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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.
live window
Topic · social

Political-Transparency

613 posts · 73,236 engagement · first seen 20 Feb 2015 · last seen 21 Oct 2026

Debate and requirements around the disclosure obligations of New Zealand politicians and parties, covering the public reporting of MPs' interests, political donations, candidate affiliations, and government decision-making processes.

Stance breakdown

How the per-edge framings classify across 151 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

40%
57%
Supportive 60 Critical 86 Neutral / explainer 2 Mocking 3

Sentiment breakdown

Whole-post emotional valence across 151 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.

15%
15%
70%
Positive 23 Neutral 22 Negative 106

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
    8 posts · 14,065 engagement
    14,065
  • reddit
    17 posts · 3,855 engagement
    3,855
  • twitter
    2 posts · 617 engagement
    617
  • youtube
    124 posts · 569 engagement
    569

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.