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What the picker changes
  • Top topics digest — the cards score the selected period against the prior 4 weeks.
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  • Coverage gap quadrant — scores the selected period against the 12 weeks before it (not including it).
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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 8 Jun 2026
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Topic · social

Ai In Political Campaigns

11 posts · 1,511 engagement · first seen 20 Apr 2025 · last seen 18 Jun 2026

The article criticizes New Zealand's lack of meaningful AI regulation and political action, highlighting public concern over AI-related harms and the absence of responsible governance in the face of growing risks.

Stance breakdown

How the per-edge framings classify across 8 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

75%
25%
Critical 6 Mocking 2

Sentiment breakdown

Whole-post emotional valence across 8 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.

100%
Negative 8

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
    3 posts · 969 engagement
    969
  • twitter
    1 post · 3 engagement
    3
  • youtube
    4 posts · 1 engagement
    1

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.