wardrobewinter — Streamer University stream analytics — Jul 16, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 16, 2026 · VOD 2821012136

Chat mood & viewers

5,709 MSGS

Positive

166

2.9% of msgs

Negative

0.5% of msgs

Neutral

5,517

96.6% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

166 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

22 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

22 MIN4 PEAKS

Auto-detected moments · clip suggestions

11 DETECTED7 CLIP-WORTHY

01:00EMOTES×4.1clip suggested Watch VOD
161 emote msgs — ×4.1 the average
- myaslimeto: CONGRATULATIONSSSSS
- hahah03_: 🫶🏾🫶🏾🫶🏾🫶🏾
01:00SPIKE×2.1clip suggested Watch VOD
533 msgs — ×2.1 the stream average
- myaslimeto: CONGRATULATIONSSSSS
- hahah03_: 🫶🏾🫶🏾🫶🏾🫶🏾
02:00EMOTES×6clip suggested Watch VOD
235 emote msgs — ×6 the average
- taylorrrr10: StreamerU2026 StreamerU2026 StreamerU2026
- shtpopper: let’s goooooooooo
02:00SPIKE×2.3clip suggested Watch VOD
588 msgs — ×2.3 the stream average
- taylorrrr10: StreamerU2026 StreamerU2026 StreamerU2026
- shtpopper: let’s goooooooooo
03:00EMOTES×6.1clip suggested Watch VOD
239 emote msgs — ×6.1 the average
- moliviaaboo: what’s going on?
- just_j3nnyhere: maccdaBrainbreak2 maccdaBrainbreak2

Keyword tracker

TOP 14

phone556
wardrobe292
mink181
subscribed172
lagging159
just113
gave104
what86
copy85
paste85
skai82
this81
tier77
with71

Bot radar

5 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	94	1.00	known	known bot account
streamelements	1	1.00	known	known bot account
nooneordinary	15	0.55	medium	5 messages fired <2s apart · 6.7 msgs/min sustained
savoqqq	14	0.45	medium	repeated one message ×9 (64% of output)
madmen219	6	0.45	medium	repeated one message ×4 (67% of output)

Emote pulse

TOP 8

StreamerU20263,415
PogChamp182
SipTime66
BratChat66
wardrobGG48
TwitchConHYPE27
SUBtember25
PewPewPew17

Evidence tape

6 MSGS

00:00splts101OPENER
ayyyyyy
01:00eldog498WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
03:00moliviaabooPEAK
what’s going on?
03:00just_j3nnyherePEAK
maccdaBrainbreak2 maccdaBrainbreak2
03:00hellotheir1230PEAK
heyyyyyyyyyyyyyyy
03:00idkifthisazaleabooPEAK
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

1iynaa

MSGS
SENT

FIRST SEEN 0:00 · 0.6% OF ALL CHAT

Unique chatters

2,526

1% of viewers

Msgs / chatter

2.3

5,709 msgs total

From subs

297 msgs

Bots filtered

95 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS8% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Fossabot	MODBOT	94	1.6%
02	1iynaa		32	0.6%
03	bryanson5		26	0.5%
04	xoaune	SUB	23	0.4%
05	iamclxrkryann		23	0.4%
06	xojaazzz__		23	0.4%
07	trey_onzz		22	0.4%
08	theogkind28		22	0.4%
09	zariahdaquee		21	0.4%
10	xoxo_zina		21	0.4%
11	k_implay		20	0.4%
12	thebestmonke4		20	0.4%
13	ykitsyourgirll		19	0.3%
14	prettylittleloner___		18	0.3%
15	TheyheartBri		18	0.3%
16	just_j3nnyhere		17	0.3%
17	leilanibeyah22		17	0.3%
18	nutchy1		17	0.3%
19	HAWNCH0		16	0.3%
20	sunny_sunnday1		15	0.3%

User types · badge mix

38 BADGES

SUBSCRIBER282 · 5%
TURBO269 · 5%
PREMIUM216 · 4%
MODERATOR96 · 2%
BOT-BADGE95 · 2%
WENT-OUTSIDE40 · 1%
NO_VIDEO35 · 1%
NO_AUDIO25 · 0%

New chatters · arrival curve

2526 TOTAL

first-message arrivals · 0m → 21m

664 joined in the first 2 minutes = 26% of all chatters

Returning

254

≥5 msgs sent

One-and-done

1480

single message

Most mentioned

39 @s

@cedemacc5 · 1u
@ilovetakissssssss3 · 3u
@spiderspitingwebs2 · 2u
@thequeen_cc1 · 1u
@idksomelonergirly1 · 1u
@jaydohes1 · 1u
@pebbles_the1andonly1 · 1u
@laiersofcoolness1 · 1u

Top interactors

WHO PINGS MOST

ogjaylol5
jainiyajanae2
theylovegabby182
gigamind11222
duhhhkynnn1
queenlondon231
youlovesp1
yabotchace1

Chat tape

NOTABLE MSGS

00:00splts101OPENER
ayyyyyy
01:00eldog498WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
03:00moliviaabooPEAK
what’s going on?
03:00just_j3nnyherePEAK
maccdaBrainbreak2 maccdaBrainbreak2
03:00hellotheir1230PEAK
heyyyyyyyyyyyyyyy
03:00idkifthisazaleabooPEAK
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026
03:00thegoat2aPEAK
VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug StinkyGlitch StinkyGlitch Stinky
03:00lexiissexy69PEAK
WWWWWWWWWWWWWWWWWWWWW

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

307 msgs

Top 50 chatters

15%

864 msgs

Remaining

2476

share 85%

TOP 10 · 5%REST · 2516 CHATTERS · 95%

StreamerU2026 ×3415PogChamp ×182SipTime ×66BratChat ×66wardrobGG ×48TwitchConHYPE ×27SUBtember ×25PewPewPew ×17EWCcrush ×14imGlitch ×14

Emote volume

MSGS W/ EMOTES

Of all messages

15.1%

5,709 msgs scanned

Emote codes

4,128 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

1,044

2,250

1,646

448

244

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

Median

13 ch

P90

52 ch

Max

363 ch

Chat DNA

% OF ALL MSGS

Caps rage

19.6%

1,121 msgs

Questions

2.2%

123 msgs

Mentions

0.7%

40 @calls

Commands

0.1%

5 !calls

CAPS19.6%
QUESTIONS2.2%
MENTIONS0.7%
COMMANDS0.1%

Top multiplier

#1 EMOTE

StreamerU2026

official emote · per-minute flow

02PogChamp×182
03SipTime×66
04BratChat×66

Emote leaderboard

OFFICIAL7TV-STYLE

StreamerU2026×3,415
PogChamp×182
SipTime×66
BratChat×66
wardrobGG×48
TwitchConHYPE×27
SUBtember×25
PewPewPew×17
EWCcrush×14
imGlitch×14
VirtualHug×14
StinkyGlitch×13
kaicGimmiegold×12
<3×12
aceakeW×12
bonberBouncin×12

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026	×79	70	0m→13m	VIRAL
02	StreamerU2026	×77	72	0m→17m	VIRAL
03	StreamerU2026 StreamerU2026 StreamerU2026	×75	68	1m→17m	VIRAL
04	USE KAI PHONE ( COPY AND PASTE )	×75	48	10m→14m	VIRAL
05	StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026	×74	66	1m→8m	VIRAL
06	StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026	×68	63	1m→16m	VIRAL
07	StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026	×45	42	1m→16m	VIRAL
08	StreamerU2026 StreamerU2026	×43	41	1m→17m	VIRAL
09	StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026	×41	40	1m→12m	VIRAL
10	wardrobe	×33	32	0m→16m	VIRAL

Keyword cloud

TOP 18 TOKENS

phone₅₅₆wardrobe₂₉₂mink₁₈₁subscribed₁₇₂lagging₁₅₉just₁₁₃gave₁₀₄what₈₆copy₈₅paste₈₅skai₈₂this₈₁tier₇₇with₇₁wifi₆₄yall₆₃looking₅₈love₅₇

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

01:00eldog498WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
03:00moliviaabooPEAK
what’s going on?
03:00just_j3nnyherePEAK
maccdaBrainbreak2 maccdaBrainbreak2
03:00hellotheir1230PEAK
heyyyyyyyyyyyyyyy
03:00idkifthisazaleabooPEAK
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026
03:00thegoat2aPEAK
VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug VirtualHug StinkyGlitch StinkyGlitch Stinky
03:00lexiissexy69PEAK
WWWWWWWWWWWWWWWWWWWWW

User colors

TOP 16

Participation inequality

2,526 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

10%

25 users

Top 5%

26%

126 users

Top 10%

38%

253 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 msg1,480USERS1,480MSGS25.9%
2-4 msgs792USERS2,052MSGS35.9%
5-19 msgs242USERS1,830MSGS32.1%
20+ msgs12USERS347MSGS6.1%

12 super-active users (0.5% of chatters) wrote 6% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@cedemacc5 · by 1 users
@ilovetakissssssss3 · by 3 users
@spiderspitingwebs2 · by 2 users
@thequeen_cc1 · by 1 users
@idksomelonergirly1 · by 1 users
@jaydohes1 · by 1 users
@pebbles_the1andonly1 · by 1 users
@laiersofcoolness1 · by 1 users
@camillionareee31 · by 1 users
@lulmyaaa1 · by 1 users

Top interactors

WHO REACHES OUT

ogjaylol5 sent
jainiyajanae2 sent
theylovegabby182 sent
gigamind11222 sent
duhhhkynnn1 sent
queenlondon231 sent
youlovesp1 sent
yabotchace1 sent
1xxl0v33xx1 sent
nanathebanana3331 sent

Badge mix

TOP 8

SUBSCRIBER282 · 5%
TURBO269 · 5%
PREMIUM216 · 4%
MODERATOR96 · 2%
BOT-BADGE95 · 2%
WENT-OUTSIDE40 · 1%
NO_VIDEO35 · 1%
NO_AUDIO25 · 0%

Core community

≥3 interactions

Drive-by

1,465

1 msg · 0 interactions

Mentions

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 35

#	From		To	Count
01	ogjaylol	→	cedemacc	5
02	duhhhkynnn	→	thequeen_cc	1
03	queenlondon23	→	idksomelonergirly	1
04	youlovesp	→	jaydohes	1
05	yabotchace	→	pebbles_the1andonly	1
06	1xxl0v33xx	→	laiersofcoolness	1
07	nanathebanana333	→	camillionareee3	1
08	zaney1x	→	lulmyaaa	1
09	glizzzabelle	→	officially_taytay	1
10	streamelements	→	big25xxx	1
11	officially_taytay	→	glizzzabelle	1
12	theyluvminnie_	→	ih3arttrin	1

Chat tape

NOTABLE MESSAGES

00:00splts101OPENER
ayyyyyy
01:00eldog498WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
03:00moliviaabooPEAK
what’s going on?
03:00just_j3nnyherePEAK
maccdaBrainbreak2 maccdaBrainbreak2
03:00hellotheir1230PEAK
heyyyyyyyyyyyyyyy
03:00idkifthisazaleabooPEAK
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026

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

0.44

0 = broad, 1 = few voices

Loyal chatters

254

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.1%
CAPS RAGE19.6%
SPAM/PASTA14.8%
BOT MSGS1.7%

Sponsor signals · detected in chat

2 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×2	2	10m→11m	ORGANIC
CMD	!welcome	×1	1	9m→9m	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

ES0.4%
EN18.7%
OTHER / EMOTE-ONLY80.9%

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 5,709CHATTERS 2526POS 166NEG 26TOP KEYWORD “PHONE” ×556GINI 0.437BOTS 5PEAK ×6.1 @ 3m

wardrobewinter's Streamer University stream "🟢 WARDROBE TAKING OVER STREAMER UNIVERSITY 🟢 DAY 1 🟢 JOIN UP QUICK 🟢" on Jul 16, 2026 generated 5,709 messages from 2,526 unique chatters (259.5 msgs/min average, peaking at 611/min). Sentiment ran 166 positive vs 26 negative, and the top keyword was "phone" (×556). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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wardrobewinter stream analytics summary