What types of graphs can this skill handle?

It supports undirected graphs, directed graphs (DiGraph), and graphs with multiple edges (MultiGraph/MultiDiGraph).

Does it support visualization?

Absolutely, it includes tools for drawing networks using Matplotlib and exporting layouts for more interactive libraries.

Is it suitable for large networks?

While efficient for many use cases, for very large-scale networks, it recommends using sparse matrix structures or approximate algorithms included in the skill.

Can I use this with my existing data in Pandas?

Yes, it provides built-in functions to convert Pandas DataFrames and NumPy matrices directly into graph objects.

NetworkX Graph Analysis

Name: NetworkX Graph Analysis
Author: x-cmd

byx-cmd

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データサイエンスとML

Provides a comprehensive toolkit for creating, manipulating, and analyzing complex network structures and graph algorithms in Python.

NetworkX is a specialized skill that empowers AI coding agents to perform sophisticated graph theory tasks, ranging from simple network construction to complex topological analysis. It enables the creation of directed and undirected graphs, the implementation of standard algorithms like PageRank and community detection, and the visualization of relationships between entities. This skill is essential for projects involving social network analysis, biological pathway modeling, transportation system optimization, and knowledge graph construction, offering seamless integration with the Python data ecosystem including Pandas, NumPy, and Matplotlib.

主な機能

01Built-in synthetic network generators for random and scale-free models

02Comprehensive graph algorithms for centrality, paths, and community detection

03Support for directed, undirected, and multi-edge graph structures

04Seamless integration with Pandas, NumPy, and SciPy for data processing

05Extensive visualization tools for creating publication-quality network diagrams

068 GitHub stars

ユースケース

01Identifying influential nodes in social or citation networks using centrality measures

02Optimizing logistics and routing through shortest-path and flow algorithms

03Analyzing biological networks to identify functional clusters or protein interactions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add x-cmd/skill networkx

For use in Claude.ai and ChatGPT

Download Skill