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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

Taxpayer Accountability

103 posts · 6,247 engagement · first seen 3 May 2026 · last seen 18 Jun 2026

This piece explores how social impact bonds can transform social service delivery in New Zealand by shifting funding to outcomes, fostering innovation, and improving results for vulnerable populations like youth offenders and long-term welfare dependents.

Stance breakdown

How the per-edge framings classify across 102 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

67%
31%
Supportive 68 Critical 32 Mocking 2

Sentiment breakdown

Whole-post emotional valence across 102 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.

10%
38%
52%
Positive 10 Neutral 39 Negative 53

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
    10 posts · 3,314 engagement
    3,314
  • twitter
    54 posts · 1,552 engagement
    1,552
  • youtube
    37 posts · 1,307 engagement
    1,307
  • reddit
    2 posts · 74 engagement
    74

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.