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One thing I recently noticed is that when a dataframe has MultiIndex columns, the method
corr_interactive_plot
always results in a dataframe with missing labels:This error occurs with this method because Plotly struggles with dataframes that have MultiIndex columns. This fix should resolve the missing labels problem by merging the MultiIndex into a list, following the Seaborn format seen in
corr_plot
, to maintain the graph styles.With this fix:
I don't know if this change creates a bug with dataframes that have a MultiIndex index, resulting in an error or a bugged plot, but I can't imagine a real situation where a dataframe would have MultiIndex indexes. However, MultiIndex columns could be possible in very specific situations.