How to add annotations in the diagonal squares of a PairGrid

Question

I want to implement a 5 number summary along the diagonal of a Python Seaborn PairGrid. I tried df.describe() along the diagonal but it did not work. A sample of what I am looking for is the picture at the bottom of this link (https://towardsdatascience.com/visualizing-data-with-pair-plots-in-python-f228cf529166), which is also pasted here for convenience.

Have you looked into his github code in https://github.com/WillKoehrsen/Data-Analysis/blob/master/pairplots/Pair%20Plots.ipynb ? — Dwight, Aug 24 '20 at 07:15

score 2 · Answer 1 · answered Aug 24 '20 at 08:12

This is fairly straightforward using PairGrid and a custom plotting function for the diagonal:

def print_stats(data, **kwargs):
    data = pd.Series(data)
    ax = plt.gca()
    ax.annotate(data.describe().to_string(), xy=(0.5,0.5), xycoords='axes fraction', ha='center', va='center')

iris = sns.load_dataset("iris")
g = sns.PairGrid(iris)
g = g.map_lower(plt.scatter)
g = g.map_diag(print_stats)

How to add annotations in the diagonal squares of a PairGrid

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