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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 6 Jul 2026
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Topic · social

Ai Workforce Automation

27 posts · 1,691 engagement · first seen 6 May 2026 · last seen 12 Jul 2026

A political commentary piece debates the push to loosen heavy vehicle restrictions in New Zealand, advocates for rail and shipping as sustainable alternatives, and critiques government economic performance amid fuel crises, public fatigue, and AI-driven job cuts.

Stance breakdown

How the per-edge framings classify across 27 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

15%
74%
Supportive 4 Critical 20 Neutral / explainer 1 Mocking 2

Sentiment breakdown

Whole-post emotional valence across 27 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.

22%
70%
Positive 2 Neutral 6 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
    8 posts · 1,569 engagement
    1,569
  • facebook
    1 post · 80 engagement
    80
  • youtube
    17 posts · 36 engagement
    36
  • twitter
    1 post · 6 engagement
    6

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.