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snapshot from our database · live mode pulls fresh telemetry off the chat gatewayDatabase snapshotLive mode →
LIVE
Kick ENGAGEMENT AUDIT
Is marcosshelby inflated?
Call of Duty: Black Ops 7sampled
Live engagement statistics
- Viewers
- 116
- last sample
- Followers
- —
- live · kick api
- Chatters
- 16
- active · 80 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 8.7% (mean of 530 samples) on 116 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 21s ago
Viewers
116
Active
16
Engagement
13.8%
1 sample captured
What to do next
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