Can I import existing graph data from other formats?

Yes, the skill supports reading from and writing to Edge lists, GraphML, GML, JSON, CSV, and Pandas DataFrames.

What types of graphs does this NetworkX skill support?

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

Is it suitable for large-scale network analysis?

While Python-based, the skill provides guidance on using sparse matrices and approximate algorithms to handle larger networks efficiently.

Does this skill provide visualization capabilities?

Yes, it includes tools for generating network visualizations using Matplotlib, including various layout algorithms like spring, circular, and spectral layouts.

NetworkX Analysis & Visualization

Name: NetworkX Analysis & Visualization
Author: jimmc414

byjimmc414

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324

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数据科学与机器学习

Analyzes and visualizes complex graph data structures using the comprehensive Python NetworkX library.

This skill integrates the powerful NetworkX library into Claude Code, enabling the creation, manipulation, and analysis of complex networks and graphs. It provides advanced capabilities for computing graph algorithms like centrality, shortest paths, and community detection, while also supporting synthetic network generation and various file I/O formats. It is an essential tool for data scientists and researchers working with social networks, biological pathways, transportation systems, or any domain where understanding pairwise relationships between entities is critical for discovery and analysis.

主要功能

01Comprehensive I/O support for GraphML, GML, JSON, and edge lists

02Advanced graph algorithms including PageRank, shortest paths, and community detection

03Synthetic network generation for Erdős-Rényi, Barabási-Albert, and small-world models

04Publication-quality network visualization with customizable layouts and aesthetics

05Seamless data integration with Pandas, NumPy, and SciPy formats

06324 GitHub stars

使用场景

01Modeling biological pathways and protein-protein interactions

02Analyzing social network influence and community structures

03Optimizing logistics and transportation routes via network flow analysis

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jimmc414/kosmos networkx

For use in Claude.ai and ChatGPT

Download Skill