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Cohort-normalised against 328 education channels.
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What goes into the 23.6
log(subscribers), 95th-cap
avg views/post · reaction velocity
24h + 7d net change vs cohort
Verified · safety flags clear
category match strict
Channel activity.
Similar channels.
Why these? — same category, neighbouring score band, 7d delta within ±5pp.