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I tried using kind="box" but am not sure if that works. For the example I tried, I got blank subfigures in the non-diagonal parts of the PairGrid.

Edit: Details.

The function I am trying to use is seaborn.pairplot. As mentioned in the link, by default, this function will create a grid of Axes such that each variable in the data parameter will be shared in the y-axis across a single row and in the x-axis across a single column. The diagonal Axes are treated differently, drawing a plot to show the univariate distribution of the data for the variable in that column.

I am looking for a way to make sure that the kind parameter leads to a box plot (seaborn.boxplot) for the non-diagonal parts of the PairGrid.

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This wouldn't be possible in seaborn without changing the source code.

pairplot is designed with only two options for the non-diagonal plots: scatter or reg. This can be seen in the source code:

if kind == "scatter":
    plot_kws.setdefault("edgecolor", "white")
    plotter(plt.scatter, **plot_kws)
elif kind == "reg":
    plotter(regplot, **plot_kws)

One option would be copy the source code and create a function similar to pairplot, but with the ability to plot boxplots.

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