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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

Inflation Tax Burden

100 posts · 16,226 engagement · first seen 26 Jul 2020 · last seen 12 Oct 2026

The debate over whether New Zealand's income tax thresholds should be adjusted to keep pace with inflation, and the resulting increased tax burden on households when bracket creep pushes earnings into higher tax bands without real income gains.

Stance breakdown

How the per-edge framings classify across 63 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

25%
63%
11%
Supportive 16 Critical 40 Neutral / explainer 7

Sentiment breakdown

Whole-post emotional valence across 63 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.

19%
14%
67%
Positive 12 Neutral 9 Negative 42

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
    16 posts · 8,291 engagement
    8,291
  • youtube
    28 posts · 1,533 engagement
    1,533
  • twitter
    13 posts · 838 engagement
    838
  • reddit
    6 posts · 696 engagement
    696

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.