wardrobewinter — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2822645127

Chat mood & viewers

200,481 MSGS

Positive

6,038

3.0% of msgs

Negative

770

0.4% of msgs

Neutral

193,673

96.6% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

6,038 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

1205 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

1205 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

20:00INFLUX×7.3clip suggested Watch VOD
163 first-time chatters in one minute (raid-like influx)
- jkjjhggggbbjjj: Omgg yesss
- psalmxlviv: 🔥🔥🔥🔥🔥🔥
53:00EMOTES×6.9clip suggested Watch VOD
36 emote msgs — ×6.9 the average
- shweatylez: BLITZO NOT LIZZOOO
- mazzabluff_: is that siebe?
56:00EMOTES×7.9clip suggested Watch VOD
41 emote msgs — ×7.9 the average
- aaron67bored: @alwaysbriellee eww🤢
- maddiee0523: it ended?
57:00EMOTES×12.5clip suggested Watch VOD
65 emote msgs — ×12.5 the average
- TkayySZN: wardrobGG_TK
- lisaadn12404: StreamerU2026 StreamerU2026 StreamerU2026
58:00EMOTES×12clip suggested Watch VOD
62 emote msgs — ×12 the average
- chavsjsugbsjjhsbbs: can someone gift me please
- ellatwitch3496: lizzo back

Keyword tracker

TOP 14

wardrobe6,651
yall5,213
that4,497
what4,174
they4,044
this3,426
just2,836
like2,520
with1,654
girl1,608
where1,592
need1,333
there1,326
your1,307

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	581	1.00	known	known bot account
streamelements	125	1.00	known	known bot account
shanekaiz	57	0.55	medium	12 messages fired <2s apart · 20.6 msgs/min sustained
mwahitslyn	50	0.55	medium	12 messages fired <2s apart · 8.3 msgs/min sustained
chopstickkkkkkk	28	0.55	medium	4 messages fired <2s apart · 8.1 msgs/min sustained
iamshetheone	23	0.55	medium	5 messages fired <2s apart · 14.1 msgs/min sustained
itsxjuliana24	23	0.55	medium	4 messages fired <2s apart · 13.9 msgs/min sustained
vonnisdagoat	21	0.55	medium	9 messages fired <2s apart · 6.3 msgs/min sustained
swftive	21	0.55	medium	5 messages fired <2s apart · 9.5 msgs/min sustained
vaehs_diaryy	20	0.55	medium	3 messages fired <2s apart · 15.8 msgs/min sustained
mhmitme	19	0.55	medium	3 messages fired <2s apart · 7 msgs/min sustained
kaevion_133	18	0.55	medium	10 messages fired <2s apart · 18 msgs/min sustained
1uhdale	18	0.55	medium	8 messages fired <2s apart · 14.6 msgs/min sustained
nuggget0	18	0.55	medium	4 messages fired <2s apart · 12.3 msgs/min sustained
thatguy11234543	16	0.55	medium	5 messages fired <2s apart · 12.6 msgs/min sustained

Emote pulse

TOP 8

StreamerU20268,224
wardrobGG2,332
SipTime1,301
PogChamp1,140
TwitchConHYPE1,045
Squid2970
BratChat708
WeDidThat613

Evidence tape

6 MSGS

00:00xbuterabeautyxOPENER
sandy
03:00kendrickodom13WALL
🐏🐏🐏🐏😛😛😛🫢😛🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢😢😢😢🎉😢🎉🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🎊🎊🎊🐏🐏🐏🔥🔥🫢🐭
56:00tristan__tougardPING
ILY WARDROBE @wardrobewinter
57:00wardrobewintPING
@wardrobewinter you guys will be fine
98:00jaleiiya13PEAK
damn wardrobe ion think yall winning
98:00addyyyyyyyybaddyPEAK
VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump1205 min · 6,677,518 views

Chat rate · per minute

H 630AVG 166.46 PEAKS

burst heat · 0m → 1204m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

0198:00 · 630 msgs×3.8
trending: “StreamerU2026”
- jaleiiya13: damn wardrobe ion think yall winning
- addyyyyyyyybaddy: VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea Vo
- diorrrr67: BUT PERIOD GIRLLL
02118:00 · 628 msgs×3.8
trending: “the”
- dancequeen875: wardrobeee
- itsxavier57: get ready yall
- manifilms: no they didn’t go damn
03123:00 · 620 msgs×3.7
trending: “the”
- yayah670988: he’s 12..
- dammeh_808: this shi corny ASL
- thesydshow_: this guy stinkss
04128:00 · 630 msgs×3.8
trending: “AYEEEE”
- ykkkkk677: MAX IS FINE BROOOO
- Fossabot: adoptmerobloxs92 just subscribed! PogChamp
- k2dabrattt: 😂😂😂😂😂😂
05151:00 · 628 msgs×3.8
trending: “the”
- deaths_calling1: who is that what’s his name
- kkashcoded: bullllshi
- neveah_pretty: Oh my....
06160:00 · 624 msgs×3.8
trending: “SUBprise”
- zertxrt: 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣
- katiinicoll: we got the we-
- mjuliossocial: the ghetto

Chat tape · highlights

00:00xbuterabeautyxOPENER
sandy
03:00kendrickodom13WALL
🐏🐏🐏🐏😛😛😛🫢😛🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢😢😢😢🎉😢🎉🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🎊🎊🎊🐏🐏🐏🔥🔥🫢🐭
56:00tristan__tougardPING
ILY WARDROBE @wardrobewinter
57:00wardrobewintPING
@wardrobewinter you guys will be fine
98:00jaleiiya13PEAK
damn wardrobe ion think yall winning
98:00addyyyyyyyybaddyPEAK
VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea
98:00diorrrr67PEAK
BUT PERIOD GIRLLL
98:00myatookyahoPEAK
🔥🔥🔥🤏🏾🤏🏾🤏🏾

Top chatter

RANK 01

motionfemaie

MSGS
SENT

FIRST SEEN 3:00 · 0.4% OF ALL CHAT

Unique chatters

26,894

0% of viewers

Msgs / chatter

7.5

200,481 msgs total

From subs

10%

19,215 msgs

Bots filtered

706 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS4% OF CHAT

#	Chatter	Badges	Msgs	Share
01	motionfemaie		788	0.4%
02	quilannn		758	0.4%
03	TheyheartBri	SUB	653	0.3%
04	Fossabot	MODBOT	581	0.3%
05	jaqualonjavonte		567	0.3%
06	nohkaro		447	0.2%
07	miyabarn11		443	0.2%
08	tinnnnkkk	SUB	435	0.2%
09	chickendoodle60173		428	0.2%
10	leekheat24	SUB	419	0.2%
11	dumbasshoees		368	0.2%
12	facecardneverdecliness		364	0.2%
13	ratedtg20	SUB	360	0.2%
14	ldm20_	SUB	354	0.2%
15	milkywhilky		335	0.2%
16	TheRealSweatiesyt	SUB	323	0.2%
17	jay130344		308	0.2%
18	13reaspns		293	0.1%
19	xoxohonee	SUB	290	0.1%
20	sky_la2		289	0.1%

User types · badge mix

118 BADGES

TURBO22,149 · 11%
SUBSCRIBER18,556 · 9%
PREMIUM16,021 · 8%
FOOTBALL-FEST-20262,531 · 1%
TWITCH-RECAP-20252,312 · 1%
NO_VIDEO1,890 · 1%
WENT-OUTSIDE1,610 · 1%
TWITCH-RECAP-20241,461 · 1%

New chatters · arrival curve

26894 TOTAL

first-message arrivals · 0m → 1204m

424 joined in the first 2 minutes = 2% of all chatters

Returning

8469

≥5 msgs sent

One-and-done

9782

single message

Most mentioned

7,592 @s

@versacemimii85 · 61u
@j9oee69 · 60u
@thatgirlteex28 · 25u
@lifevaasf25 · 21u
@aleshasheree24 · 22u
@avani_thegoat24 · 19u
@nuttabuttaaaa23 · 21u
@prettylittleloner___22 · 13u

Top interactors

WHO PINGS MOST

motionfemaie150
streamelements124
feinforjayda75
miasarchive56
chickendoodle6017356
shaniyaanevaehh53
aleshasheree41
ykitsskymalia1832

Chat tape

NOTABLE MSGS

00:00xbuterabeautyxOPENER
sandy
03:00kendrickodom13WALL
🐏🐏🐏🐏😛😛😛🫢😛🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢😢😢😢🎉😢🎉🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🎊🎊🎊🐏🐏🐏🔥🔥🫢🐭
56:00tristan__tougardPING
ILY WARDROBE @wardrobewinter
57:00wardrobewintPING
@wardrobewinter you guys will be fine
98:00jaleiiya13PEAK
damn wardrobe ion think yall winning
98:00addyyyyyyyybaddyPEAK
VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea
98:00diorrrr67PEAK
BUT PERIOD GIRLLL
98:00myatookyahoPEAK
🔥🔥🔥🤏🏾🤏🏾🤏🏾

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

5,519 msgs

Top 50 chatters

15,735 msgs

Remaining

26844

share 92%

TOP 10 · 3%REST · 26884 CHATTERS · 97%

StreamerU2026 ×8224wardrobGG ×2332SipTime ×1301PogChamp ×1140TwitchConHYPE ×1045Squid2 ×970BratChat ×708WeDidThat ×613LUL ×450<3 ×344

Emote volume

MSGS W/ EMOTES

Of all messages

3.1%

200,481 msgs scanned

Emote codes

22,191 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

36,068

88,447

61,553

11,863

2,093

438

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

Median

11 ch

P90

35 ch

Max

534 ch

Chat DNA

% OF ALL MSGS

Caps rage

17.3%

34,736 msgs

Questions

3.4%

6,774 msgs

Mentions

3.8%

7,598 @calls

Commands

0.1%

278 !calls

CAPS17.3%
QUESTIONS3.4%
MENTIONS3.8%
COMMANDS0.1%

Top multiplier

#1 EMOTE

StreamerU2026

official emote · per-minute flow

02wardrobGG×2332
03SipTime×1301
04PogChamp×1140

Emote leaderboard

OFFICIAL7TV-STYLE

StreamerU2026×8,224
wardrobGG×2,332
SipTime×1,301
PogChamp×1,140
TwitchConHYPE×1,045
Squid2×970
BratChat×708
WeDidThat×613
LUL×450
<3×344
Squid3×277
GayPride×270
Squid4×261
TwitchUnity×254
GoalHype×251
Squid1×243

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	😂😂😂😂	×755	494	2m→1201m	VIRAL
02	😂😂😂😂😂	×705	455	4m→1197m	VIRAL
03	😂😂😂	×606	430	2m→1196m	VIRAL
04	😂😂😂😂😂😂	×547	385	53m→1201m	VIRAL
05	😭😭😭😭	×404	296	27m→1197m	VIRAL
06	😭😭😭	×384	282	27m→1194m	VIRAL
07	LMAO	×377	161	11m→1196m	VIRAL
08	😭😭😭😭😭	×366	269	2m→1197m	VIRAL
09	pencil	×337	198	0m→617m	VIRAL
10	StreamerU2026	×337	305	0m→1203m	VIRAL

Keyword cloud

TOP 18 TOKENS

wardrobe₆₆₅₁yall₅₂₁₃that₄₄₉₇what₄₁₇₄they₄₀₄₄this₃₄₂₆just₂₈₃₆like₂₅₂₀with₁₆₅₄girl₁₆₀₈where₁₅₉₂need₁₃₃₃there₁₃₂₆your₁₃₀₇lmao₁₂₄₄said₁₁₉₁time₁₁₈₆good₁₁₆₅

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

03:00kendrickodom13WALL
🐏🐏🐏🐏😛😛😛🫢😛🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢😢😢😢🎉😢🎉🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🎊🎊🎊🐏🐏🐏🔥🔥🫢🐭
98:00jaleiiya13PEAK
damn wardrobe ion think yall winning
98:00addyyyyyyyybaddyPEAK
VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea
98:00diorrrr67PEAK
BUT PERIOD GIRLLL
98:00myatookyahoPEAK
🔥🔥🔥🤏🏾🤏🏾🤏🏾
98:00noelleny6_PEAK
Stop the clapping OMFG
98:00ahvanistyeoryPEAK
yall are racist !

User colors

TOP 16

Participation inequality

26,894 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

21%

269 users

Top 5%

46%

1,345 users

Top 10%

60%

2,689 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 msg9,782USERS9,782MSGS4.9%
2-4 msgs8,643USERS23,160MSGS11.6%
5-19 msgs6,323USERS57,380MSGS28.6%
20+ msgs2,146USERS110,159MSGS54.9%

2,146 super-active users (8.0% of chatters) wrote 55% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@versacemimii85 · by 61 users
@j9oee69 · by 60 users
@thatgirlteex28 · by 25 users
@lifevaasf25 · by 21 users
@aleshasheree24 · by 22 users
@avani_thegoat24 · by 19 users
@nuttabuttaaaa23 · by 21 users
@prettylittleloner___22 · by 13 users
@chickendoodle6017321 · by 17 users
@wardrobewinter18 · by 15 users

Top interactors

WHO REACHES OUT

motionfemaie150 sent
streamelements124 sent
feinforjayda75 sent
miasarchive56 sent
chickendoodle6017356 sent
shaniyaanevaehh53 sent
aleshasheree41 sent
ykitsskymalia1832 sent
thekennadyy31 sent
prettylittleloner___30 sent

Badge mix

TOP 8

TURBO22149 · 11%
SUBSCRIBER18556 · 9%
PREMIUM16021 · 8%
FOOTBALL-FEST-20262531 · 1%
TWITCH-RECAP-20252312 · 1%
NO_VIDEO1890 · 1%
WENT-OUTSIDE1610 · 1%
TWITCH-RECAP-20241461 · 1%

Core community

1,444

≥3 interactions

Drive-by

9,050

1 msg · 0 interactions

Mentions

7,592

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	feinforjayda	→	prettylittleloner___	9
02	desiluvsthatmoney	→	alphnwisdom_	7
03	br1washere	→	real_bigant26	6
04	chickendoodle60173	→	versacemimii	6
05	motionfemaie	→	j9oee	6
06	alphnwisdom_	→	desiluvsthatmoney	6
07	lightskinwithpiercings	→	undercoverclipped	5
08	motionfemaie	→	strawberry_shortcakeo	5
09	strawberry_shortcakeo	→	versacemimii	5
10	mandela__24	→	maresaaa_01	5
11	maresaaa_01	→	mandela__24	5
12	rupennyy	→	versacemimii	5

Chat tape

NOTABLE MESSAGES

00:00xbuterabeautyxOPENER
sandy
03:00kendrickodom13WALL
🐏🐏🐏🐏😛😛😛🫢😛🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢🫢😢😢😢🎉😢🎉🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🐏🎊🎊🎊🐏🐏🐏🔥🔥🫢🐭
56:00tristan__tougardPING
ILY WARDROBE @wardrobewinter
57:00wardrobewintPING
@wardrobewinter you guys will be fine
98:00jaleiiya13PEAK
damn wardrobe ion think yall winning
98:00addyyyyyyyybaddyPEAK
VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea VoteYea

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

0.69

0 = broad, 1 = few voices

Loyal chatters

8469

≥5 msgs

Sub messages

10%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.5%
CAPS RAGE17.3%
SPAM/PASTA3.9%
BOT MSGS0.4%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×186	154	4m→1190m	ORGANIC
CMD	!discord	×15	15	207m→1087m	ORGANIC
CMD	!prime	×14	5	5m→1175m	ORGANIC
LINK	twitch.amazon.com	×14	1	5m→1175m	BOT TIMER
CMD	!time	×12	12	36m→1076m	ORGANIC
LINK	youtube.com	×6	1	561m→964m	ORGANIC
CMD	!clip	×4	4	67m→647m	ORGANIC
CMD	!points	×4	4	649m→961m	ORGANIC
CMD	!followage	×3	3	318m→836m	ORGANIC
CMD	!subs	×3	3	773m→812m	ORGANIC
CMD	!watch	×2	2	71m→698m	ORGANIC
CMD	!sub	×2	2	245m→913m	ORGANIC
CMD	!lurk	×2	2	448m→1058m	ORGANIC
CMD	!watchtimr	×2	2	698m→960m	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

ES1.4%
EN17.9%
OTHER / EMOTE-ONLY80.7%

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 200,481CHATTERS 26894POS 6,038NEG 770TOP KEYWORD “WARDROBE” ×6651GINI 0.692BOTS 15PEAK ×12.5 @ 57m

wardrobewinter's Streamer University stream "PICTURE DAY 🎉 STREAMER UNIVERSITY 🎉 DAY 3 🎉 FOLLOW & SUBSCRIBE" on Jul 18, 2026 generated 200,481 messages from 26,894 unique chatters (166.4 msgs/min average, peaking at 630/min). Sentiment ran 6,038 positive vs 770 negative, and the top keyword was "wardrobe" (×6651). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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wardrobewinter stream analytics summary