qolmat.benchmark.metrics.dist_wasserstein

qolmat.benchmark.metrics.dist_wasserstein(df1: DataFrame, df2: DataFrame, df_mask: DataFrame, method: str = 'columnwise') Series[source]

Compute the Wasserstein distances between columns of 2 dataframes.

Wasserstein distance can only be computed columnwise.

Parameters
df1pd.DataFrame

True dataframe

df2pd.DataFrame

Predicted dataframe

df_maskpd.DataFrame

Elements of the dataframes to compute on

methodstr, optional

columnwise or not

Returns
pd.Series

wasserstein distances