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Adapt - Streamer University stream analytics - Jul 17, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 17, 2026 · VOD 2822190535

Chat mood & viewers

29,588 MSGS
Positive
4,358
14.7% of msgs
Negative
600
2.0% of msgs
Neutral
24,630
83.2% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

4,358 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 100:000.20→-0.28Δ-0.48
  • 39:00-0.05→0.25Δ+0.30
  • 204:000.05→0.35Δ+0.30
  • 116:00-0.13→0.14Δ+0.27
  • 156:000.24→-0.03Δ-0.27
  • 191:000.36→0.09Δ-0.27

Mood regime · per minute

220 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

220 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 01:00SPIKE×4.5clip suggested Watch VOD

    600 msgs — ×4.5 the stream average

    • shoostrings: DAD IS BACK
    • lyssnco_: DADDYYYYYYYYY
  2. 01:00EMOTES×4.3clip suggested Watch VOD

    27 emote msgs — ×4.3 the average

    • shoostrings: DAD IS BACK
    • lyssnco_: DADDYYYYYYYYY
  3. 02:00EMOTES×3.8clip suggested Watch VOD

    24 emote msgs — ×3.8 the average

    • nutonpercs: daddddyyy
    • maddithebaddie5614: DADDYYYŸY
  4. 03:00EMOTES×5.7clip suggested Watch VOD

    36 emote msgs — ×5.7 the average

    • fuxkissac333: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
    • yourboymatt21: stream longer pls
  5. 03:00INFLUX×4.1clip suggested Watch VOD

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

    • fuxkissac333: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
    • yourboymatt21: stream longer pls

Keyword tracker

TOP 14
  • adapt1,664
  • class1,296
  • daddy598
  • stream476
  • this451
  • good450
  • subscribed445
  • jason444
  • professor396
  • tier396
  • that373
  • with346
  • love316
  • what311

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot1071.00knownknown bot account
streamelements481.00knownknown bot account
breenastwitvhciper150.55medium4 messages fired <2s apart · 12.3 msgs/min sustained
maddikid130.55medium3 messages fired <2s apart · 8.7 msgs/min sustained
alannah_rich14120.55medium10 messages fired <2s apart · 8.3 msgs/min sustained
krayjack23160.45mediumrepeated one message ×8 (50% of output)
vonsoloh140.45mediumrepeated one message ×7 (50% of output)
nateplay_22130.45mediumrepeated one message ×12 (92% of output)
24sparky24100.45mediumrepeated one message ×5 (50% of output)
vasudoung100.45mediumrepeated one message ×5 (50% of output)
kendragalthegoat67100.45mediumrepeated one message ×5 (50% of output)
axstrooo90.45mediumrepeated one message ×6 (67% of output)
balooka214280.45mediumrepeated one message ×4 (50% of output)
cy3dx70.45mediumrepeated one message ×4 (57% of output)
swayenator60.45mediumrepeated one message ×4 (67% of output)

Emote pulse

TOP 8
  • StreamerU20261,332
  • adapt2Flock286
  • LUL228
  • GoalHype206
  • adapt2Flock2128
  • adapt2999110
  • adapt2Sad106
  • TwitchConHYPE99

Evidence tape

6 MSGS
  • 00:00PotatBotatOPENER

    ͏🚀@Adapt went live!

  • 01:00shoostringsPEAK

    DAD IS BACK

  • 01:00lyssnco_PEAK

    DADDYYYYYYYYY

  • 01:00kirbykim67PEAK

    DADDY CEOOOO

  • 01:00ChaseAECHSPEAK

    STREAMER UNIVERSITY

  • 01:00Fortnitgod43164PEAK

    YOOOOOOI PAPA ADAPT

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
6
mood swings
Bots
15
suspects flagged
MSGS 29,588CHATTERS 5339POS 4,358NEG 600TOP KEYWORD “ADAPT” ×1664GINI 0.674BOTS 15PEAK ×6.2 @ 219m

Adapt stream analytics summary

Adapt's Streamer University stream "🔴 STREAMER UNIVERSITY DAY 2 🔴 PROFESSOR ADAPT 🔴 ELECTRIC CONTENT 🔴" on Jul 17, 2026 generated 29,588 messages from 5,339 unique chatters (134.5 msgs/min average, peaking at 600/min). Sentiment ran 4,358 positive vs 600 negative, and the top keyword was "adapt" (×1664). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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