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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

Public Education Reform

34 posts · 1,697 engagement · first seen 21 Jun 2020 · last seen 17 Jun 2026

Labour criticises the government's plan to reintroduce charter schools, arguing it is ideologically driven, undermines public education, and diverts resources from proven student support programs.

Stance breakdown

How the per-edge framings classify across 32 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

31%
59%
9%
Supportive 10 Critical 19 Mocking 3

Sentiment breakdown

Whole-post emotional valence across 32 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.

38%
63%
Positive 12 Negative 20

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.

  • twitter
    4 posts · 569 engagement
    569
  • youtube
    27 posts · 463 engagement
    463
  • facebook
    1 post · 52 engagement
    52

Top posts by engagement

The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.