Lokanetra Kestrel-Trending lokanetra.dev

Kestrel-Trending

Kestrel-Trending scrapes Indonesia's Twitter/X trending topics from trends24.in/indonesia/ every 30 minutes and renders a rank-over-time bump chart: which topics trended, when, how high they ranked, and how long they stuck around.

Best paired with Kolibri, which detects inauthentic amplification behind a trending keyword.

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About this dashboard

A scraper (trending/scraper.py) fetches trends24.in/indonesia/ every 30 minutes and appends new rows to one central CSV, deduping on (topic, hour). A report builder (trending/report.py) rebuilds this dashboard hourly from that CSV: search topics, toggle individual topics, pick a quick or custom date range, and read each topic's first/best/last rank in the stats table below the chart. Fully self-contained — the chart works offline, no backend calls at view time. Full history is kept in the CSV regardless of what a given dashboard build embeds.