Topic · social
Asset Management In Water Systems
3 posts
· 274 engagement
· first seen 22 Apr 2026
· last seen 18 Jun 2026
A post highlighting the $49 billion needed over ten years to fix New Zealand's water infrastructure, emphasizing under-investment, lack of transparency, and the need for better cost awareness and asset management.
Stance breakdown
How the per-edge framings classify across 3 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 3 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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reddit
1 post
· 230 engagement
230
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youtube
2 posts
· 44 engagement
44
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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reddit
· u/StuffThings1977
· sentiment: negative
· ♥ 83
· ↻ 0
· 💬 49
· 230 engagement
22 Apr
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youtube
· @UCqruebSIutnYo92dIn6VgvA
· reply
· sentiment: positive
· ♥ 42
· ↻ 0
· 💬 0
· 42 engagement
16 Jun
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youtube
· @UC-BfEiDgJwWF1O8RkqXi1Bw
· reply
· sentiment: negative
· ♥ 2
· ↻ 0
· 💬 0
· 2 engagement
18 Jun