A package for combining python ggplot visuals
Project description
cowpatch
A package for combining/aranging multiple python ggplot visuals from plotnine
. Internally, we leverage SVG objects and descriptions to accomplish it's goals.
Installation
To install the current version of this package, please run
pip install cowpatch
If you would like to experiment with the development version of this package please following the guidelines in the contributing page.
Usage
import cowpatch as cow
import plotnine as p9
import plotnine.data as p9_data
import numpy as np
# creation of some some ggplot objects
g0 = p9.ggplot(p9_data.mpg) +\
p9.geom_bar(p9.aes(x="hwy")) +\
p9.labs(title = 'Plot 0')
g1 = p9.ggplot(p9_data.mpg) +\
p9.geom_point(p9.aes(x="hwy", y = "displ")) +\
p9.labs(title = 'Plot 1')
g2 = p9.ggplot(p9_data.mpg) +\
p9.geom_point(p9.aes(x="hwy", y = "displ", color="class")) +\
p9.labs(title = 'Plot 2')
vis_patch = cow.patch(g0,g1,g2)
vis_patch += cow.layout(design = np.array([[0,1],
[0,2]]),
rel_heights = [1,2])
vis_patch.show(width = 11, height = 7)
Please see additional documentation pages like "Getting-Started" and the individual pages on different plot arrangement strategies.
Future Goals
This package is currently in development (please feel welcome to contribute, with code, examples, issues, publicity, etc.). We envision a sequence of versions coming out with different added features in each. The order of the features will look something like the following
- MVP #1: base implimentation (reflecting
cowplot
andgridExtra
functionality, minus labeling and titles) - MVP #2: figure labeling and titles and
cow.text()
objects - MVP #3: "Arithmetic of arrangement" (reflecting
patchwork
)
In addition, we envision the following features coming along in parallel:
- inseting plots (like seen in
cowplot
) - wrapping of
matplotlib
,plotnine
andseaborn
plots to work within thecowpatch
framework and within thepatchwork
framework - more complex drawing tools like the
R
packagegrid
to allow for easy creation of complex features
For the interested reader, a lot of these ideas have been sketched in our notes/
folder as "proof of concepts".
Package Logistics
Background and history
This package's name is a merging of the names of R
packages' cowplot
and patchwork
. It attempts to provide similar plot arrangement and combination tools as gridExtra
, cowplot
and patchwork
for the plotnine
's ggplot
objects.
This package is not directly related to any of aforementioned packages (including the Wilke Lab, lead by Claus O. Wilke) but naturally stands on the shoulders of the contributions each of the packages made.
This package leverages a SVG backend to create the arangements. This may make the actual package a bit more "hacky" then some may like, but we hope it can still be of use to the community.
Contributing
Interested in contributing? Check out the contributing guidelines. Please note that this project is released with a Code of Conduct. By contributing to this project, you agree to abide by its terms.
License
cowpatch
was created by Benjamin LeRoy (benjaminleroy) and Mallory Wang (wangmallory). It is licensed under the terms of the MIT license.
Credits
This python
package stands on the shoulders of many open-source tools, cowpatch
structure was created with cookiecutter
and the py-pkgs-cookiecutter
template, the documentation leverages sphinx
, and underlying testing leverages pytest
, hypothesis
and pytest-regression
. See the full list of package dependencies on Github.
Project details
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