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snapshot from our database · live mode pulls fresh telemetry off the chat gatewayDatabase snapshotLive mode →
LIVE
Kick ENGAGEMENT AUDIT
Is sampef2 inflated?
Just Chattingsampled
Live engagement statistics
- Viewers
- 1,086
- last sample
- Followers
- —
- live · kick api
- Chatters
- 91
- active · 235 unique
- Engagement
LIVE_FEED.kick
STREAM + CHATLIVE_CHAT
STREAM_TIMELINE.kick
LIVEloading session data…
PREVIOUS_STREAMS.kick
LOADING…loading session history…
VERDICT.txt
INFLATEDEngagement consistent with inflated viewer counts.
Session-average engagement of 8.3% (mean of 169 samples) on 1,086 concurrent viewers is far below what we'd expect from a real audience and consistent with inflated viewer counts. The deficit holds across the session's samples, not just one reading.
Methodology: how we measure engagement.
LIVE_FEED.sock
POLLINGLive ticker — sampled every 30s
last update 12s ago
Viewers
1,086
Active
91
Engagement
8.4%
1 sample captured
What to do next
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