Description:
Efficient network analysis for Python 3
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Type: Formula
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Latest Version: 2.98@0
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Tracked Since: Dec 14, 2025
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Links:
Homepage |
formulae.brew.sh
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Category: Developer tools
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Tags:
graph-theory
network-analysis
python
data-science
visualization
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Install:
brew install graph-tool
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About:
graph-tool is a Python module for graph manipulation and analysis. It provides a comprehensive suite of algorithms including community detection, centrality measures, and motif counting. Its core is implemented in C++ with extensive use of the Boost Graph Library, offering performance comparable to specialized standalone applications.
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Key Features:
- High-performance C++ core with Python bindings
- Extensive algorithm library (centrality, clustering, flows)
- Powerful graph drawing and visualization capabilities
- Support for both directed and undirected graphs
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Use Cases:
- Social network analysis and community detection
- Biological network modeling and pathway analysis
- Statistical physics modeling on complex structures
- Infrastructure network resilience testing
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Alternatives:
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NetworkX
– Pure Python implementation; easier to install but significantly slower for large graphs
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igraph
– Similar performance focus but graph-tool offers more advanced statistical mechanics algorithms
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