FRESH BUZZ

Social Tea

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NOT ADVICE·Research and education only. This is not investment advice, a solicitation, or a recommendation to buy or sell any security. An attention spike is not evidence of future revenue, earnings, or returns.

Sources

Google Trends and prices work without keys. Reddit uses the official API and shows “not configured” until three environment variables are set. TikTok is a disabled stub. Nothing here scrapes TikTok.

Google Trends

Ready

Unofficial Google Trends via pytrends. Responses are cached and requests are paced with backoff. No API key.

Reddit

Not configured

Not configured. Set REDDIT_CLIENT_ID, REDDIT_CLIENT_SECRET, and REDDIT_USER_AGENT. Until then the live score uses Google Trends only.

TikTok

Disabled

Disabled. This build does not scrape TikTok. An official API can be added later behind the same source interface.

Close

Ready

Yahoo Finance via yfinance. Overlay only. Not part of the attention score. No API key.

Collection

A run asks Google Trends and Yahoo Finance for every enabled keyword, then rescores the live rows. Reddit is included only when credentials are set. Expect several minutes, and expect Google to rate-limit.