tda-graph-network-analysis

To construct and analyze complex networks like Mapper graphs in TDL, you can use this Skill to automate graph construction, calculate graph metrics, and visualize networks for scientific inquiry using NetworkX.

This graph analysis Skill supports optional graph-learning tasks using the torch-geometric dependency, while requiring NetworkX for immediate graph construction, analysis, and visualization operations.

You can build various graph types for social network analysis and transition graphs, with the Skill offering detailed semantic definitions for nodes and edges tailored to specific scientific questions.

To visualize graph metrics and layouts for scientific analysis, the Skill allows visualization of graphs using specified layout algorithms and seeds, and integrates with diagramming tools for generating figures.

You need NetworkX to calculate graph metrics for employment-state transition graphs, as it is a required dependency for immediate graph operations, while torch-geometric is optional for learning tasks.

When analyzing graph topology, you can integrate embedding dependencies by combining this Skill with related diagnostics skills to support semantic definitions and enhance network analysis workflows.