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DDG - IRL stream analytics - Jul 28, 2026

FULL STREAM INTELLIGENCE · IRL

Jul 28, 2026 · VOD 2831449137

Chat mood & viewers

119,612 MSGS
Positive
10,365
8.7% of msgs
Negative
739
0.6% of msgs
Neutral
108,508
90.7% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

10,365 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 165:000.31-0.13Δ-0.44
  • 455:000.060.33Δ+0.27

Mood regime · per minute

457 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

457 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 01:00EMOTES×16.6clip suggested Watch VOD

    155 emote msgs — ×16.6 the average

    • oaklanddre: ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddge
    • yanna_izup: yanna_izup subscribed with Prime. They've subscribed for 13 months, currently on
  2. 04:00INFLUX×8.5clip suggested Watch VOD

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

    • Kiing_jaaay: DREAM DIALL
    • itsmel111: I just ate taco bellll
  3. 07:00INFLUX×6.7clip suggested Watch VOD

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

    • Wokegioo: 🌹🌹🌹🌹🌹
    • fridayy101: LAKEYAHHHH
  4. 08:00INFLUX×7.5clip suggested Watch VOD

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

    • Plumr06: 🍟🍟🍟🍟🍟🍟
    • lado_9: 🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟
  5. 137:00EMOTES×17.4clip suggested Watch VOD

    163 emote msgs — ×17.4 the average

    • ODlove06: 🔥🔥🔥🔥🔥
    • Nolimitt3k: ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance

Keyword tracker

TOP 14
  • that2,515
  • just1,749
  • good1,542
  • this1,362
  • dream1,162
  • they1,135
  • what1,064
  • lmao1,045
  • content1,022
  • like1,007
  • nigga1,003
  • chat991
  • with899
  • lmaooo825

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot4481.00knownknown bot account
yurnboi421.00highrepeated one message ×37 (88% of output) · 38 messages fired <2s apart · 14.8 msgs/min sustained
streamelements31.00knownknown bot account
almightyjay70.75highrepeated one message ×5 (71% of output) · 4 messages fired <2s apart
bronblaze112720.55medium5 messages fired <2s apart · 9.1 msgs/min sustained
yzjt26350.55medium30 messages fired <2s apart · 6.2 msgs/min sustained
iambignatee_340.55medium12 messages fired <2s apart · 24.6 msgs/min sustained
runmybandz330.55medium12 messages fired <2s apart · 31.4 msgs/min sustained
fwm_kalebb160.55medium3 messages fired <2s apart · 7.2 msgs/min sustained
deshaefrost140.55medium13 messages fired <2s apart · 14 msgs/min sustained
kelowgang240.45mediumrepeated one message ×12 (50% of output)
nixogeez333160.45mediumrepeated one message ×9 (56% of output)
wwewi1140.45mediumrepeated one message ×8 (57% of output)
mruiz051096130.45mediumrepeated one message ×8 (62% of output)
cannotwin67110.45mediumrepeated one message ×7 (64% of output)

Emote pulse

TOP 8
  • ddgemoteSquadgreen4,140
  • ddgemoteFineshyt4,008
  • ddgemoteSquadred3,046
  • ddgemoteHalodance2,410
  • LUL1,734
  • ddgemoteCatdaddy1,548
  • ddgemoteSTURDY1,274
  • ddgemoteALBUMC949

Evidence tape

6 MSGS
  • 00:00StreamElementsOPENER

    DDG is now live! Streaming IRL: DDG x DreamDoll Taco Tuesday 🌮 Capaholics Car Wash 🫧 !REACTIONS

  • 00:00kintas02WALL

    ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSqua

  • 03:00shaunda645_PING

    @ddg

  • 03:00fiddyqPING

    Where the nose ring @DDG

  • 09:00fiddyqPING

    Fuk it Cinna us 5 @DDG

  • 10:00shaunda645_PING

    @ddg 👃🏾🫲🏾🍾🔥🔥🔥

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
2
mood swings
Bots
15
suspects flagged
MSGS 119,612CHATTERS 9001POS 10,365NEG 739TOP KEYWORD “THAT” ×2515GINI 0.79BOTS 15PEAK ×27 @ 372m

DDG stream analytics summary

DDG's IRL stream "DDG x DreamDoll Taco Tuesday 🌮 Capaholics Car Wash 🫧 !REACTIONS" on Jul 28, 2026 generated 119,612 messages from 9,001 unique chatters (261.7 msgs/min average, peaking at 759/min). Sentiment ran 10,365 positive vs 739 negative, and the top keyword was "that" (×2515). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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