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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

Fiscal Discipline

36 posts · 12,621 engagement · first seen 2 Aug 2015 · last seen 17 Jul 2026

Fiscal discipline refers to the principle and ongoing political debate around governments and councils constraining public spending, balancing budgets, and managing debt, often framed in New Zealand as a tension between expenditure restraint and funding public services.

Stance breakdown

How the per-edge framings classify across 32 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

50%
44%
Supportive 16 Critical 14 Neutral / explainer 2

Sentiment breakdown

Whole-post emotional valence across 32 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.

41%
16%
44%
Positive 13 Neutral 5 Negative 14

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
    4 posts · 7,068 engagement
    7,068
  • twitter
    11 posts · 2,178 engagement
    2,178
  • youtube
    15 posts · 1,335 engagement
    1,335
  • reddit
    2 posts · 1,325 engagement
    1,325

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.