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SNPio: A Python API for Population Genomic Data I/O, Filtering, Analysis, and Encoding

SNPio Logo

SNPio is a Python package designed to streamline the process of reading, filtering, encoding, and analyzing genotype alignments. It supports VCF, PHYLIP, STRUCTURE, and GENEPOP file formats, and provides high-level tools for visualization, downstream machine learning analysis, and population genetic inference.

SNPio Includes:

  • File I/O (VCFReader, PhylipReader, StructureReader, GenePopReader)
  • Genotype filtering (NRemover2)
  • Genotype encoding for AI & machine learning applications (GenotypeEncoder)
  • Population genetic statistics & Principal Component Analysis (PopGenStatistics)
  • Experimental: Phylogenetic tree parsing (TreeParser)

πŸ“– Full Documentation

Detailed API usage, tutorials, and examples are available in the Documentation


πŸ”§ Installation

You can install SNPio using one of the following methods:

βœ… Pip Installation

python3 -m venv snpio-env
source snpio-env/bin/activate
pip install snpio

βœ… Conda Installation

conda create -n snpio-env python=3.12
conda activate snpio-env
conda install -c btmartin721 snpio

🐳 Docker

To run the Docker image interactively in a terminal, run the following commands:

docker pull btmartin721/snpio:latest
docker run -it btmartin721/snpio:latest

If you'd like to run SNPio in a jupyter notebook, instructions to do so in the docker container will be printed to the terminal.

Note: All three installation versions (pip, conda, docker) are actively maintained and kept up-to-date with CI/CD routines.

Note: SNPio supports Unix-based systems. Windows users should install via WSL.


πŸš€ Getting Started

Import Modules

from snpio import (
    NRemover2, VCFReader, PhylipReader, StructureReader,
    GenePopReader, GenotypeEncoder, PopGenStatistics
)

Load Genotype Data (VCF Example)

vcf = "snpio/example_data/vcf_files/phylogen_subset14K_sorted.vcf.gz"
popmap = "snpio/example_data/popmaps/phylogen_nomx.popmap"

gd = VCFReader(
    filename=vcf,
    popmapfile=popmap,
    force_popmap=True,
    verbose=True,
    plot_format="png",
    prefix="snpio_example"
)

You can also specify include_pops and exclude_pops to control population-level filtering.


πŸ§ͺ Development Notes

To run unit all tests:

pip install snpio[dev]
pytest tests/

🧾 License and Citation

SNPio is licensed under the GPL-3.0 License.

Please cite any publication(s) when using SNPio in your research. A manuscript is currently in development, and this section will be updated upon acceptance.


🀝 Contributing

We welcome community contributions!


πŸ™ Acknowledgments

Thanks for using SNPio. We hope it facilitates your population genomic research. Feel free to reach out with questions or feedback!