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Fanum — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2822704877

Chat mood & viewers

104,819 MSGS
Positive
7,868
7.5% of msgs
Negative
1,020
1.0% of msgs
Neutral
95,931
91.5% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

7,868 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 287:00-0.24→0.04Δ+0.28
  • 28:000.05→0.30Δ+0.25

Mood regime · per minute

363 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

363 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 01:00EMOTES×5.6clip suggested Watch VOD

    177 emote msgs — ×5.6 the average

    • smokepskiii: fanumTROUPE1 fanumTROUPE1 fanumTROUPE1 fanumTROUPE1
    • johnnyy_boy_: fanumFORMULA fanumFORMULA fanumFORMULA fanumFORMULA fanumFORMULA fanumFORMULA fa
  2. 02:00EMOTES×6.3clip suggested Watch VOD

    199 emote msgs — ×6.3 the average

    • xavier_god10: SMOrc SMOrc SMOrc SMOrc
    • maleah123456789: yooooiiiiiiiiiii
  3. 10:00EMOTES×5.8clip suggested Watch VOD

    185 emote msgs — ×5.8 the average

    • demoney2525: fanumSUPD2 fanumSUPD2 fanumSUPD2 fanumSUPD2
    • mandorian_217: fanum hurry
  4. 19:00EMOTES×5.9clip suggested Watch VOD

    186 emote msgs — ×5.9 the average

    • mashmellow_exe: PansexualPride little3695LTPacifier little3695LTPacifier little3695LTPacifier li
    • lildarkskinqueen02: fanumFORMULA fanumFORMULA fanumFORMULA
  5. 22:00EMOTES×7.2clip suggested Watch VOD

    229 emote msgs — ×7.2 the average

    • Luffics: GANGINTHISBITCH
    • sheama1111: THIS MY SHIIIITTTTT

Keyword tracker

TOP 14
  • khan4,185
  • free3,611
  • asadi3,588
  • fanum2,212
  • they2,039
  • arky1,444
  • rakai1,392
  • that1,385
  • kanel1,287
  • office1,252
  • lacy1,207
  • wendy960
  • what946
  • this935

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
nightbot8171.00knownknown bot account
fossabot3191.00knownknown bot account
cettytv821.00highrepeated one message ×42 (51% of output) · 79 messages fired <2s apart · 82 msgs/min sustained
streamelements781.00knownknown bot account
frxztythesnowman191.00highrepeated one message ×10 (53% of output) · 7 messages fired <2s apart · 19 msgs/min sustained
m0ns31111141.00highrepeated one message ×7 (50% of output) · 6 messages fired <2s apart · 10.9 msgs/min sustained
dolphsean430.75highrepeated one message ×23 (53% of output) · 7 messages fired <2s apart
ddawg220.75highrepeated one message ×17 (77% of output) · 18 messages fired <2s apart
vino_krd80.75highrepeated one message ×4 (50% of output) · 3 messages fired <2s apart
muvaearf50.75highrepeated one message ×5 (100% of output) · 3 messages fired <2s apart
tyson_1111111111120.70highrepeated one message ×6 (50% of output) · 12 msgs/min sustained
officialdan69650.55medium5 messages fired <2s apart · 9.8 msgs/min sustained
lockssoldsep610.55medium53 messages fired <2s apart · 8.6 msgs/min sustained
yo_juni0r540.55medium9 messages fired <2s apart · 6.2 msgs/min sustained
bakedkyle420540.55medium3 messages fired <2s apart · 7.2 msgs/min sustained

Emote pulse

TOP 8
  • fanumTROUPE121,245
  • fanumFORMULA19,915
  • fanumAni7,557
  • fanumTROUPEani16,226
  • fanumHEAVY4,326
  • fanumWSTREAM4,312
  • fanumWHITEFLEET4,226
  • StreamerU20264,013

Evidence tape

6 MSGS
  • 00:00nauticasharonnOPENER

    yesssss

  • 01:00royaltyalmightyPING

    @fanum sadababyFIREBALL

  • 02:00royaltyalmightyPING

    slimjxTHEBXND @fanum slimjxTHEBXND

  • 02:00royaltyalmightyPING

    @fanum slimjxTHEBXND Let's Go slimjxTHEBXND

  • 02:00royaltyalmightyPING

    @fanum slimjxTHEBXND Blessed MVP slimjxTHEBXND

  • 02:00royaltyalmightyPING

    @fanum slimjxTHEBXND fanumTROUPE1 fanumFORMULA fanumTROUPE1 slimjxTHEBXND

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
2
mood swings
Bots
15
suspects flagged
MSGS 104,819CHATTERS 18722POS 7,868NEG 1,020TOP KEYWORD “KHAN” ×4185GINI 0.671BOTS 15PEAK ×13.7 @ 360m

Fanum stream analytics summary

Fanum's Streamer University stream "DAY 3 🔴🟡STREAMER UNIVERSITY🔴🟡CAMPUS SAFETY🔴🟡 !discord !socials" on Jul 18, 2026 generated 104,819 messages from 18,722 unique chatters (288.8 msgs/min average, peaking at 714/min). Sentiment ran 7,868 positive vs 1,020 negative, and the top keyword was "khan" (×4185). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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