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HappyHappyGal — Fortnite stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Fortnite

Jul 17, 2026 · VOD 2822461753

Chat mood & viewers

22,824 MSGS
Positive
1,616
7.1% of msgs
Negative
76
0.3% of msgs
Neutral
21,132
92.6% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,616 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 214:000.05→0.35Δ+0.30
  • 209:000.23→-0.04Δ-0.27
  • 251:000.28→0.03Δ-0.25

Mood regime · per minute

282 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

282 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 01:00EMOTES×19clip suggested Watch VOD

    313 emote msgs — ×19 the average

    • lameboregini: pump it louderrrr
    • chell_mata17: happyh57DobbyDancee happyh57DobbyDancee happyh57DobbyDancee happyh57DobbyDancee
  2. 02:00EMOTES×18.1clip suggested Watch VOD

    297 emote msgs — ×18.1 the average

    • katline22: DinoDance DinoDance DinoDance DinoDance DinoDance DinoDance DinoDance DinoDance
    • dulcecristal__: happyh57PainGwen happyh57PainGwen happyh57PainGwen happyh57PainGwen happyh57Pain
  3. 03:00EMOTES×13.4clip suggested Watch VOD

    221 emote msgs — ×13.4 the average

    • tfbforever: happyh57BirdIsTheWord happyh57BirdIsTheWord happyh57BirdIsTheWord happyh57BirdIs
    • benjifn9: TwitchConHYPE TwitchConHYPE
  4. 267:00INFLUX×7.3clip suggested Watch VOD

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

    • MissNova999: pretty pretty please?
    • jviper_on_twitch: is it good Sandy?
  5. 268:00INFLUX×13clip suggested Watch VOD

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

    • mallorymakay: sandyv2Dancing sandyv2Dancing sandyv2Dancing
    • SprintVsMetro: let goooo

Keyword tracker

TOP 14
  • have1,491
  • happy1,371
  • sprite861
  • vini797
  • that668
  • with640
  • streak507
  • love458
  • watch443
  • subscribed432
  • streams417
  • watched406
  • just404
  • consecutive399

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
streamelements3031.00knownknown bot account
nightbot11.00knownknown bot account
pumatwo740.55medium20 messages fired <2s apart · 14.8 msgs/min sustained
tinytevin380.55medium4 messages fired <2s apart · 6.9 msgs/min sustained
brochill51170.55medium3 messages fired <2s apart · 6.4 msgs/min sustained
chillllgeyyyy120.45mediumrepeated one message ×7 (58% of output)
striker2047120.45mediumrepeated one message ×6 (50% of output)
lillybrown32100.45mediumrepeated one message ×6 (60% of output)
kratos506070190.45mediumrepeated one message ×5 (56% of output)
louburrmama90.45mediumrepeated one message ×5 (56% of output)
newfiecupofteaby80.45mediumrepeated one message ×4 (50% of output)
chrishegoat80.45mediumrepeated one message ×6 (75% of output)
radevr54680.45mediumrepeated one message ×5 (63% of output)
quincy_580.45mediumrepeated one message ×6 (75% of output)
superman444196370.45mediumrepeated one message ×6 (86% of output)

Emote pulse

TOP 8
  • happyh57CURVEY875
  • happyh57Deaddance783
  • DinoDance664
  • happyh57BirdIsTheWord656
  • happyh57WalkingSideToSide624
  • happyh57Happyyy515
  • happyh57DUCK491
  • happyh57MinionRizz462

Evidence tape

6 MSGS
  • 00:00marisoulplaysOPENER

    HUH HUH AHHHH

  • 01:00yuki_qt_PING

    @happyhappygal I have the vini sprite

  • 02:00xdragonnerdxWALL

    happyh57RodentKiss happyh57RodentKiss happyh57RodentKiss happyh57RodentKiss happyh57RodentKiss happyh57RodentKiss happyh

  • 03:00mayhem_kiWALL

    happyh57DobbyDance happyh57DobbyDance happyh57DobbyDance happyh57DobbyDance happyh57DobbyDance happyh57DobbyDance happyh

  • 03:00girlgamer_0102WALL

    happyh57Crunkin happyh57Crunkin happyh57Crunkin happyh57Crunkin happyh57Crunkin happyh57Crunkin happyh57Crunkin happyh57

  • 05:00kobbi625PING

    @HappyHappyGal I HAVE VINI SPRITE

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
3
mood swings
Bots
15
suspects flagged
MSGS 22,824CHATTERS 4710POS 1,616NEG 76TOP KEYWORD “HAVE” ×1491GINI 0.619BOTS 15PEAK ×19 @ 1m

HappyHappyGal stream analytics summary

HappyHappyGal's Fortnite stream "NEED TO FIND VINI SPRITE! Strangers!" on Jul 17, 2026 generated 22,824 messages from 4,710 unique chatters (80.9 msgs/min average, peaking at 653/min). Sentiment ran 1,616 positive vs 76 negative, and the top keyword was "have" (×1491). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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