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Bonnie — Streamer University stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 17, 2026 · VOD 2822391848

Chat mood & viewers

158,810 MSGS
Positive
14,873
9.4% of msgs
Negative
969
0.6% of msgs
Neutral
142,968
90.0% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

14,873 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 1964:000.56→0.05Δ-0.51
  • 2054:000.34→-0.17Δ-0.51
  • 636:000.53→0.04Δ-0.49
  • 2206:000.43→-0.05Δ-0.48
  • 635:000.06→0.53Δ+0.47
  • 2060:000.03→0.50Δ+0.47

Mood regime · per minute

2541 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

2541 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 33:00EMOTES×10.4clip suggested Watch VOD

    41 emote msgs — ×10.4 the average

    • GYNECHIATRIST: not like you’re about to kill someone sob
    • todesengel_44: photogenic people thinking they not photogenic
  2. 146:00EMOTES×14.2clip suggested Watch VOD

    56 emote msgs — ×14.2 the average

    • 314_dark: WW GMA WW therapy
    • jp_breezy: WW venting
  3. 489:00EMOTES×10.4clip suggested Watch VOD

    41 emote msgs — ×10.4 the average

    • cluckwuck: Emotional
    • StreamElements: 4x Clap combo
  4. 501:00EMOTES×11.4clip suggested Watch VOD

    45 emote msgs — ×11.4 the average

    • FRlCTI0N: is he gloving
    • hypersc0pe_: yeah sounds right
  5. 504:00EMOTES×12.7clip suggested Watch VOD

    50 emote msgs — ×12.7 the average

    • 314_dark: ono 42 is up
    • joejumbo6969: is that rdm?

Keyword tracker

TOP 14
  • bonnie4,532
  • that2,856
  • raph2,798
  • dans2,569
  • this2,412
  • just1,900
  • good1,697
  • they1,644
  • lmao1,634
  • oooo1,594
  • what1,530
  • agahi1,511
  • like1,431
  • chat1,266

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot1,3511.00knownknown bot account
streamelements6301.00knownknown bot account
timboslice7102,2170.55medium268 messages fired <2s apart · 8.7 msgs/min sustained
lightningphoenix102480.55medium16 messages fired <2s apart · 6.1 msgs/min sustained
jenyaftw180.55medium15 messages fired <2s apart · 9.7 msgs/min sustained
studiolowkey170.45mediumrepeated one message ×9 (53% of output)
reem321160.45mediumrepeated one message ×9 (56% of output)
ray_2509130.45mediumrepeated one message ×8 (62% of output)
soccerdude07110.45mediumrepeated one message ×7 (64% of output)
ghoststwitchhaha100.45mediumrepeated one message ×5 (50% of output)
erickmercs90.45mediumrepeated one message ×5 (56% of output)
itssimplypaco80.45mediumrepeated one message ×5 (63% of output)
abcdwfghigk80.45mediumrepeated one message ×6 (75% of output)
cultureslush70.45mediumrepeated one message ×5 (71% of output)
cptmorgan13270.45mediumrepeated one message ×4 (57% of output)

Emote pulse

TOP 8
  • LUL1,982
  • omePfft1,807
  • bnrL859
  • bnrDance716
  • bnrOm716
  • bnrWIGGLE580
  • bnrCheering579
  • bnrO7570

Evidence tape

6 MSGS
  • 00:0077madman_OPENER

    Muted

  • 00:00FossabotPING

    Road to 100k! Subscribe: www.youtube.com/@BonniesClips 🐰

  • 01:00FossabotPING

    www.youtube.com/@BonniesClips 🐰 www.youtube.com/@bonnierabbitLIVE 🐰 www.youtube.com/@BonnieTwitchVod

  • 01:00FossabotPING

    www.youtube.com/@BonniesClips 🐰 www.youtube.com/@bonnierabbitLIVE 🐰 www.youtube.com/@BonnieTwitchVod

  • 03:00FossabotPING

    Howdy Instagram: instagram.com/bonnierabbit Twitter: twitter.com/bonniewords Discord: discord.gg/bonnierabbit Reddit: re

  • 05:00notxrj_PING

    Are u part of the PD now? @bonnie

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
6
mood swings
Bots
15
suspects flagged
MSGS 158,810CHATTERS 6762POS 14,873NEG 969TOP KEYWORD “BONNIE” ×4532GINI 0.873BOTS 15PEAK ×18.8 @ 2140m

Bonnie stream analytics summary

Bonnie's Streamer University stream "STREAMER UNIVERSITY DAY 3!!! ⭐️ BEST STUDENT POV ⭐️" on Jul 17, 2026 generated 158,810 messages from 6,762 unique chatters (62.5 msgs/min average, peaking at 437/min). Sentiment ran 14,873 positive vs 969 negative, and the top keyword was "bonnie" (×4532). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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