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Running Analytics on 22 GB of Hacker News in SQLite

Sentiment analysis of 32,000 Hacker News posts shows 65% skew negative and earn 27% more points. Six transformer and LLM models tested, full data included. First of all please go check out the amazing project this analysis is based on: https://news.ycombinator.com/item?id=46435308 For my paper [1] I analyzed HN attention dynamics using 72k temporal snapshots from December 2025 to model decay curves, preferential attachment, and engagement survival.

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