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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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What stays as-is
  • Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
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Topic · social

Voting Behaviour Patterns

82 posts · 1,292 engagement · first seen 9 Jul 2020 · last seen 17 Jun 2026

Verity Johnson reflects on recent political commentary, particularly focusing on the structure and demographics of Kiwi voter behaviour, highlighting disparities in political engagement and representation.

Stance breakdown

How the per-edge framings classify across 73 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

11%
58%
15%
12%
Supportive 8 Critical 42 Dismissive 3 Neutral / explainer 11 Mocking 9

Sentiment breakdown

Whole-post emotional valence across 73 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%
77%
Positive 16 Neutral 1 Negative 56

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
    1 post · 623 engagement
    623
  • youtube
    71 posts · 408 engagement
    408
  • reddit
    1 post · 222 engagement
    222

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.