stableronaldo — Streamer University stream analytics — Jul 20, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 20, 2026 · VOD 2824340764

Chat mood & viewers

41,430 MSGS

Positive

5,507

13.3% of msgs

Negative

267

0.6% of msgs

Neutral

35,656

86.1% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

5,507 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

72 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

72 MIN0 PEAKS

Auto-detected moments · clip suggestions

8 DETECTED8 CLIP-WORTHY

03:00INFLUX×2.5clip suggested Watch VOD
344 first-time chatters in one minute (raid-like influx)
- IzRoland: IzRoland subscribed at Tier 1. They've subscribed for 2 months! stabeWhite
- xsamo42: WHRIS NAIJA BROTHER
04:00INFLUX×2.4clip suggested Watch VOD
338 first-time chatters in one minute (raid-like influx)
- justprxnce: WWWWWWWWW
- Tatcero: HI RONNNNNN
05:00INFLUX×2.5clip suggested Watch VOD
351 first-time chatters in one minute (raid-like influx)
- zezo511p: i am in the bathroom
- ooyiiu: is he not staying the night ?
05:00EMOTES×2.1clip suggested Watch VOD
55 emote msgs — ×2.1 the average
- zezo511p: i am in the bathroom
- ooyiiu: is he not staying the night ?
06:00EMOTES×2.1clip suggested Watch VOD
53 emote msgs — ×2.1 the average
- ddxttgzz: yall finna be in Europe next year how you feel
- roddywavey: shiii im not their yet

Keyword tracker

TOP 14

evil1,857
crying1,312
cudi1,075
lmfao778
oooo690
stable618
bilzo467
chris458
stream420
with402
wedidit398
streak375
watch372
core344

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	401	1.00	known	known bot account
streamelements	30	1.00	known	known bot account
aaaaaaaaamc	12	0.55	medium	3 messages fired <2s apart · 9.6 msgs/min sustained
feelssunnyman	34	0.45	medium	repeated one message ×17 (50% of output)
crownarsh	22	0.45	medium	repeated one message ×16 (73% of output)
mcclainmcdonalds	18	0.45	medium	repeated one message ×13 (72% of output)
sweepzzfr	13	0.45	medium	repeated one message ×7 (54% of output)
llayla_kk	12	0.45	medium	repeated one message ×6 (50% of output)
wtfdianas	12	0.45	medium	repeated one message ×11 (92% of output)
lcsevv	12	0.45	medium	repeated one message ×10 (83% of output)
jadielrosario	10	0.45	medium	repeated one message ×8 (80% of output)
imitsdaniel	9	0.45	medium	repeated one message ×5 (56% of output)
sarahmm177	9	0.45	medium	repeated one message ×5 (56% of output)
islvmped	9	0.45	medium	repeated one message ×5 (56% of output)
gramsygio	9	0.45	medium	repeated one message ×5 (56% of output)

Emote pulse

TOP 8

stabeWhite1,626
stabeBlue1,078
StreamerU2026772
stabeCAUGHT436
LUL412
stabeRIZZ190
stabeTA161
stabeSuss158

Evidence tape

6 MSGS

00:00therealtrashleyOPENER
go live fat blob @stableronaldo
00:00PotatBotatPING
͏🚀@stableronaldo went live! ● @timon404_
00:00therealtrashleyPING
@stableronaldo what’s up fat fat fatty
03:00LiqwifyWALL
Congratulations, Lacy, on winning your award! You’ve put in a lot of hard work, and it’s great to see you getting the re
04:00capttivePING
can we get a shoudlout laiys @stableronaldo ͏
05:00zezo511pPEAK
i am in the bathroom

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

JonahJ7

MSGS
SENT

FIRST SEEN 0:00 · 1.0% OF ALL CHATMOD

Unique chatters

9,942

1% of viewers

Msgs / chatter

4.2

41,430 msgs total

From subs

28%

11,644 msgs

Bots filtered

431 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS11% OF CHAT

#	Chatter	Badges	Msgs	Share
01	JonahJ7	MOD	408	1.0%
02	Fossabot	MODBOT	401	1.0%
03	100bandjugg	SUB	312	0.8%
04	bask3t_1		278	0.7%
05	4Lnick		234	0.6%
06	moonqii	SUB	228	0.6%
07	NoahTheGamer169	SUB	221	0.5%
08	JunzIoI	MOD	219	0.5%
09	thatkidmoee		216	0.5%
10	yostbl		196	0.5%
11	doveliest	SUB	195	0.5%
12	JustTkayyyy	SUB	194	0.5%
13	madnes70077	SUB	189	0.5%
14	value1x		183	0.4%
15	specniy	SUB	168	0.4%
16	Hights_s	SUB	158	0.4%
17	FKplxz		155	0.4%
18	permfnz	SUB	149	0.4%
19	smaulfry		146	0.4%
20	invincible279	SUB	145	0.3%

User types · badge mix

161 BADGES

SUBSCRIBER11,596 · 28%
PREMIUM3,894 · 9%
FOOTBALL-FEST-20262,969 · 7%
TURBO1,858 · 4%
JASONTHEWEEN-7-DAY-SURVIVAL1,377 · 3%
MODERATOR1,364 · 3%
BLOSSOM-BADGE923 · 2%
TWITCH-RECAP-2025887 · 2%

New chatters · arrival curve

9942 TOTAL

first-message arrivals · 0m → 71m

735 joined in the first 2 minutes = 7% of all chatters

Returning

1763

≥5 msgs sent

One-and-done

5098

single message

Most mentioned

350 @s

@stableronaldo92 · 59u
@kaicenat24 · 20u
@junzioi13 · 9u
@akaoutlaw12 · 9u
@feelssunnyman9 · 9u
@creation2225 · 1u
@llamxa5 · 2u
@stableronaldolive4 · 1u

Top interactors

WHO PINGS MOST

fossabot56
jowzu12
drycannedfoods11
yotrly8
junzioi7
greenbeans2816
bask3t_16
jonahj75

Chat tape

NOTABLE MSGS

00:00therealtrashleyOPENER
go live fat blob @stableronaldo
00:00PotatBotatPING
͏🚀@stableronaldo went live! ● @timon404_
00:00therealtrashleyPING
@stableronaldo what’s up fat fat fatty
03:00LiqwifyWALL
Congratulations, Lacy, on winning your award! You’ve put in a lot of hard work, and it’s great to see you getting the re
04:00capttivePING
can we get a shoudlout laiys @stableronaldo ͏
05:00zezo511pPEAK
i am in the bathroom
05:00ooyiiuPEAK
is he not staying the night ?
05:00jayden_loves_god1PEAK
IN THE OFFICE

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

2,713 msgs

Top 50 chatters

18%

7,452 msgs

Remaining

9892

share 82%

TOP 10 · 7%REST · 9932 CHATTERS · 93%

stabeWhite ×1626stabeBlue ×1078StreamerU2026 ×772stabeCAUGHT ×436LUL ×412stabeRIZZ ×190stabeTA ×161stabeSuss ×158stabeHYPERS ×128stabeEZ ×124

Emote volume

MSGS W/ EMOTES

Of all messages

4.5%

41,430 msgs scanned

Emote codes

7,083 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

17,691

15,499

6,065

1,391

715

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

Median

7 ch

P90

25 ch

Max

333 ch

Chat DNA

% OF ALL MSGS

Caps rage

19.8%

8,215 msgs

Questions

2.2%

908 msgs

Mentions

0.8%

341 @calls

Commands

0.4%

148 !calls

CAPS19.8%
QUESTIONS2.2%
MENTIONS0.8%
COMMANDS0.4%

Top multiplier

#1 EMOTE

stabeWhite

official emote · per-minute flow

02stabeBlue×1078
03StreamerU2026×772
04stabeCAUGHT×436

Emote leaderboard

OFFICIAL7TV-STYLE

stabeWhite×1,626
stabeBlue×1,078
StreamerU2026×772
stabeCAUGHT×436
LUL×412
stabeRIZZ×190
stabeTA×161
stabeSuss×158
stabeHYPERS×128
stabeEZ×124
stabeL×122
stabeChopped×122
stabeDance1×118
stabeCreep×112
stabeFAT×112
stabeSadge×88

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMFAO	×572	173	0m→70m	VIRAL
02	OOOO	×490	221	0m→71m	VIRAL
03	WEDIDIT	×278	210	0m→68m	VIRAL
04	geeg	×243	197	1m→70m	VIRAL
05	LOL ͏	×226	99	4m→70m	VIRAL
06	AURA	×193	152	0m→64m	VIRAL
07	Degloved	×164	116	6m→58m	VIRAL
08	LMAO	×153	110	3m→70m	VIRAL
09	RandomKid	×141	112	1m→59m	VIRAL
10	EVIL	×137	109	4m→65m	VIRAL

Keyword cloud

TOP 18 TOKENS

evil₁₈₅₇crying₁₃₁₂cudi₁₀₇₅lmfao₇₇₈oooo₆₉₀stable₆₁₈bilzo₄₆₇chris₄₅₈stream₄₂₀with₄₀₂wedidit₃₉₈streak₃₇₅watch₃₇₂core₃₄₄streams₃₃₇watched₃₂₆geeg₃₂₆consecutive₃₂₅

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

03:00LiqwifyWALL
Congratulations, Lacy, on winning your award! You’ve put in a lot of hard work, and it’s great to see you getting the re
05:00zezo511pPEAK
i am in the bathroom
05:00ooyiiuPEAK
is he not staying the night ?
05:00jayden_loves_god1PEAK
IN THE OFFICE
05:00Cayden_JohnsonPEAK
yooooooooooo
05:00ddmoney4567PEAK
how was your day
05:00Mc_Squig69PEAK
So you don’t care about duke LL ron

User colors

TOP 16

Participation inequality

9,942 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

25%

99 users

Top 5%

46%

497 users

Top 10%

58%

994 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 msg5,098USERS5,098MSGS12.3%
2-4 msgs3,081USERS8,011MSGS19.3%
5-19 msgs1,453USERS12,184MSGS29.4%
20+ msgs310USERS16,137MSGS39.0%

310 super-active users (3.1% of chatters) wrote 39% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@stableronaldo92 · by 59 users
@kaicenat24 · by 20 users
@junzioi13 · by 9 users
@akaoutlaw12 · by 9 users
@feelssunnyman9 · by 9 users
@creation2225 · by 1 users
@llamxa5 · by 2 users
@stableronaldolive4 · by 1 users
@cwhigames4 · by 4 users
@greenbeans2814 · by 2 users

Top interactors

WHO REACHES OUT

fossabot56 sent
jowzu12 sent
drycannedfoods11 sent
yotrly8 sent
junzioi7 sent
greenbeans2816 sent
bask3t_16 sent
jonahj75 sent
notfrap4 sent
pawgchamplol4 sent

Badge mix

TOP 8

SUBSCRIBER11596 · 28%
PREMIUM3894 · 9%
FOOTBALL-FEST-20262969 · 7%
TURBO1858 · 4%
JASONTHEWEEN-7-DAY-SURVIVAL1377 · 3%
MODERATOR1364 · 3%
BLOSSOM-BADGE923 · 2%
TWITCH-RECAP-2025887 · 2%

Core community

≥3 interactions

Drive-by

5,019

1 msg · 0 interactions

Mentions

350

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	jowzu	→	stableronaldo	12
02	drycannedfoods	→	stableronaldo	11
03	fossabot	→	creation222	5
04	greenbeans281	→	junzioi	5
05	fossabot	→	stableronaldolive	4
06	pawgchamplol	→	stableronaldo	4
07	jonahj7	→	llamxa	4
08	fossabot	→	thestableyt	4
09	junzioi	→	greenbeans281	3
10	s3ntry_fn	→	stableronaldo	3
11	boltlikesdogs	→	akaoutlaw	3
12	notfrap	→	kaicenat	3

Chat tape

NOTABLE MESSAGES

00:00therealtrashleyOPENER
go live fat blob @stableronaldo
00:00PotatBotatPING
͏🚀@stableronaldo went live! ● @timon404_
00:00therealtrashleyPING
@stableronaldo what’s up fat fat fatty
03:00LiqwifyWALL
Congratulations, Lacy, on winning your award! You’ve put in a lot of hard work, and it’s great to see you getting the re
04:00capttivePING
can we get a shoudlout laiys @stableronaldo ͏
05:00zezo511pPEAK
i am in the bathroom

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

0.0

chat depth

Community gini

0.64

0 = broad, 1 = few voices

Loyal chatters

1763

≥5 msgs

Sub messages

28%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.6%
CAPS RAGE19.8%
SPAM/PASTA8.6%
BOT MSGS1.0%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×172	76	1m→71m	BOT TIMER
CMD	!po	×32	30	1m→67m	ORGANIC
LINK	x.com	×23	1	1m→69m	BOT TIMER
CMD	!sub	×19	19	1m→64m	ORGANIC
CMD	!com	×18	17	1m→68m	ORGANIC
CMD	!2023	×11	11	4m→65m	ORGANIC
CMD	!chatters	×10	7	4m→45m	ORGANIC
CMD	!time	×9	8	7m→62m	ORGANIC
LINK	youtube.com	×8	1	13m→66m	BOT TIMER
LINK	discord.gg	×6	1	0m→70m	BOT TIMER
CMD	!followers	×6	6	2m→47m	ORGANIC
LINK	youtu.be	×5	1	2m→66m	BOT TIMER
CMD	!discord	×4	4	0m→62m	ORGANIC
CMD	!subgoal	×3	1	4m→66m	ORGANIC

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%
EN9.0%
OTHER / EMOTE-ONLY90.4%

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 41,430CHATTERS 9942POS 5,507NEG 267TOP KEYWORD “EVIL” ×1857GINI 0.639BOTS 15PEAK ×2.5 @ 3m

stableronaldo's Streamer University stream "Goodbye Kai Cenat [twitter/insta stableronaldo] !po !com !sub" on Jul 20, 2026 generated 41,430 messages from 9,942 unique chatters (575.4 msgs/min average, peaking at 664/min). Sentiment ran 5,507 positive vs 267 negative, and the top keyword was "evil" (×1857). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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stableronaldo stream analytics summary