Per-video deep-dives are a Pro feature
Predicted-vs-actual performance, content signal breakdowns, and daily view trajectories for every tracked video.
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Predicted vs. actual
Both models are correlational, not causal — they describe what typically goes with more or fewer views across the tracked corpus, not what this specific video would have done differently. See the methodology page for how each is fit.
What moved the ridge model's estimate
The ridge model's own account of which features pushed its prediction up or down for this video specifically.
Pushed views up
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Pushed views down
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Content analysis
Signals detected by PoliYT's content, title, thumbnail, and transcript analysis. Only fields with a value are shown here — the full raw record (~250 fields) is available from this video's row on its politician's page.
Views over time
No daily snapshots yet for this video.
Matched ad spend
Google Ads Transparency records date-matched to this video's active window.