Topic · social
National Infrastructure Pipeline
6 posts
· 5,480 engagement
· first seen 19 Apr 2026
· last seen 16 Jun 2026
The Infrastructure Commission is urging the New Zealand government to make all infrastructure business cases, budget submissions, and project advice publicly available to improve transparency, accountability, and value for money.
Stance breakdown
How the per-edge framings classify across 6 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Sentiment breakdown
Whole-post emotional valence across 6 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.
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.
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facebook
2 posts
· 3,706 engagement
3,706
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twitter
4 posts
· 1,774 engagement
1,774
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.
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facebook
· nznats
· sentiment: negative
· ♥ 1181
· ↻ 95
· 💬 699
· 3,468 engagement
4 Jun
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twitter
· @chrisluxonmp
· sentiment: positive
· ♥ 127
· ↻ 19
· 💬 188
· 729 engagement
24 May
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twitter
· @nznationalparty
· sentiment: positive
· ♥ 71
· ↻ 19
· 💬 168
· 613 engagement
14 May
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twitter
· @nznationalparty
· sentiment: positive
· ♥ 49
· ↻ 8
· 💬 108
· 389 engagement
19 Apr
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facebook
· nicolawillismp
· sentiment: positive
· ♥ 88
· ↻ 6
· 💬 46
· 238 engagement
6 Jun
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twitter
· @actparty
· sentiment: positive
· ♥ 10
· ↻ 3
· 💬 9
· 43 engagement
16 Jun