Bonnie — Streamer University stream analytics — Jul 20, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 20, 2026 · VOD 2824345575

Chat mood & viewers

34,540 MSGS

Positive

4,278

12.4% of msgs

Negative

138

0.4% of msgs

Neutral

30,124

87.2% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

4,278 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

62:000.40→0.10Δ-0.30
11:000.06→0.35Δ+0.29
78:000.02→0.31Δ+0.29
128:000.30→0.01Δ-0.29
124:000.06→0.34Δ+0.28
04:000.08→0.35Δ+0.27

Mood regime · per minute

177 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

177 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

04:00INFLUX×4.1clip suggested Watch VOD
54 first-time chatters in one minute (raid-like influx)
- hoshboi: THAT SHIT GOOD
- Muhkoo: Bonnie won worst sleep schedule bnrLurk
12:00INFLUX×3.5clip suggested Watch VOD
46 first-time chatters in one minute (raid-like influx)
- 479_hayden: yugi broke his leg
- iwasneverhere11: this good methods
81:00EMOTES×3.5clip suggested Watch VOD
34 emote msgs — ×3.5 the average
- mrglacierrr: still dirty Guillermo
- mylastcurlyfry: bonnie aint got her info
128:00EMOTES×4.1clip suggested Watch VOD
40 emote msgs — ×4.1 the average
- b_roni: bon ever make content or she just follow ppl?
- em_uhhb: I had to go to max to realize arky the one on cam LMAO
172:00EMOTES×5.7clip suggested Watch VOD
56 emote msgs — ×5.7 the average
- MoneyMarc_611: bro is toast
- FeelsSunnyMan: damdam aly

Keyword tracker

TOP 14

stream1,179
bonnie741
gifted642
that587
dans542
tier534
guillermo526
arky504
oooo462
caught439
dankdonk385
with379
chat378
hold356

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	204	1.00	known	known bot account
fossabot	193	1.00	known	known bot account
tysonyk	17	0.55	medium	6 messages fired <2s apart · 17 msgs/min sustained
2gprod8	21	0.45	medium	repeated one message ×11 (52% of output)
noahiskingn1	21	0.45	medium	repeated one message ×11 (52% of output)
zorphon	9	0.45	medium	repeated one message ×5 (56% of output)
nyislive	8	0.45	medium	repeated one message ×5 (63% of output)
inglewood	8	0.45	medium	repeated one message ×4 (50% of output)
nozarashi_01	8	0.45	medium	repeated one message ×4 (50% of output)
chaos302	8	0.45	medium	repeated one message ×4 (50% of output)
zachiemoon	7	0.45	medium	repeated one message ×5 (71% of output)
simigsto	7	0.45	medium	repeated one message ×5 (71% of output)
cats_1111	6	0.45	medium	repeated one message ×4 (67% of output)
neokio	6	0.45	medium	repeated one message ×4 (67% of output)
aabbanat8622	6	0.45	medium	repeated one message ×4 (67% of output)

Emote pulse

TOP 8

bnrL1,468
LUL418
bnrCheering378
omePfft271
bnrO7166
arkyszN165
bnrDance150
bnrRaid120

Evidence tape

6 MSGS

00:00StreamElementsOPENER
Bonnie is now live! Streaming Streamer University: STREAMER UNIVERSITY DAY 5!!! ⭐ ️BEST STUDENT POV ⭐
00:00FossabotPING
Howdy Instagram: instagram.com/bonnierabbit Twitter: twitter.com/bonniewords Discord: discord.gg/bonnierabbit Reddit: re
01:00dom032301PING
LOCK IN AND STAY @bonnie
04:00power_playingPING
where is Cinna @bonnie
04:00crabbywack12WALL
cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cin
05:00tmanrocks999PING
stream the plane ride @bonnie

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump177 min · 378,404 views

Chat rate · per minute

H 694AVG 195.16 PEAKS

burst heat · 0m → 176m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

01137:00 · 482 msgs×2.5
trending: “LOL”
- zappa2001: He still doesn't ssee him
- pancakesturner: floppyjimLUL floppyjimLUL floppyjimLUL
- infinitefiresx: HE DUMB ASF
02165:00 · 453 msgs×2.3
trending: “200”
- jollydjoestar: kai said yes to small ones
- mewv3: heheheheheee
- Vascru: I assume we are missing the flight?
03168:00 · 460 msgs×2.4
trending: “oop”
- scenmoley: WW production LOL
- jollydjoestar: walk forward
- jordan_rehbock: databaseWowie
04170:00 · 405 msgs×2.1
trending: “sob”
- knight_of_lex: Who tf is that guy
- zlStargazing: LOL AHAHA
- jordXsznn: ohSHIT CUDI
05173:00 · 685 msgs×3.5
trending: “STREAM”
- joejumbo6969: WW STREAM bnrL
- joejumbo6969: WW STREAM bnrL
- joejumbo6969: WW STREAM bnrL
06175:00 · 694 msgs×3.6
trending: “bnrL”
- 4_FUDGE_4: WW STREAM
- ggates3001: WW STREAM WW BONNIE
- ggates3001: WW STREAM WW BONNIE

Chat tape · highlights

00:00StreamElementsOPENER
Bonnie is now live! Streaming Streamer University: STREAMER UNIVERSITY DAY 5!!! ⭐ ️BEST STUDENT POV ⭐
00:00FossabotPING
Howdy Instagram: instagram.com/bonnierabbit Twitter: twitter.com/bonniewords Discord: discord.gg/bonnierabbit Reddit: re
01:00dom032301PING
LOCK IN AND STAY @bonnie
04:00power_playingPING
where is Cinna @bonnie
04:00crabbywack12WALL
cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cin
05:00tmanrocks999PING
stream the plane ride @bonnie
06:00xeNVMexPING
xeNVMex watched 80 consecutive streams and sparked a watch streak! Grats @bonnie
54:00nikothehimWALL
bnrCheering bnrCheering bnrCheering bnrCheering bnrCheering bnrCheering bnrLmao bnrLmao bnrLmao bnrLmao bnrLmao bnrLmao

Top chatter

RANK 01

01mano

MSGS
SENT

FIRST SEEN 0:00 · 2.7% OF ALL CHAT

Unique chatters

2,316

1% of viewers

Msgs / chatter

14.9

34,540 msgs total

From subs

42%

14,409 msgs

Bots filtered

397 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS25% OF CHAT

#	Chatter	Badges	Msgs	Share
01	01mano		945	2.7%
02	Djrr13	SUB	753	2.2%
03	joejumbo6969	SUBVIP	741	2.1%
04	Noth1c		715	2.1%
05	Fluukie	SUBVIP	599	1.7%
06	mylastcurlyfry		466	1.3%
07	ChrisTronx	MOD	442	1.3%
08	xela_0101		427	1.2%
09	liketees	SUB	411	1.2%
10	faisal_0206	SUBVIP	392	1.1%
11	ataraxiadedalo		318	0.9%
12	ethanabraham633	SUBVIP	313	0.9%
13	joanisalone	SUB	289	0.8%
14	hypersc0pe_	SUB	285	0.8%
15	jp_breezy	SUBVIP	283	0.8%
16	benjahszn	SUB	265	0.8%
17	David_Aeroponics		263	0.8%
18	ggates3001	MODSUB	258	0.7%
19	314_dark	SUB	252	0.7%
20	BlackCrona		242	0.7%

User types · badge mix

149 BADGES

SUBSCRIBER14,156 · 41%
FOOTBALL-FEST-20263,379 · 10%
SUB-GIFTER2,920 · 8%
VIP2,761 · 8%
TURBO1,854 · 5%
MODERATOR1,833 · 5%
PREMIUM1,740 · 5%
WENT-OUTSIDE1,021 · 3%

New chatters · arrival curve

2316 TOTAL

first-message arrivals · 0m → 176m

264 joined in the first 2 minutes = 11% of all chatters

Returning

785

≥5 msgs sent

One-and-done

871

single message

Most mentioned

1,622 @s

@bonnie341 · 42u
@semixox225 · 19u
@arky138 · 10u
@bonniesclips41 · 3u
@joejumbo696927 · 17u
@noth1c25 · 24u
@kingslayee216 · 13u
@eagle3yez16 · 9u

Top interactors

WHO PINGS MOST

noth1c484
fossabot64
hypersc0pe_55
ggates300152
benjahszn51
fleaburns35
wolfy819034
fluukie28

Chat tape

NOTABLE MSGS

00:00StreamElementsOPENER
Bonnie is now live! Streaming Streamer University: STREAMER UNIVERSITY DAY 5!!! ⭐ ️BEST STUDENT POV ⭐
00:00FossabotPING
Howdy Instagram: instagram.com/bonnierabbit Twitter: twitter.com/bonniewords Discord: discord.gg/bonnierabbit Reddit: re
01:00dom032301PING
LOCK IN AND STAY @bonnie
04:00power_playingPING
where is Cinna @bonnie
04:00crabbywack12WALL
cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cin
05:00tmanrocks999PING
stream the plane ride @bonnie
06:00xeNVMexPING
xeNVMex watched 80 consecutive streams and sparked a watch streak! Grats @bonnie
54:00nikothehimWALL
bnrCheering bnrCheering bnrCheering bnrCheering bnrCheering bnrCheering bnrLmao bnrLmao bnrLmao bnrLmao bnrLmao bnrLmao

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

17%

5,891 msgs

Top 50 chatters

41%

14,119 msgs

Remaining

2266

share 59%

TOP 10 · 17%REST · 2306 CHATTERS · 83%

bnrL ×1468LUL ×418bnrCheering ×378omePfft ×271bnrO7 ×166arkyszN ×165bnrDance ×150bnrRaid ×120bnrOm ×112StreamerU2026 ×100

Emote volume

MSGS W/ EMOTES

Of all messages

5.0%

34,540 msgs scanned

Emote codes

4,722 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

14,982

11,015

6,232

1,961

307

1-56-1516-4041-8081-160160+

Median

7 ch

P90

32 ch

Max

473 ch

Chat DNA

% OF ALL MSGS

Caps rage

12.9%

4,471 msgs

Questions

2.0%

707 msgs

Mentions

3.4%

1,179 @calls

Commands

0.1%

30 !calls

CAPS12.9%
QUESTIONS2.0%
MENTIONS3.4%
COMMANDS0.1%

Top multiplier

#1 EMOTE

bnrL

official emote · per-minute flow

02LUL×418
03bnrCheering×378
04omePfft×271

Emote leaderboard

OFFICIAL7TV-STYLE

bnrL×1,468
LUL×418
bnrCheering×378
omePfft×271
bnrO7×166
arkyszN×165
bnrDance×150
bnrRaid×120
bnrOm×112
StreamerU2026×100
bnrSpin×92
theagencyWHANDS×76
DinoDance×70
cinnaReverse×68
svphroAOLdance×68
sheltonCAKEMAN×64

bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	WW 5	×434	111	15m→174m	VIRAL
02	dans	×359	129	32m→171m	VIRAL
03	CAUGHT	×310	159	11m→170m	VIRAL
04	OOOO	×275	121	0m→168m	VIRAL
05	HOLD	×258	129	14m→176m	VIRAL
06	WW STREAM	×258	128	172m→176m	VIRAL
07	omePfft	×227	65	5m→176m	VIRAL
08	Classic	×221	134	6m→176m	VIRAL
09	agahi	×200	128	0m→173m	VIRAL
10	LOL ͏	×176	52	2m→168m	VIRAL

Keyword cloud

TOP 18 TOKENS

stream₁₁₇₉bonnie₇₄₁gifted₆₄₂that₅₈₇dans₅₄₂tier₅₃₄guillermo₅₂₆arky₅₀₄oooo₄₆₂caught₄₃₉dankdonk₃₈₅with₃₇₉chat₃₇₈hold₃₅₆lmao₃₂₉classic₃₁₃just₃₀₄subs₂₈₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

04:00crabbywack12WALL
cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cin
54:00nikothehimWALL
bnrCheering bnrCheering bnrCheering bnrCheering bnrCheering bnrCheering bnrLmao bnrLmao bnrLmao bnrLmao bnrLmao bnrLmao
56:00the1fieryblazeWALL
I've been going through a tough stretch in my life, just me watching Bonnie's streams these past month or so, especially
75:00FossabotWALL
Howdy Instagram: instagram.com/bonnierabbit Twitter: twitter.com/bonniewords Discord: discord.gg/bonnierabbit Reddit: re
128:00evil_von_WALL
fluffy817Bunnydance coffee627CofiGlowsticks fluffy817Bunnydance coffee627CofiGlowsticks fluffy817Bunnydance coffee627Cof
175:00ggates3001PEAK
WW STREAM WW BONNIE
175:00ggates3001PEAK
WW STREAM WW BONNIE

User colors

TOP 16

Participation inequality

2,316 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

27%

23 users

Top 5%

59%

116 users

Top 10%

74%

232 users

Community split

SHARE OF CHATTERS

CORE

DRIVE-BY

Lorenz curve · cumulative share

USERS → MESSAGES

DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT

User tiers · who carries the chat

4 TIERS

1 msg871USERS871MSGS2.5%
2-4 msgs660USERS1,806MSGS5.2%
5-19 msgs484USERS4,650MSGS13.5%
20+ msgs301USERS27,213MSGS78.8%

301 super-active users (13.0% of chatters) wrote 79% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@bonnie341 · by 42 users
@semixox225 · by 19 users
@arky138 · by 10 users
@bonniesclips41 · by 3 users
@joejumbo696927 · by 17 users
@noth1c25 · by 24 users
@kingslayee216 · by 13 users
@eagle3yez16 · by 9 users
@xano21816 · by 6 users
@fleaburns15 · by 13 users

Top interactors

WHO REACHES OUT

noth1c484 sent
fossabot64 sent
hypersc0pe_55 sent
ggates300152 sent
benjahszn51 sent
fleaburns35 sent
wolfy819034 sent
fluukie28 sent
kostarica1427 sent
ataraxiadedalo26 sent

Badge mix

TOP 8

SUBSCRIBER14156 · 41%
FOOTBALL-FEST-20263379 · 10%
SUB-GIFTER2920 · 8%
VIP2761 · 8%
TURBO1854 · 5%
MODERATOR1833 · 5%
PREMIUM1740 · 5%
WENT-OUTSIDE1021 · 3%

Core community

180

≥3 interactions

Drive-by

815

1 msg · 0 interactions

Mentions

1,622

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	noth1c	→	bonnie	193
02	noth1c	→	semixox	173
03	noth1c	→	arky	111
04	fossabot	→	bonniesclips	32
05	kostarica14	→	bonnie	25
06	ggates3001	→	bonnie	19
07	fleaburns	→	bonnie	14
08	wolfy8190	→	bonnie	13
09	wolfy8190	→	semixox	12
10	fossabot	→	bonnierabbitlive	10
11	fossabot	→	bonnietwitchvod	10
12	benjahszn	→	xano218	10

Chat tape

NOTABLE MESSAGES

00:00StreamElementsOPENER
Bonnie is now live! Streaming Streamer University: STREAMER UNIVERSITY DAY 5!!! ⭐ ️BEST STUDENT POV ⭐
00:00FossabotPING
Howdy Instagram: instagram.com/bonnierabbit Twitter: twitter.com/bonniewords Discord: discord.gg/bonnierabbit Reddit: re
01:00dom032301PING
LOCK IN AND STAY @bonnie
04:00power_playingPING
where is Cinna @bonnie
04:00crabbywack12WALL
cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cinnaReverse cin
05:00tmanrocks999PING
stream the plane ride @bonnie

Social share card

This is the exact image link unfurlers render when this stream is shared.

↓ Download card (1200×630)

Ad equivalence

DEMO

no viewer track captured

Engagement quality

MEASURED

Viewers who chat

Msgs / viewer

0.1

chat depth

Community gini

0.80

0 = broad, 1 = few voices

Loyal chatters

785

≥5 msgs

Sub messages

42%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.7%
CAPS RAGE12.9%
SPAM/PASTA11.5%
BOT MSGS1.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×55	3	10m→168m	BOT TIMER
LINK	twitch.tv	×18	8	4m→169m	ORGANIC
LINK	discord.gg	×13	1	38m→166m	BOT TIMER
LINK	youtu.be	×13	1	39m→166m	BOT TIMER
CMD	!yt	×9	8	28m→69m	ORGANIC
CMD	!watchtime	×5	5	1m→48m	ORGANIC
CMD	!socials	×3	1	0m→121m	ORGANIC
CMD	!gamble	×3	1	10m→11m	ORGANIC
CMD	!title	×2	1	125m→125m	ORGANIC
CMD	!raid	×2	1	175m→176m	ORGANIC
CMD	!time	×1	1	2m→2m	ORGANIC
CMD	!youtube	×1	1	47m→47m	ORGANIC
CMD	!schedule	×1	1	55m→55m	ORGANIC
LINK	bonnierabbit.com	×1	1	55m→55m	BOT TIMER

Sponsor lift · ad-read impact

DEMO

Chat echoes per minute around a sponsored read — spikes ×6 at the mention, decays in ~4 min. Real version needs a same-session viewer track + labeled ad window.

Audience language

MEASURED

ES0.6%
EN11.9%
OTHER / EMOTE-ONLY87.5%

language of written messages · emote-only spam excluded from ES/EN

Audience overlap

DEMO

streamer_alpha34% shared
streamer_beta21% shared
streamer_gamma9% shared
streamer_delta4% shared

shared active chatters · real version needs chat dumps of candidate streamers

Growth track

DEMO

Followers / wk

+2,100

last week

Streams / wk

5.2

±1h start time

real version fetches channel history via twitchtracker / helix

MSGS 34,540CHATTERS 2316POS 4,278NEG 138TOP KEYWORD “STREAM” ×1179GINI 0.803BOTS 15PEAK ×14.1 @ 173m

Bonnie's Streamer University stream "STREAMER UNIVERSITY DAY 5!!! ⭐ ️BEST STUDENT POV ⭐" on Jul 20, 2026 generated 34,540 messages from 2,316 unique chatters (195.1 msgs/min average, peaking at 694/min). Sentiment ran 4,278 positive vs 138 negative, and the top keyword was "stream" (×1179). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Bonnie stream analytics summary