About Supersociology Predict

Supersociology Predict is a daily news intelligence tool that classifies headlines into four sociological archetypes and scores them for positive or negative sentiment. The result is a quantitative daily pulse of a society's dominant energy.

The Four Archetypes

✊

Worker

freedomhuman rightswagescost of livingriotsconsumersconsumer debtdivorcecivil issuesleft wing
Minimum wage raised to $18/hr +2
Inflation hits 8% — households struggling −2
Workers strike at major auto plant −1
⚔

Warrior

right wingmilitarywarregulationstaxespopulismpolicespyingborder
Ceasefire agreement signed in conflict zone +3
Airstrike kills civilians in disputed region −3
New surveillance bill passes Congress −1
◎

Thinker

religionsciencephilosophyresearchdiscoveryeducationinnovationAI
Groundbreaking cancer vaccine shows 94% efficacy +3
Research funding cut by 30% in budget bill −2
New archaeological find rewrites Bronze Age history +2
◈

Trader

moneystockscommoditiesoligarchyneoliberalismprivatizationcorporationsexecutivesbusinessGDP
GDP grows 3.2% — strongest quarter in years +2
Major cargo ship sinks with $2B in goods −1
Central bank raises rates for 4th time −1

Scoring Method

Step 1 — Scrape

Headlines are collected from Rappler (PH) and AP News / NewsNow (US) at midnight local time.

Step 2 — Classify

Each headline is matched against keyword sets. The archetype with the most keyword matches wins.

Step 3 — Score

Sentiment signals produce a score from −3 to +3. Positive events add, negative events subtract.

Step 4 — Aggregate

All article scores for a day are summed. The daily total reflects both volume and intensity.

Cron Integration

# Cloudflare Workers cron triggers (wrangler.toml)

[[triggers.crons]]
# PH analysis at midnight Philippine time (UTC+8 = 16:00 UTC)
cron = "0 16 * * *"
path = "/api/cron/ph"

[[triggers.crons]]
# US analysis at midnight Eastern time (UTC-5 = 05:00 UTC)
cron = "0 5 * * *"
path = "/api/cron/us"

Set the CRON_SECRET environment variable in your Cloudflare dashboard. Pass it as Authorization: Bearer <secret> in cron headers.

Data Sources

🇵🇭 Philippines Rappler — rappler.com/latest Award-winning Philippine digital newsroom
🇺🇸 United States AP News — apnews.com Associated Press, the most widely distributed US newswire
🇺🇸 United States (supplemental) NewsNow USA — newsnow.co.uk Aggregated US news headlines from hundreds of sources