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METRIC_NAMES

breakdown.METRIC_NAMES

Mapping of internal evaluation metric names to human-readable display names.

add_agg_columns

breakdown.add_agg_columns

Adds aggregation columns to a list of DataFrames based on a property map.

add_agg_columns(dfs, agg_columns, prop_map)

Parameter Type Default Description
dfs - (undocumented)
agg_columns - (undocumented)
prop_map - (undocumented)

aggregate_df

breakdown.aggregate_df

Aggregate each DataFrame using the specified method and return (agg_df, signature) pairs.

aggregate_df(dfs, signatures, agg_column, eval_columns, agg_method='mean', weight_col='num_variates')

Parameter Type Default Description
dfs - (undocumented)
signatures - (undocumented)
agg_column - (undocumented)
eval_columns - (undocumented)
agg_method 'mean' (undocumented)
weight_col 'num_variates' (undocumented)

get_breakdown_table

breakdown.get_breakdown_table

Generate pivot tables for evaluation metrics by model and aggregation column.

get_breakdown_table(dfs, signatures, agg_column, eval_columns, agg_method='mean', weight_col='num_variates')

Parameter Type Default Description
dfs - (undocumented)
signatures - (undocumented)
agg_column - (undocumented)
eval_columns - (undocumented)
agg_method 'mean' (undocumented)
weight_col 'num_variates' (undocumented)

expand_complex_column

breakdown.expand_complex_column

Expands nested list columns (like 'variates_types' or 'domain') into multiple rows, assigning counts where applicable.

expand_complex_column(dfs, agg_column='')

Parameter Type Default Description
dfs - (undocumented)
agg_column '' (undocumented)