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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.
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Week of 20 Jul 2026
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Topic · social

Councillor Transparency

41 posts · 5,821 engagement · first seen 8 Mar 2015 · last seen 22 Jul 2026

Debates and standards around openness and accountability in New Zealand local government, covering how councils disclose decisions, handle councillor conduct, manage confidential information, and communicate with ratepayers and the public.

Stance breakdown

How the per-edge framings classify across 38 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

32%
66%
Supportive 12 Critical 25 Mocking 1

Sentiment breakdown

Whole-post emotional valence across 38 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%
32%
50%
Positive 7 Neutral 12 Negative 19

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.

  • reddit
    17 posts · 2,698 engagement
    2,698
  • twitter
    7 posts · 1,510 engagement
    1,510
  • youtube
    11 posts · 863 engagement
    863
  • facebook
    3 posts · 740 engagement
    740

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.