 0.942974 | 0.69862 | 0.596634 | 0.233423 | 0.450571 | 0.958197 | 0.698806 | 2,048 | 1 | 4,096 |
mlAE | 0.974701 | -0.042373 | -0.101456 | -0.427359 | 0.934335 | 0.924873 | 0.971465 | 0.95321 | null | null | 0.701291 | -0.086317 | 0.076733 | 0.499095 | 0.576751 | 0.935262 | 0.682985 | 0.596634 | 0.195422 | 0.401384 | 0.949987 | 0.607163 | 2,048 | 2 | 4,096 |
nlscVI | 0.960282 | -0.058982 | -0.110545 | -0.663632 | 0.860182 | 0.839536 | 0.945783 | 0.946303 | null | null | 0.643544 | -0.073827 | 0.030198 | 0.494041 | 0.508709 | 0.891863 | 0.653699 | 0.146535 | 0.226241 | 0.483253 | 0.901329 | 0.648525 | 2,048 | 1 | 4,096 |
scVI | 0.922279 | -0.076817 | -0.110986 | -1.836597 | 0.777534 | 0.757175 | 0.951585 | 0.92262 | null | null | 0.644948 | -0.09433 | 0.078812 | 0.40611 | 0.42291 | 0.732879 | 0.507755 | 0.101485 | 0.238345 | 0.434211 | 0.861118 | 0.570101 | 2,048 | 1 | 4,096 |
mlscVI | 0.873363 | -0.114966 | -0.11118 | -4.793145 | 0.650759 | 0.618485 | 0.895522 | 0.887699 | null | null | 0.597631 | -0.142592 | 0.076535 | 0.507336 | 0.507817 | 0.643506 | 0.484175 | 0.080297 | 0.147311 | 0.280243 | 0.755578 | 0.419268 | 2,048 | 1 | 2,048 |
PCA | 0.98227 | -0.024678 | -0.000846 | -0.012605 | 0.976722 | 0.971887 | 0.975223 | 0.960437 | null | null | 0.766998 | -0.049076 | 0.033663 | 0.497707 | 0.545405 | 0.955607 | 0.770713 | 0.63198 | 0.271636 | 0.505818 | 0.962213 | 0.730165 | 2,048 | null | null |
AE | 0.939893 | -0.105099 | -0.110695 | -0.77696 | 0.683788 | 0.652465 | 0.873622 | 0.881992 | null | null | 0.564126 | -0.13714 | 0.028812 | 0.495282 | 0.501758 | 0.863265 | 0.602894 | 0.632079 | 0.108279 | 0.266499 | 0.822152 | 0.42098 | 32 | 3 | 2,048 |
olAE | 0.941966 | -0.10467 | -0.110796 | -0.814758 | 0.677724 | 0.648478 | 0.866656 | 0.857474 | null | null | 0.578875 | -0.154669 | 0.078218 | 0.536226 | 0.570183 | 0.857187 | 0.642884 | 0.595842 | 0.159455 | 0.276124 | 0.822625 | 0.428105 | 32 | 3 | 2,048 |
mlAE | 0.942693 | -0.10484 | -0.110775 | -0.802126 | 0.674837 | 0.645655 | 0.869491 | 0.860791 | null | null | 0.579164 | -0.16526 | 0.078119 | 0.543814 | 0.564356 | 0.863705 | 0.645065 | 0.593465 | 0.144149 | 0.25944 | 0.819653 | 0.425879 | 32 | 2 | 2,048 |
nlscVI | 0.915648 | -0.114159 | -0.111386 | -2.314661 | 0.501654 | 0.464093 | 0.862797 | 0.870656 | null | null | 0.559091 | -0.161257 | 0.029901 | 0.491406 | 0.502375 | 0.755359 | 0.588799 | 0.099802 | 0.124682 | 0.253786 | 0.698882 | 0.38469 | 32 | 2 | 4,096 |
scVI | 0.91872 | -0.113795 | -0.111413 | -2.275985 | 0.492643 | 0.456482 | 0.850003 | 0.84517 | null | null | 0.570885 | -0.15939 | 0.077921 | 0.523988 | 0.551953 | 0.749645 | 0.596739 | 0.060693 | 0.152457 | 0.253331 | 0.700572 | 0.380003 | 32 | 4 | 1,024 |
mlscVI | 0.893868 | -0.119257 | -0.111249 | -3.647002 | 0.486266 | 0.45008 | 0.854329 | 0.852446 | null | null | 0.575775 | -0.15368 | 0.076832 | 0.518472 | 0.524065 | 0.655576 | 0.532443 | 0.052673 | 0.132578 | 0.227867 | 0.657277 | 0.349856 | 32 | 1 | 1,024 |
PCA | 0.853966 | -0.123628 | -0.111001 | -2.704911 | 0.594574 | 0.567446 | 0.808178 | 0.821219 | null | null | 0.510217 | -0.13161 | 0.035545 | 0.503413 | 0.482557 | 0.615732 | 0.480633 | 0.579208 | 0.111006 | 0.205771 | 0.618602 | 0.320472 | 32 | null | null |
AE | 0.969593 | -0.056612 | -0.101288 | -0.381609 | 0.905199 | 0.890948 | 0.936314 | 0.93447 | null | null | 0.630428 | -0.080532 | 0.032475 | 0.496457 | 0.519608 | 0.938715 | 0.675251 | 0.615248 | 0.148242 | 0.344894 | 0.928892 | 0.540135 | 512 | 3 | 4,096 |
olAE | 0.969454 | -0.058708 | -0.098355 | -0.314436 | 0.893005 | 0.881413 | 0.951203 | 0.927877 | null | null | 0.652801 | -0.100241 | 0.076733 | 0.539516 | 0.56564 | 0.93663 | 0.671785 | 0.598317 | 0.168523 | 0.308733 | 0.927368 | 0.535499 | 512 | 1 | 4,096 |
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