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Valkyrae — Just Chatting stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 17, 2026 · VOD 2822196713

Chat mood & viewers

72,804 MSGS
Positive
9,073
12.5% of msgs
Negative
725
1.0% of msgs
Neutral
63,006
86.5% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

9,073 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 195:00-0.12→0.21Δ+0.33
  • 586:00-0.02→0.30Δ+0.32
  • 373:000.00→0.31Δ+0.31
  • 73:000.07→-0.21Δ-0.28
  • 160:000.30→0.03Δ-0.27
  • 196:000.21→-0.06Δ-0.27

Mood regime · per minute

670 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

670 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 03:00INFLUX×5.1clip suggested Watch VOD

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

    • manlikemike_7: what time is your class?
    • itssophiexox: @dl2879 read the title
  2. 04:00INFLUX×6.8clip suggested Watch VOD

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

    • doughboy523: good morning
    • WillTheThrill702: Did they wake you up last night with how loud they were??
  3. 05:00INFLUX×5.4clip suggested Watch VOD

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

    • theneweara: Did you sleep well professor?? <3 <3 <3 <3
    • roraicious: im getting ready w u
  4. 08:00INFLUX×5.4clip suggested Watch VOD

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

    • opdizzzy: HE FOUGHT THE DEAN AND GOT THROWN IN THE POOL
    • bikeyfialla: who is a good pick for the streamer awards
  5. 21:00INFLUX×8.5clip suggested Watch VOD

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

    • itscraigo7: love it slayyy
    • brine_music: Lud says hes gonna awtch you too

Keyword tracker

TOP 14
  • cinna1,554
  • good1,318
  • that1,262
  • emily1,224
  • this1,155
  • lmao1,026
  • class1,000
  • just886
  • what781
  • like734
  • your670
  • they659
  • with649
  • have585

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot3511.00knownknown bot account
camahof340.55medium30 messages fired <2s apart · 9.1 msgs/min sustained
bigfootshrimp110.55medium10 messages fired <2s apart · 11 msgs/min sustained
ntfernando290.45mediumrepeated one message ×15 (52% of output)
ghostmm750180.45mediumrepeated one message ×15 (83% of output)
ray_2509140.45mediumrepeated one message ×8 (57% of output)
karyup140.45mediumrepeated one message ×7 (50% of output)
laina_isccol110.45mediumrepeated one message ×6 (55% of output)
gabriellive238110.45mediumrepeated one message ×7 (64% of output)
gold__blade100.45mediumrepeated one message ×5 (50% of output)
lolopuffy80.45mediumrepeated one message ×4 (50% of output)
umaycallmepapi80.45mediumrepeated one message ×4 (50% of output)
i0nata_70.45mediumrepeated one message ×6 (86% of output)
letsplay242470.45mediumrepeated one message ×4 (57% of output)
muyver70.45mediumrepeated one message ×4 (57% of output)

Emote pulse

TOP 8
  • LUL2,576
  • raeHi1,025
  • raeMhm850
  • raeKek584
  • raeWoo566
  • raeHUG532
  • raeNote418
  • raeHehe392

Evidence tape

6 MSGS
  • 00:00FossabotOPENER

    Valkyrae just went live! They're playing Just Chatting! MUGA

  • 02:00moana_nalaPING

    I LOVED YOUR CLASS RAE! IT WAS SO GOOD! @valkyrae

  • 02:00woke_drewPING

    @Valkyrae yesterdays music muted part of the VOD anyway ol

  • 04:00oshey86PING

    @Valkyrae didnt all the noise outside your room wake you up last night lol

  • 04:00fox_da_roninWALL

    sixxis1HamKiss sixxis1HamKiss sixxis1HamKiss sixxis1HamKiss sixxis1HamKiss sixxis1HamKiss sixxis1HamKiss sixxis1HamKiss

  • 06:00fox_da_roninWALL

    sixxis1BabyhamRain sixxis1BabyhamRain sixxis1BabyhamRain sixxis1BabyhamRain sixxis1BabyhamRain sixxis1BabyhamRain sixxis

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
6
mood swings
Bots
15
suspects flagged
MSGS 72,804CHATTERS 6799POS 9,073NEG 725TOP KEYWORD “CINNA” ×1554GINI 0.79BOTS 15PEAK ×8.5 @ 21m

Valkyrae stream analytics summary

Valkyrae's Just Chatting stream "professor rae gets ready for class DAY 2 (not live on yt because tech issues)" on Jul 17, 2026 generated 72,804 messages from 6,799 unique chatters (108.7 msgs/min average, peaking at 545/min). Sentiment ran 9,073 positive vs 725 negative, and the top keyword was "cinna" (×1554). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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