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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

Political Accountability To Constituents

3543 posts · 274,960 engagement · first seen 6 Dec 2014 · last seen 25 Oct 2026

The obligation of elected officials and political representatives in New Zealand to answer for their decisions, conduct, and performance to the constituents and democratic institutions they serve.

Stance breakdown

How the per-edge framings classify across 1019 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

33%
63%
Supportive 339 Critical 638 Neutral / explainer 28 Mocking 14

Sentiment breakdown

Whole-post emotional valence across 1019 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.

89%
Positive 62 Neutral 47 Negative 910

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
    27 posts · 49,739 engagement
    49,739
  • youtube
    943 posts · 5,135 engagement
    5,135
  • reddit
    31 posts · 4,642 engagement
    4,642
  • twitter
    18 posts · 1,167 engagement
    1,167

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.