Network Science Python Packages

karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

xgi

CompleX Group Interactions (XGI) is a Python package for higher-order networks.

netgraph

Publication-quality network visualisations in python

scpn-phase-orchestrator

Evidence-first synchronization analysis and review-only control proposals for coupled rhythmic systems (Kuramoto/UPDE), with reproducible audits.

network-diffusion

Python package for simulating spreading phenomena in complex networks

py3plex

Py3plex - A multilayer complex network visualization and analysis library in python3

torch-geometric-temporal

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

dress-graph

DRESS: A Continuous Framework for Structural Graph Refinement

collective-phase-control-fabric

Evidence-bound analysis and finite intervention control for collective workflows.

fast-tmfg

This repository contains an ulta-fast Python implementation of the Triangulated Maximally filtered Graph (TMFG).

cpiextract

CPIExtract is a software package to collect and harmonize small molecule and protein interactions with support for stereoisomer matching.

hypergraphx

HGX is a multi-purpose, open-source Python library for higher-order network analysis

quantlaw

Coding utilities for quantitative legal studies

sinr

The SINr approach to train interpretable word and graph embeddings

tailestim

Estimate tail parameters of heavy-tailed distributions (including power law exponent gamma) in Python

littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

hypersis

Optimized Gillespie Algorithms (OGA) for spreading processes on higher-order networks

nx-hif

NetworkX backend for the HIF standard

gnn-augment

pip install gnn-augment — graph-augmented GNNs (GCN, GraphSAGE, GAT, GIN) for semi-supervised node classification: replace the adjacency with Katz / Rooted PageRank / Graph Gravity / LLM text-embedding views, multi-view training, sparse mode for large graphs (arXiv:1905.09087)

netmedpy

A Python package for network medicine analysis

criticality-spectrometer

Single-point-of-failure and blast-radius analysis with time-to-substitute curves for AND/OR dependency systems.

netsci

Analyzing Complex Networks with Python

tiles

TILES: an algorithm for community discovery in dynamic social networks

random-walk-controversy

A parallel algorithm to compute the Random Walk Controversy score of a network.