PairPlots.py

Beautiful and flexible vizualizations of high dimensional data

This python package produces pair plots, otherwise known as corner plots or scatter plot matrices: grids of 1D and 2D histograms that allow you to visualize high dimensional data.

Pair plots are an excellent way to vizualize the results of MCMC simulations, but are also a useful way to vizualize correlations in general data tables.

Read the documentation here: (https://sefffal.github.io/PairPlots.jl/dev/)

Installation

pip install -U pairplots

The default styles of this package roughly reproduce the output of the Python library corner.py for a single series, and chainconsumer.py for multiple series. If these are not to your tastes, this package is highly configurable.

Credits

This package is built on top of the great packages Makie.jl, Contour.jl, KernelDensity.jl, and Tables.jl. The overall inspiration and a few lines of code are taken from corner.py and chainconsumer.py