wardrobewinter — Streamer University stream analytics — Jul 20, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 20, 2026 · VOD 2824389315

Chat mood & viewers

30,167 MSGS

Positive

1,534

5.1% of msgs

Negative

0.3% of msgs

Neutral

28,557

94.7% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,534 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

104 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

104 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×4clip suggested Watch VOD
47 emote msgs — ×4 the average
- ItzJsKayNicole: heyyyyyyyyy
- j_2529: Yes! I’m proud of you sir!
02:00EMOTES×9.3clip suggested Watch VOD
109 emote msgs — ×9.3 the average
- portroya1: I know you lying boo what’s tea 🤪🤪🤪
- zayvien101: plaqueboyKeith
03:00INFLUX×4.3clip suggested Watch VOD
236 first-time chatters in one minute (raid-like influx)
- arianalovemalcolmtodd: What a laggggggg
- theimangination: wardrobGG_SG
03:00EMOTES×3.6clip suggested Watch VOD
42 emote msgs — ×3.6 the average
- arianalovemalcolmtodd: What a laggggggg
- theimangination: wardrobGG_SG
04:00INFLUX×3.3clip suggested Watch VOD
182 first-time chatters in one minute (raid-like influx)
- itsbreia: WE MUTED BOO
- bryan_dagoat01: WARDROBE SAY HIII

Keyword tracker

TOP 14

penny1,231
wardrobe873
love567
yall546
skai520
that453
this392
mink318
lmaooo294
what281
just268
they265
lmao255
like240

Bot radar

12 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	42	1.00	known	known bot account
streamelements	13	1.00	known	known bot account
sbucaaaaaa	19	0.55	medium	3 messages fired <2s apart · 16.1 msgs/min sustained
makayriell_	14	0.55	medium	4 messages fired <2s apart · 9.8 msgs/min sustained
laylaelaeenn	13	0.55	medium	4 messages fired <2s apart · 13 msgs/min sustained
hal27_	24	0.45	medium	repeated one message ×12 (50% of output)
xiorher	14	0.45	medium	repeated one message ×7 (50% of output)
kwideman125	10	0.45	medium	repeated one message ×6 (60% of output)
rayahisthebesht	8	0.45	medium	repeated one message ×7 (88% of output)
prettylilabbyy	6	0.45	medium	repeated one message ×4 (67% of output)
rgvrtgcrcedssgsdgdfvdfgd	5	0.45	medium	repeated one message ×4 (80% of output)
treatmelikewhitet33s	5	0.45	medium	repeated one message ×5 (100% of output)

Emote pulse

TOP 8

StreamerU20261,847
wardrobGG282
plaqueboyLogo2226
TwitchConHYPE204
qayLMFAO174
plaqueboyLogo122
plaqueboySad114
BratChat89

Evidence tape

6 MSGS

00:00StreamElementsOPENER
wardrobewinter is now live! Streaming Streamer University: ☀️STREAMER UNIVERSITY ☀️ DAY 5☀️ FOLLOW & SUBSCRIBE 🌞
02:00yas_a00WALL
congratulations StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Stream
02:00quietondacreek0WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00chrispearleddattWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00kianalove2025WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
21:00nyc_ryan27WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump103 min · 578,337 views

Chat rate · per minute

H 632AVG 290.16 PEAKS

burst heat · 0m → 103m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

011:00 · 578 msgs×2
trending: “StreamerU2026”
- ItzJsKayNicole: heyyyyyyyyy
- j_2529: Yes! I’m proud of you sir!
- crystinmurray10: we missseddds you
023:00 · 596 msgs×2.1
trending: “StreamerU2026”
- arianalovemalcolmtodd: What a laggggggg
- theimangination: wardrobGG_SG
- dddolly123: yesss I subbed baby
035:00 · 572 msgs×2
trending: “echo”
- therealgirly1: echooooooooo
- pmaaaaa4: ECHOOOOOOOOOOO
- theyadore_meeee: bro the echool
0497:00 · 632 msgs×2.2
trending: “you”
- marcusthescientist_: check up on SKAI
- jarayetimebeing: 😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍
- twitchclipper8: wardrobGG
0599:00 · 600 msgs×2.1
trending: “LOVE”
- damaracolllims: LOVE YOU WARYONNNAAAAAAAAA
- st4rbandzbre: BBY BOOOOO IM SO PROUD OF U
- queenc1616: WWWWWWWWWWW
06102:00 · 580 msgs×2
trending: “StreamerU2026”
- Aidanfoxs24: Luv from Trinidad 🇹🇹🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹🇹❤️🇹
- h3zzon: I LOVE U SM
- jordanjovero: I LOVE UU

Chat tape · highlights

00:00StreamElementsOPENER
wardrobewinter is now live! Streaming Streamer University: ☀️STREAMER UNIVERSITY ☀️ DAY 5☀️ FOLLOW & SUBSCRIBE 🌞
02:00yas_a00WALL
congratulations StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Stream
02:00quietondacreek0WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00chrispearleddattWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00kianalove2025WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
21:00nyc_ryan27WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
22:00yozuyozakuraPING
GO TO PARTY DOWNSTAIRS @wardrobewinter
32:00donniecdon95PING
I followed u @wardrobewinter just gotta be cool with the content imo

Top chatter

RANK 01

TheyheartBri

MSGS
SENT

FIRST SEEN 1:00 · 0.7% OF ALL CHATSUB

Unique chatters

5,684

1% of viewers

Msgs / chatter

5.3

30,167 msgs total

From subs

13%

3,995 msgs

Bots filtered

55 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS9% OF CHAT

#	Chatter	Badges	Msgs	Share
01	TheyheartBri	SUB	204	0.7%
02	tanaagalleryy		184	0.6%
03	at0mskkxx		182	0.6%
04	gabyyyy44	SUB	178	0.6%
05	woahsanti		177	0.6%
06	nohkaro		168	0.6%
07	motionfemaie		162	0.5%
08	chloebequiet		157	0.5%
09	sapphreknight		155	0.5%
10	chickendoodle60173		130	0.4%
11	kilspade		128	0.4%
12	jay130344		126	0.4%
13	msvirgorose		125	0.4%
14	jaythegoat6967		123	0.4%
15	nayopotato123		109	0.4%
16	camcnbfw	SUB	108	0.4%
17	marigee40		107	0.4%
18	lucassssnn		104	0.3%
19	crissywalker		102	0.3%
20	st4rbandzbre		101	0.3%

User types · badge mix

76 BADGES

SUBSCRIBER3,936 · 13%
TURBO3,180 · 11%
PREMIUM2,509 · 8%
FOOTBALL-FEST-2026484 · 2%
TWITCH-RECAP-2025318 · 1%
TWITCH-RECAP-2023288 · 1%
NO_AUDIO269 · 1%
WENT-OUTSIDE204 · 1%

New chatters · arrival curve

5684 TOTAL

first-message arrivals · 0m → 103m

593 joined in the first 2 minutes = 10% of all chatters

Returning

1460

≥5 msgs sent

One-and-done

2326

single message

Most mentioned

712 @s

@ruepenny_47 · 41u
@marigee4015 · 15u
@ruepennyy11 · 7u
@tanaagalleryy11 · 9u
@corra05008 · 8u
@deshadiorr8 · 8u
@naiya_linn8 · 6u
@therealone_357 · 7u

Top interactors

WHO PINGS MOST

chickendoodle6017321
motionfemaie16
tanaagalleryy14
sapphreknight13
prettymuchme2113
streamelements12
adore_alayjah12810
erinromage9

Chat tape

NOTABLE MSGS

00:00StreamElementsOPENER
wardrobewinter is now live! Streaming Streamer University: ☀️STREAMER UNIVERSITY ☀️ DAY 5☀️ FOLLOW & SUBSCRIBE 🌞
02:00yas_a00WALL
congratulations StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Stream
02:00quietondacreek0WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00chrispearleddattWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00kianalove2025WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
21:00nyc_ryan27WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
22:00yozuyozakuraPING
GO TO PARTY DOWNSTAIRS @wardrobewinter
32:00donniecdon95PING
I followed u @wardrobewinter just gotta be cool with the content imo

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

1,697 msgs

Top 50 chatters

17%

5,076 msgs

Remaining

5634

share 83%

TOP 10 · 6%REST · 5674 CHATTERS · 94%

StreamerU2026 ×1847wardrobGG ×282plaqueboyLogo2 ×226TwitchConHYPE ×204qayLMFAO ×174plaqueboyLogo ×122plaqueboySad ×114BratChat ×89SipTime ×85LUL ×74

Emote volume

MSGS W/ EMOTES

Of all messages

4.0%

30,167 msgs scanned

Emote codes

4,340 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

5,089

13,619

9,509

1,527

354

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

Median

12 ch

P90

34 ch

Max

245 ch

Chat DNA

% OF ALL MSGS

Caps rage

27.6%

8,329 msgs

Questions

2.0%

596 msgs

Mentions

2.4%

712 @calls

Commands

0.3%

85 !calls

CAPS27.6%
QUESTIONS2.0%
MENTIONS2.4%
COMMANDS0.3%

Top multiplier

#1 EMOTE

StreamerU2026

official emote · per-minute flow

02wardrobGG×282
03plaqueboyLogo2×226
04TwitchConHYPE×204

Emote leaderboard

OFFICIAL7TV-STYLE

StreamerU2026×1,847
wardrobGG×282
plaqueboyLogo2×226
TwitchConHYPE×204
qayLMFAO×174
plaqueboyLogo×122
plaqueboySad×114
BratChat×89
SipTime×85
LUL×74
PogChamp×70
<3×63
Squid2×60
TwitchUnity×57
WeDidThat×52
drexisSON×50

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	😂😂😂😂	×211	150	10m→99m	VIRAL
02	😂😂😂😂😂	×185	124	5m→99m	VIRAL
03	😂😂😂😂😂😂	×164	101	4m→99m	VIRAL
04	😂😂😂	×151	106	10m→86m	VIRAL
05	LMAOOO	×149	85	3m→99m	VIRAL
06	😭😭😭😭	×139	103	2m→103m	VIRAL
07	😭😭😭	×139	84	5m→100m	VIRAL
08	😭😭😭😭😭	×121	90	3m→99m	VIRAL
09	😂😂😂😂😂😂😂	×105	65	5m→100m	VIRAL
10	LMAO	×103	51	3m→99m	VIRAL

Keyword cloud

TOP 18 TOKENS

penny₁₂₃₁wardrobe₈₇₃love₅₆₇yall₅₄₆skai₅₂₀that₄₅₃this₃₉₂mink₃₁₈lmaooo₂₉₄what₂₈₁just₂₆₈they₂₆₅lmao₂₅₅like₂₄₀miss₂₁₅with₂₁₁girl₂₀₄your₂₀₃

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

02:00yas_a00WALL
congratulations StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Stream
02:00quietondacreek0WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00chrispearleddattWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00kianalove2025WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
21:00nyc_ryan27WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
38:00allinsportstalkWALL
YRS WE WILL Always WATCH YOU IN ALL YOU DO YOU ARE AMAZING Sportstalk be with Miss Dana , Soon my Management be will be
63:00woahsantiWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer

User colors

TOP 16

Participation inequality

5,684 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

18%

57 users

Top 5%

41%

284 users

Top 10%

55%

568 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 msg2,326USERS2,326MSGS7.7%
2-4 msgs1,898USERS5,072MSGS16.8%
5-19 msgs1,182USERS10,433MSGS34.6%
20+ msgs278USERS12,336MSGS40.9%

278 super-active users (4.9% of chatters) wrote 41% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@ruepenny_47 · by 41 users
@marigee4015 · by 15 users
@ruepennyy11 · by 7 users
@tanaagalleryy11 · by 9 users
@corra05008 · by 8 users
@deshadiorr8 · by 8 users
@naiya_linn8 · by 6 users
@therealone_357 · by 7 users
@knownunc127 · by 6 users
@liveclipss_on_tiktok7 · by 7 users

Top interactors

WHO REACHES OUT

chickendoodle6017321 sent
motionfemaie16 sent
tanaagalleryy14 sent
sapphreknight13 sent
prettymuchme2113 sent
streamelements12 sent
adore_alayjah12810 sent
erinromage9 sent
prettymuff229 sent
kvriiikarla7 sent

Badge mix

TOP 8

SUBSCRIBER3936 · 13%
TURBO3180 · 11%
PREMIUM2509 · 8%
FOOTBALL-FEST-2026484 · 2%
TWITCH-RECAP-2025318 · 1%
TWITCH-RECAP-2023288 · 1%
NO_AUDIO269 · 1%
WENT-OUTSIDE204 · 1%

Core community

135

≥3 interactions

Drive-by

2,226

1 msg · 0 interactions

Mentions

712

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	chickendoodle60173	→	ruepennyy	4
02	moneyyyy2	→	andr3wsings	3
03	thekennadyy	→	naiya_linn	3
04	camcnbfw	→	ruepenny_	3
05	kianalove2025	→	1am	2
06	andr3wsings	→	moneyyyy2	2
07	trippykkx	→	skaijackson	2
08	juanietooflye	→	ruepennyy	2
09	motionfemaie	→	coral222z	2
10	kaylaagoateryy	→	knownunc12	2
11	cozy_uni	→	masterogway6204	2
12	masterogway6204	→	cozy_uni	2

Chat tape

NOTABLE MESSAGES

00:00StreamElementsOPENER
wardrobewinter is now live! Streaming Streamer University: ☀️STREAMER UNIVERSITY ☀️ DAY 5☀️ FOLLOW & SUBSCRIBE 🌞
02:00yas_a00WALL
congratulations StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Stream
02:00quietondacreek0WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00chrispearleddattWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
02:00kianalove2025WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
21:00nyc_ryan27WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer

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

0.64

0 = broad, 1 = few voices

Loyal chatters

1460

≥5 msgs

Sub messages

13%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.3%
CAPS RAGE27.6%
SPAM/PASTA7.7%
BOT MSGS0.2%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×59	50	13m→99m	ORGANIC
CMD	!followage	×7	6	60m→95m	ORGANIC
CMD	!prime	×5	4	2m→103m	ORGANIC
LINK	twitch.amazon.com	×5	1	2m→103m	BOT TIMER
CMD	!discord	×3	2	60m→62m	ORGANIC
CMD	!www	×1	1	2m→2m	ORGANIC
CMD	!subs	×1	1	2m→2m	ORGANIC
LINK	twitch.tv	×1	1	8m→8m	ORGANIC
CMD	!sub	×1	1	55m→55m	ORGANIC
CMD	!followtime	×1	1	65m→65m	ORGANIC
CMD	!followingage	×1	1	65m→65m	ORGANIC
CMD	!screentime	×1	1	79m→79m	ORGANIC
CMD	!watchage	×1	1	95m→95m	ORGANIC
CMD	!watchtine	×1	1	101m→101m	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

ES1.0%
EN15.4%
OTHER / EMOTE-ONLY83.6%

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 30,167CHATTERS 5684POS 1,534NEG 76TOP KEYWORD “PENNY” ×1231GINI 0.641BOTS 12PEAK ×9.3 @ 2m

wardrobewinter's Streamer University stream "☀️STREAMER UNIVERSITY ☀️ DAY 5☀️ FOLLOW & SUBSCRIBE 🌞" on Jul 20, 2026 generated 30,167 messages from 5,684 unique chatters (290.1 msgs/min average, peaking at 632/min). Sentiment ran 1,534 positive vs 76 negative, and the top keyword was "penny" (×1231). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

wardrobewinter stream analytics summary