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XGI
What XGI is
XGI is a free, open-source Python library for modeling, analyzing, and visualizing complex systems with higher-order group interactions. It supports undirected and directed hypergraphs as well as simplicial complexes, giving network scientists structures beyond ordinary pairwise links. The library can generate random and non-random higher-order networks from models, load and store networks in standard formats, and provide metrics and algorithms for structural analysis. A unified statistics interface calculates node and edge statistics and converts results to dictionaries, lists, NumPy arrays, or pandas dataframes. Drawing functions and node layouts support visualizations of hypergraphs and simplicial complexes. XGI is written in pure Python and is designed to interoperate with NumPy, SciPy, pandas, and Matplotlib. The XGI-DATA repository supplies datasets accessible through `load_xgi_data()`. Installation uses `pip install xgi`; the project requires Python 3.10 or newer and uses the BSD 3-Clause License.
Who it suits
XGI is designed for network scientists working with higher-order networks, hypergraphs, and simplicial complexes. It fits Python users who already use scientific libraries such as NumPy, SciPy, pandas, or Matplotlib.
What it does well
- Supports directed and undirected hypergraphs
- Works with simplicial complexes
- Includes network generation and structural analysis
- Statistics convert to common Python data types
- Provides drawing and node-layout functions
What to know first
- Requires Python 3.10 or newer
- No free trial because it is open source
- Visualization is provided through a Python library
Verdict
XGI offers a broad Python toolkit for creating, studying, storing, and visualizing higher-order network structures. Its scientific-Python interoperability and dataset repository support research workflows on Linux, macOS, and Windows.
Facts from XGI's own pages
- Analysis
- The library includes metrics and algorithms for analyzing the structure of higher-order networks. · xgi.readthedocs.io, 12 Oct 2026
- Contributions
- The project welcomes community contributions and links to a contribution guide. · xgi.readthedocs.io, 12 Oct 2026
- Core tools
- The library can load and store higher-order networks in standard formats, generate networks from models, analyze network structure, compute node and edge statistics, and draw networks. · xgi.readthedocs.io, 12 Oct 2026
- Dashboard type
- static · xgi.readthedocs.io, 24 Sept 2026
- Data formats
- XGI can load and store higher-order networks in standard formats. · xgi.readthedocs.io, 12 Oct 2026
- Datasets
- The XGI-DATA repository provides higher-order datasets that can be accessed with the `load_xgi_data()` function. · xgi.readthedocs.io, 12 Oct 2026
- Data sources
- XGI-DATA repository · xgi.readthedocs.io, 24 Sept 2026
- Installation
- The released version can be installed with pip using `pip install xgi`. · xgi.readthedocs.io, 12 Oct 2026
- Installation requirement
- The project states that XGI runs on Python 3.10 or higher and gives `pip install xgi` as the installation command. · github.com, 12 Oct 2026
- Integrations
- XGI is implemented in pure Python and is designed to interoperate with NumPy, SciPy, pandas, and Matplotlib. · xgi.readthedocs.io, 12 Oct 2026
- Intended users
- The documentation says XGI is designed and developed by network scientists with the needs of network scientists in mind. · xgi.readthedocs.io, 12 Oct 2026
- License
- The project is licensed under the BSD 3-Clause License. · xgi.readthedocs.io, 12 Oct 2026
- Network generation
- XGI can generate random and non-random higher-order networks from models. · xgi.readthedocs.io, 12 Oct 2026
- Network types
- XGI supports undirected and directed hypergraphs, as well as simplicial complexes. · xgi.readthedocs.io, 12 Oct 2026
- Platform
- desktop · xgi.readthedocs.io, 24 Sept 2026
- Purpose
- XGI is a Python library for modeling, analyzing, and visualizing complex systems with group (higher-order) interactions. · xgi.readthedocs.io, 12 Oct 2026
- Research use
- The documentation lists published work and software packages that use XGI. · xgi.readthedocs.io, 12 Oct 2026
- Scientific Python
- XGI is implemented in pure Python and is designed to interoperate with NumPy, SciPy, pandas, and Matplotlib. · xgi.readthedocs.io, 12 Oct 2026
- Statistics
- Its unified statistics interface computes node and edge statistics and supports conversion to dictionaries, lists, NumPy arrays, and pandas dataframes. · xgi.readthedocs.io, 12 Oct 2026
- Support
- The documentation directs users to the project's GitHub support page for support details. · xgi.readthedocs.io, 12 Oct 2026
- Supported structures
- XGI provides tools to manipulate undirected and directed hypergraphs and simplicial complexes. · xgi.readthedocs.io, 12 Oct 2026
- Supported systems
- XGI was developed and tested with Python 3.9–3.13 on Mac OS, Windows, and Ubuntu. · xgi.readthedocs.io, 12 Oct 2026
- Visualization
- XGI includes drawing functions and node layouts for hypergraphs and simplicial complexes. · xgi.readthedocs.io, 12 Oct 2026
Where XGI stands on Freedom251
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