attribench.plot.MADRatioPlot

class attribench.plot.MADRatioPlot(dfs)

Bases: Plot

Bar plot of the MAD (Median Absolute Deviation) ratio for each metric. The MAD ratio is the ratio of the total MAD to the MAD within groups. If this ratio is high, it means that there are differences in method behaviour. If the ratio is close to 1, it means that the methods behave similarly. This can be viewed as a one-way ANOVA test, but using non-parametric MAD instead of sum-of-squares.

Parameters:

dfsDict[str, Tuple[pd.DataFrame, bool]]

A dictionary mapping metric names to tuples of dataframes and booleans. The boolean indicates whether higher values of the metric are better (True) or not (False). The dataframes should have the same columns, which are the names of the methods.

Methods

render

Render the plot.

render(title=None, figsize=(10, 10), fontsize=20)

Render the plot.

Parameters:

titlestr | None, optional

Title of the figure, by default None

figsizetuple, optional

Size of the figure, by default (10, 10)

fontsizeint, optional

Font size of x and y axis ticks, by default 20

Returns:

Figure

Rendered Matplotlib figure.

Return type:

Figure