TOPIC
INTEREST EXPLORER

DATASET: LIVE SCRAPE, N=128
SCOPE: 1M+ VIEW VIDEOS · 8 NICHES
BUILT WITH: CLAUDE + AGENTIC PIPELINE

Which title patterns actually correlate with views

Avg. Views by Topic

High-Signal Words

Words that appear disproportionately often in top-decile titles vs. the full set.

Browse Titles

Title	Niche	Views

ABOUT THIS BUILD. This dashboard runs on a real dataset (128 titles across 8 niches, each with 1M+ views) scraped live from YouTube via the Apify platform (streamers/youtube-scraper) through Claude Code's Apify MCP integration. Data pulled 2026-08-01. The analysis pipeline — topic aggregation, word-signal detection, and interactive filtering — runs unchanged against this real dataset.