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DDG - IRL stream analytics - Aug 04, 2026

FULL STREAM INTELLIGENCE · IRL

Aug 04, 2026 · VOD 2837380720

Chat mood & viewers

42,676 MSGS
Positive
4,439
10.4% of msgs
Negative
466
1.1% of msgs
Neutral
37,771
88.5% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

4,439 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 150:000.26→-0.12Δ-0.38
  • 134:000.06→0.38Δ+0.32
  • 216:000.29→-0.03Δ-0.32

Mood regime · per minute

269 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

269 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 00:00EMOTES×6clip suggested Watch VOD

    29 emote msgs — ×6 the average

    • Fossabot: JOIN DDG’s DISCORD 🐮 https://discord.gg/ddgworld
    • StreamElements: DDG is now live! Streaming IRL: CAPAHOLICS CABIN TRIP 🪵 TACO TUESDAY 🌮 THE END
  2. 01:00EMOTES×14.7clip suggested Watch VOD

    71 emote msgs — ×14.7 the average

    • marnisky5: WASSUP 5 & 5
    • wubbington_17: granberrryyyyyy
  3. 05:00INFLUX×5.5clip suggested Watch VOD

    76 first-time chatters in one minute (raid-like influx)

    • xMommaSubsUpx: WE DONT CARE ABOUT LIN ASSSS
    • gr3atclipz: OUR NEW CAMERAMAN MOGS. WE HANDSOME ALL AROUND
  4. 10:00INFLUX×4.4clip suggested Watch VOD

    62 first-time chatters in one minute (raid-like influx)

    • whatcanizay: These Deshae girls?
    • ODlove06: that look like somebody
  5. 16:00INFLUX×5.8clip suggested Watch VOD

    81 first-time chatters in one minute (raid-like influx)

    • joemack9916: BAD KID MOO
    • datgirlriyaa: what made his ass get up there

Keyword tracker

TOP 14
  • that1,305
  • yall658
  • this652
  • just652
  • they649
  • what584
  • lmao556
  • like531
  • good507
  • nigga418
  • meat391
  • deshae385
  • with367
  • need358

Bot radar

9 FLAGGED
SuspectMsgsScoreConfSignals
fossabot731.00knownknown bot account
streamelements11.00knownknown bot account
cooki3ss170.75highrepeated one message ×12 (71% of output) · 8 messages fired <2s apart
oppsitn110.45mediumrepeated one message ×6 (55% of output)
braylen_8790.45mediumrepeated one message ×9 (100% of output)
zayjustchillin80.45mediumrepeated one message ×5 (63% of output)
kellvum70.45mediumrepeated one message ×5 (71% of output)
prettypeach9270.45mediumrepeated one message ×5 (71% of output)
bigstrikerking60.45mediumrepeated one message ×4 (67% of output)

Emote pulse

TOP 8
  • ddgemoteFineshyt2,170
  • ddgemoteYoungmoo958
  • ddgemoteSquadgreen898
  • ddgemoteSquadred730
  • LUL518
  • ddgemoteBtc234
  • ddgemoteStareddg202
  • ddgemoteALBUMC186

Evidence tape

6 MSGS
  • 00:00viccmilliOPENER

    !discord

  • 01:00G2GMasiWALL

    ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadred ddgemoteSquadred ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadg

  • 01:00larapotter1WALL

    ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemo

  • 01:00G2GMasiWALL

    ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemo

  • 01:00casierx57WALL

    GoatEmotey ddgemoteSquadred GoatEmotey ddgemoteSquadred GoatEmotey GoatEmotey ddgemoteSquadred GoatEmotey ddgemoteSquadr

  • 02:00Boiwonder35PING

    you got one hour nigga Kai stream soon @ddg

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
3
mood swings
Bots
9
suspects flagged
MSGS 42,676CHATTERS 3749POS 4,439NEG 466TOP KEYWORD “THAT” ×1305GINI 0.749BOTS 9PEAK ×22 @ 154m

DDG stream analytics summary

DDG's IRL stream "CAPAHOLICS CABIN TRIP 🪵 TACO TUESDAY 🌮 THE END OF OUR GROUP" on Aug 04, 2026 generated 42,676 messages from 3,749 unique chatters (158.6 msgs/min average, peaking at 572/min). Sentiment ran 4,439 positive vs 466 negative, and the top keyword was "that" (×1305). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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