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

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.

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wardrobewinter stream analytics summary