What the picker changes

Top topics digest — the cards score the selected period against the prior 4 weeks.
12-week heatmap & outlet matrix — show the 12 weeks ending at the selected week (they slide back with the picker, they aren’t a fixed snapshot).
Per-topic volume / alias drift — same 12-week trailing window, anchored on the selected period.
Coverage gap quadrant — scores the selected period against the 12 weeks before it (not including it).
Anomaly cards — only show alerts the detector fired during the selected period. Quiet weeks legitimately show none.

What stays as-is

Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
Co-occurrence graph — recent-activity anchored, not picker-driven.
Source & topic profiles — all-time data for the topic; the picker doesn’t affect them.

Rolling 7 days is a sliding live window for “current vibes”; switch to Weekly to compare specific weeks side-by-side.

Weekly Rolling 7 days

live window

Topic · social

Online Content Moderation

350 posts · 12,694 engagement · first seen 7 Nov 2024 · last seen 25 Oct 2026

Debate over the responsibilities of online platforms and regulators to identify, remove, or restrict harmful, false, or illegal content — including misinformation, fake accounts, and unsafe advertising — published on social media and video-sharing services.

Stance breakdown

How the per-edge framings classify across 211 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

31%

55%

13%

Supportive 66 Critical 116 Neutral / explainer 27 Mocking 2

Sentiment breakdown

Whole-post emotional valence across 211 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.

18%

39%

43%

Positive 38 Neutral 82 Negative 91

Platform mix

Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.

facebook

5 posts · 3,970 engagement

3,970
reddit

33 posts · 2,815 engagement

2,815
youtube

172 posts · 439 engagement

439
twitter

1 post · 8 engagement

8

Online Content Moderation

Stance breakdown

Sentiment breakdown

Platform mix

Top posts by engagement