Topic
Social Media Echo Chambers
11 items
· 4 aliases
· first seen 11 May 2026
A brief, non-committal reply in a political discussion thread reflects skepticism toward constructive dialogue and suggests a culture of confirmation bias and performative engagement on social media.
Volume by source orientation Methodology →
Stacked weekly counts; colour by lean. “n/a” covers government and iwi-Māori sources where lean isn't applicable.
Alias drift
How this topic has been named, week by week. A new alias winning out is usually a framing shift.
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Sample framings
Up to 12 framings spread across orientations.
Each framing is a short phrase the topic extractor generated to characterise the piece's stance —
not a quote from the source. Click through to read the original.
No framings recorded for this topic yet.
How the public reacted
Social-media signal on the same topic, drawn from
the social lens. Engagement is
likes + 2×shares + 3×replies, the same weighting used
across the digest cards.
View on /social →
10 social posts
·
410 engagement
Stance — 10 classified edges
Critical
6
Neutral / explainer
2
Mocking
2
Sentiment — 10 classified posts
Neutral
1
Negative
9
Most-engaged posts on this topic
-
reddit
· u/funkymonkeee2
· sentiment: negative
· ♥ 19
· ↻ 0
· 💬 122
· 385 engagement
28 May
-
reddit
· u/ChinaCatProphet
· sentiment: negative
· ♥ 14
· ↻ 0
· 💬 1
· 17 engagement
13 May
-
youtube
· @UCdOHkanswrNjZG_HPZqmaOA
· sentiment: negative
· ♥ 5
· ↻ 0
· 💬 0
· 5 engagement
2 May
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