Social Media Analysis

Interactive dashboards exploring social media archives with AI-assisted workflows. Part of the AI + History Collaboratory.
Twitter / X — @Marinelivesorg

Content Explorer

Volume trends, top hashtags, mentions, domains, content mix, and top tweets — filterable by year.
10,535 tweets · July 2012 – June 2025 · Chart.js interactive dashboard

Project Biography: Topic Evolution

How the project's public voice changed over thirteen years — quarterly topic modelling with stacked area charts, individual trajectories, and a heatmap.
15 NMF topics · 9,508 original tweets · TF-IDF with bigrams

Concept Network Explorer

Interactive force-directed graph mapping the intellectual structure of the project — how concepts co-occur in tweets, with year-by-year comparison revealing shifting centres of gravity.
35 hand-curated concepts · 4,981 original tweets · 2016–2018 sample · co-occurrence network
Coming soon

Bluesky Archive Analysis

Planned — analysis of Bluesky archive exports.

LinkedIn Post Analysis

Planned — analysis of LinkedIn content and engagement patterns.
This repository is maintained by Colin Greenstreet as part of the AI + History Collaboratory, an initiative exploring how AI tools can support historical research workflows. The dashboards and extraction scripts were created collaboratively with Claude (Anthropic) using Claude's Cowork mode.
View source code on GitHub →