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Social Network Analysis

Network graphs, community detection, and relationship mapping.

Specialized Visualizations

Sociogram (Force-Directed Graph)

networkx
pyvis
matplotlib

A visualization of a social network where individuals are nodes and relationships are edges. The layout simulates physical forces to reduce overlap.

Prompt
"Generate a proper example social network dataset and create a force-directed network graph using networkx. Size the nodes by 'Betweenness Centrality' and color them by 'Community Detection' group."
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Adjacency Matrix Heatmap

seaborn
networkx

A grid representation of a network where the rows and columns represent nodes, and the cell color indicates the weight of the connection.

Prompt
"Generate a proper example social network dataset and create an adjacency matrix heatmap using seaborn. Sort the axes by node degree to reveal dense clusters."
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