{"repo":"SkBlaz/py3plex","free":true,"listed":false,"github":"https://github.com/SkBlaz/py3plex","clone":"git clone https://github.com/SkBlaz/py3plex.git","description":"Py3plex - A multilayer complex network visualization and analysis library in python3","language":"Python","stars":187,"topics":["biological-data-analysis","complex-networks","data-science","graph-algorithms","multilayer-networks","multiplex-networks","network-analysis","network-science","network-visualization","visualization"],"license":"MIT","category":"databases-storage","readme_excerpt":"Multilayer networks are complex networks with additional information assigned to nodes or edges (or both). This library includes some of the state-of-the-art algorithms for decomposition, visualization and analysis of such networks. Key Features: SQL-like DSL for intuitive network queries with smart defaults Multilayer network visualization and analysis Community detection and centrality measures Network decomposition and embeddings Uses a strict two-phase flow: 1. Build query on Q... ( .where() , .compute() , .order by() , .per layer() , .coverage() , ...) 2. Execute once with .execute(network) 3. Handle results on QueryResult ( .to pandas() , .group summary() , .to json() , ...) Example output: Key features demonstrated: - Streamlined API : Community detection integrated directly into the DSL query chain - AutoCommunity : Multi-objective Pareto-optimal selection across algorithms (Louvain, Leiden, etc.) - Uncertainty Quantification : Confidence intervals for both community detection and centrality measures - Cross-layer analysis : .coverage(mode=\"at least\", k=2) keeps only nodes that are hubs in ≥2 layers - Interpretability : .explain() enriches results with community IDs, top interaction partners, and layer presence - Composite scoring : Weighted combination of multiple centrality measures for robust ranking Ecosystem positioning Comparator Focus py3plex 2.0 relation --- --- --- py3plex 2019 Early py3plex multilayer analysis + visualization Historical base; 2.0 expands int","default_branch":null,"files":null,"tree":[],"storefront":"/r/SkBlaz","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/SkBlaz/py3plex/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}