ridgeplot-py

This is a simple module for plotting ridgeplot with the scipy ecosystem.

Ridgeplot is a great data visualization technique to compare distributions from multiple groups at the same time, and was first introduced in 2017 as joy plot:

I hereby propose that we call these "joy plots" #rstats https://t.co/uuLGpQLAwY
— Jenny Bryan (@JennyBryan) April 25, 2017

ridgeplot-py provides a simple API to produce matplotlib-compatible ridgeplots, as well as a handy ColorEncoder class with scikit-learn syntax for manipulating color annotations in a consistent way [through out manuscripts or presentations].

Install

git clone git@github.com:wckdouglas/ridgeplot-py.git
cd ridgeplot-py
python setup.py install

or via conda:

conda install -c conda-forge ridgeplot-py

or via pypi:

pip install ridgeplot-py

Usage

from ridgeplot import ridgeplot
from ridgeplot.colors import ColorEncoder, ColorPalette
import numpy as np
import matplotlib.pyplot as plt

# mocking some data
# the input data should be a dict of
# - keys: group names for the distributions
# - values: list of values 
data = {}
for i in range(8):
    data['data_{}'.format(i)] = np.random.randn(100) * (i+1)

# make the plot
fig = plt.figure()
ax = fig.add_subplot(111)
ridgeplot(
    ax, 
    data, 
    xlim=(-20,20), 
    label_size=15
)

Example

A notebook showing quick howto is included in this repo!

Release files for ridgeplot-py 0.2.0.post10

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ridgeplot-py 0.2.0.post10
File	Size	Uploaded
ridgeplot_py-0.2.0.post10.tar.gz	10.3 kB	Jun 25, 2023	Details

Built distribution (wheel)

Table of built distributions (wheels) for ridgeplot-py 0.2.0.post10
File	Interpreter	ABI	Platform	Reset
ridgeplot_py-0.2.0.post10-py3-none-any.whl 11.1 kB Jun 25, 2023	Python 3	none	any	Details

Total release size: 21.4 kB

Release files / ridgeplot_py-0.2.0.post10.tar.gz

Download URL	ridgeplot_py-0.2.0.post10.tar.gz
Size	10.3 kB
Tags	Source
SHA-256 checksum How to use checksums	`2df814eb299b463998e88a80fbd74d62280b1c15a057a1731978918a96d12411`
BLAKE2b-256 checksum How to use checksums	`8eb4916444e3a9fda0608eef7da850d4c11159bb559b04533b2629093776d420`
Upload date	Jun 25, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`poetry/1.3.2 CPython/3.9.13 Darwin/22.5.0`

Release files / ridgeplot_py-0.2.0.post10-py3-none-any.whl

Download URL	ridgeplot_py-0.2.0.post10-py3-none-any.whl
Size	11.1 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`a05f277cd7eda0434c5cd07835964bd85ee5c2a7402f353647cde680ffa25a03`
BLAKE2b-256 checksum How to use checksums	`3f5c56feeee4f3ab0ef55115db5c656d301fd145f65f546215445f2f915064df`
Upload date	Jun 25, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`poetry/1.3.2 CPython/3.9.13 Darwin/22.5.0`