---
title: Centrality Analysis
emoji: 👑
colorFrom: red
colorTo: yellow
sdk: gradio
app_file: app.py
pinned: false
---

# Network Centrality Analysis Suite

An interactive educational web application designed to help digital humanities and social science students identify, visualize, and analyze node importance and structural power in networks.

### Features
1. **Interactive Centrality Scale**: Select from four classical centrality metrics (Degree, Betweenness, Eigenvector, Closeness) and dynamically adjust Vis.js node sizing and color gradients.
2. **Directed or Undirected Networks**: Analyze paths and directions seamlessly.
3. **Sortable Rankings Table**: View calculated metrics in a fully interactive, searchable dataframe.
4. **Data Exports**: Download the full rankings as a clean CSV file.