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jennmcallister - K-Pop Idol Stories: Road to Debut stream analytics - Jul 16, 2026

FULL STREAM INTELLIGENCE · K-Pop Idol Stories: Road to Debut

Jul 16, 2026 · VOD 2821694710

Chat mood & viewers

27,666 MSGS
Positive
804
2.9% of msgs
Negative
60
0.2% of msgs
Neutral
26,802
96.9% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

804 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

159 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

159 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 02:00EMOTES×4.2clip suggested Watch VOD

    23 emote msgs — ×4.2 the average

    • yawnnway: STAN LOONAAAAAAAA
    • jennylcoholic: MAWMAW BOUT TO TAKE OVER AYE
  2. 03:00INFLUX×6clip suggested Watch VOD

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

    • 3lbourn: Jenn Jpop
    • giselethequeennn: I LOVE K-POP I LOVE K-POP I LOVE K-POP I LOVE K-POP I LOVE K-POP I LOVE K-POP I
  3. 04:00INFLUX×5.5clip suggested Watch VOD

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

    • lemonadeicetea: ahhh so exited for this stream :)
    • LemonA_ID: JENN WAS ACTUALLY A K-POP DEMON HUNTER THE WHOLE TIME💔
  4. 05:00INFLUX×5.6clip suggested Watch VOD

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

    • ningselle4ever: DONT YOU EVEN SAY KATSEYE THEY ARE NOT KPOP
    • r_obiin: thank you for being such a great streamer and person.. i will find myself watchi
  5. 06:00INFLUX×7.2clip suggested Watch VOD

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

    • sydneybean0220: sydneybean0220 subscribed with Prime. They've subscribed for 19 months!
    • leonkennedy3rdleg: HAPPY JENN THURSDAY

Keyword tracker

TOP 14
  • luna1,291
  • this781
  • jenn748
  • that638
  • girl615
  • kpop591
  • like446
  • what418
  • stan400
  • just398
  • they387
  • hana349
  • need330
  • have307

Bot radar

2 FLAGGED
SuspectMsgsScoreConfSignals
nightbot1421.00knownknown bot account
uncoverlaura60.45mediumrepeated one message ×4 (67% of output)

Emote pulse

TOP 8
  • mcallisterCANCELED764
  • mcallisterSPIN530
  • mcallisterGINGERSPIN446
  • mcallisterZOOM286
  • mcallisterCLOWN252
  • mcallisterEMOJI224
  • mcallisterYASSIFIED168
  • mcallisterCOOL166

Evidence tape

6 MSGS
  • 00:00ariapouOPENER

    omg

  • 01:00mangomyahhWALL

    mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED

  • 04:00JulesIsKoollWALL

    mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM

  • 05:00SquirrtmasterPING

    @jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI

  • 05:00THE_DEVIL_MADE_JENN_DO_ITWALL

    MAWMAWWWWWWWWWWWWW mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallister

  • 06:00sydneybean0220PEAK

    sydneybean0220 subscribed with Prime. They've subscribed for 19 months!

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
0
mood swings
Bots
2
suspects flagged
MSGS 27,666CHATTERS 1858POS 804NEG 60TOP KEYWORD “LUNA” ×1291GINI 0.75BOTS 2PEAK ×7.2 @ 6m

jennmcallister stream analytics summary

jennmcallister's K-Pop Idol Stories: Road to Debut stream "building my own kpop group to take over the music industry...... !kpop #sponsored" on Jul 16, 2026 generated 27,666 messages from 1,858 unique chatters (174 msgs/min average, peaking at 528/min). Sentiment ran 804 positive vs 60 negative, and the top keyword was "luna" (×1291). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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