Plot simple tanglegrams from two dendrograms
Project description
tanglegram
Uses scipy and matplotlib to plot simple tanglegrams. Inspired by the amazing dendextend by Tal Galili.
Installation
First, get PIP and then run in terminal:
pip3 install tanglegram -U
To install the bleeding-edge version from Github you can run:
pip3 install git+git://github.com/schlegelp/tanglegram@master
Attention: on Windows, the dependencies (i.e. Numpy, Pandas and SciPy) will likely fail to install automatically. Your best bet is to get a Python distribution that already includes them (e.g. Anaconda).
Dependencies
Installing via PIP should install all external dependencies. You may run into problems on Windows though. In that case, you need to install dependencies manually, here is a list of dependencies (check out install_requires
in setup.py for version info):
How it works
tanglegram
exposes three functions:
tanglegram.plot
plots a tanglegram (optionally untangling)tanglegram.entanglement
measures the entanglement between two linkagestanglegram.untangle
rotates dendrograms to minimize entanglement
import tanglegram as tg
import matplotlib.pyplot as plt
import pandas as pd
# Generate two distance matrices and just switch labels in one
labelsA= ['A', 'B', 'C', 'D']
labelsB= ['B', 'A', 'C', 'D']
data = [[ 0, .1, .4, .3],
[.1, 0, .5, .6],
[ .4, .5, 0, .2],
[ .3, .6, .2, 0]]
mat1 = pd.DataFrame(data,
columns=labelsA,
index=labelsA)
mat2 = pd.DataFrame(data,
columns=labelsB,
index=labelsB)
# Plot tanglegram
fig = tg.plot(mat1, mat2, sort=False)
plt.show()
# Plot again but this time try minimizing cross-over
fig = tg.plot(mat1, mat2, sort=True)
plt.show()
Known Issues:
- layout does not scale well, i.e. small dendrograms look weird
License:
This code is under GNU GPL V3
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