Awesome
<img src="docs/_logo/banner.png">Bringing the Pandas DataFrame
to phylogenetics.
PhyloPandas provides a Pandas-like interface for reading sequence and phylogenetic tree data into pandas DataFrames. This enables easy manipulation of phylogenetic data using familiar Python/Pandas functions. Finally, phylogenetics for humans!
<img src='docs/_images/jlab.png' align="middle">How does it work?
Don't worry, we didn't reinvent the wheel. PhyloPandas is simply a DataFrame (great for human-accessible data storage) interface on top of Biopython (great for parsing/writing sequence data) and DendroPy (great for reading tree data).
PhyloPandas does two things:
- It offers new
read
functions to read sequence/tree data directly into a DataFrame. - It attaches a new
phylo
accessor to the Pandas DataFrame. This accessor provides writing methods for sequencing/tree data (powered by Biopython and dendropy).
Basic Usage
Sequence data:
Read in a sequence file.
import phylopandas as ph
df1 = ph.read_fasta('sequences.fasta')
df2 = ph.read_phylip('sequences.phy')
Write to various sequence file formats.
df1.phylo.to_clustal('sequences.clustal')
Convert between formats.
# Read a format.
df = ph.read_fasta('sequences.fasta')
# Write to a different format.
df.phylo.to_phylip('sequences.phy')
Tree data:
Read newick tree data
df = ph.read_newick('tree.newick')
Visualize the phylogenetic data (powered by phylovega).
df.phylo.display(
height=500,
)
<img src='docs/_images/tree.png' align="middle" height="200">
Contributing
If you have ideas for the project, please share them on the project's Gitter chat.
It's easy to create new read/write functions and methods for PhyloPandas. If you have a format you'd like to add, please submit PRs! There are many more formats in Biopython that I haven't had the time to add myself, so please don't be afraid to add them! I thank you ahead of time!
Testing
PhyloPandas includes a small pytest suite. Run these tests from base directory.
$ cd phylopandas
$ pytest
Install
Install from PyPI:
pip install phylopandas
Install from source:
git clone https://github.com/Zsailer/phylopandas
cd phylopandas
pip install -e .
Dependencies
- BioPython: Library for managing and manipulating biological data.
- DendroPy: Library for phylogenetic scripting, simulation, data processing and manipulation
- Pandas: Flexible and powerful data analysis / manipulation library for Python
- pandas_flavor: Flavor pandas objects with new accessors using pandas' new register API (with backwards compatibility).