wardrobewinter — Streamer University stream analytics — Jul 18, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 18, 2026 · VOD 2823316107
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
- 1580:000.00→0.28Δ+0.28
- 767:000.25→0.00Δ-0.25
- 966:000.00→0.25Δ+0.25
- 967:000.25→0.00Δ-0.25
- 1494:000.05→0.30Δ+0.25
- 1581:000.28→0.03Δ-0.25
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
138 first-time chatters in one minute (raid-like influx)
- Tunesskii: LAGGGGGGGGGGGGYYYYYYYY
- jashayla029: Shoes shoes shoes shoes shoes shoes shoes Shoes shoes shoes shoes shoes shoes sh
47 emote msgs — ×14.3 the average
- khiruxx: why the screen black
- liyahchasemoney: omg dis lag
26 emote msgs — ×7.9 the average
- sxlentjai: THEY NEED TO FIND YOUR SHIRT WTF
- bxbrie_x: where’s your shoes??
147 first-time chatters in one minute (raid-like influx)
- xo_odalis15: where he going bruhhhhh
- mrsgaulden1: MAX CAME OUTTTTT??????}
138 first-time chatters in one minute (raid-like influx)
- faeniicole: HES NOT BEING A PERSON??? BUT YOU WAS JUST DEGRADING SOMEBODY
- jadakeene5: he weird weird
Keyword tracker
- wardrobe10,825
- yall6,477
- that5,895
- they5,884
- what5,094
- this4,329
- just3,729
- like3,315
- where3,125
- penny2,808
- love2,703
- with2,671
- your2,108
- girl2,087
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 582 | 1.00 | known | known bot account |
| streamelements | 156 | 1.00 | known | known bot account |
| itsihnk | 24 | 0.75 | high | repeated one message ×13 (54% of output) · 14 messages fired <2s apart |
| rxzzlive | 8 | 0.75 | high | repeated one message ×5 (63% of output) · 6 messages fired <2s apart |
| xavierterborg1 | 46 | 0.55 | medium | 8 messages fired <2s apart · 19.6 msgs/min sustained |
| goofygoober70002 | 43 | 0.55 | medium | 5 messages fired <2s apart · 8.4 msgs/min sustained |
| vezziooo | 22 | 0.55 | medium | 17 messages fired <2s apart · 6.1 msgs/min sustained |
| shay2funnyyyyy | 18 | 0.55 | medium | 5 messages fired <2s apart · 9.5 msgs/min sustained |
| saucysantana745 | 16 | 0.55 | medium | 14 messages fired <2s apart · 16 msgs/min sustained |
| hasanabi | 15 | 0.55 | medium | 13 messages fired <2s apart · 15 msgs/min sustained |
| caliharrison | 14 | 0.55 | medium | 3 messages fired <2s apart · 11.5 msgs/min sustained |
| ami209qw | 14 | 0.55 | medium | 4 messages fired <2s apart · 11.4 msgs/min sustained |
| queenis12 | 13 | 0.55 | medium | 3 messages fired <2s apart · 13 msgs/min sustained |
| melimelooo05 | 12 | 0.55 | medium | 3 messages fired <2s apart · 9.4 msgs/min sustained |
| isam12120 | 12 | 0.55 | medium | 3 messages fired <2s apart · 12 msgs/min sustained |
Emote pulse
- StreamerU20265,815
- wardrobGG2,632
- PogChamp1,264
- plaqueboyLogo2966
- SipTime881
- <3617
- TwitchUnity518
- plaqueboyLogo482
Evidence tape
- 00:00jay1278jayOPENER
hiiiiii
- 06:00knylahhhhWALL
wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG
- 62:00noahishim120412PING
switch to Kai @wardrobewinter
- 163:00a_mainz24WALL
ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper Resident
- 212:00turntdavidPING
wya @wardrobewinter
- 265:00king_67__WALL
MAX WHERE IS WARDROBE WE ONLY WANT ANSWERSS🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟�
Chat rate · per minute
Cumulative messages
New chatters / min
Top chatter
SENT
Dominance
Leaderboard · Top 20
| # | Chatter | Badges | Msgs | Activity 0m→1658m | Share |
|---|---|---|---|---|---|
| 01 | motionfemaie | 1140 | 0.5% | ||
| 02 | TheyheartBri | SUB | 988 | 0.5% | |
| 03 | kilspade | 902 | 0.4% | ||
| 04 | imdagoatedqueen67 | 633 | 0.3% | ||
| 05 | nohkaro | 629 | 0.3% | ||
| 06 | tinnnnkkk | SUB | 605 | 0.3% | |
| 07 | tylerilahnee | SUB | 585 | 0.3% | |
| 08 | Fossabot | MODBOT | 582 | 0.3% | |
| 09 | kaya_kw_ | SUB | 562 | 0.3% | |
| 10 | justbt101 | 471 | 0.2% | ||
| 11 | ssaniyaa_k | 465 | 0.2% | ||
| 12 | skyehop3 | 452 | 0.2% | ||
| 13 | krimmie301 | 417 | 0.2% | ||
| 14 | jay130344 | 410 | 0.2% | ||
| 15 | kemonoffzans | 409 | 0.2% | ||
| 16 | payingmydeed | SUB | 358 | 0.2% | |
| 17 | aleshasheree | SUB | 335 | 0.2% | |
| 18 | naetinkssss | 333 | 0.2% | ||
| 19 | cr4zy4lif3 | 331 | 0.2% | ||
| 20 | JadaSimsx | 328 | 0.1% |
User types · badge mix
- SUBSCRIBER27,339 · 12%
- TURBO26,497 · 12%
- PREMIUM19,806 · 9%
- FOOTBALL-FEST-20264,588 · 2%
- TWITCH-RECAP-20251,976 · 1%
- NO_VIDEO1,803 · 1%
- TWITCH-RECAP-20231,458 · 1%
- NO_AUDIO1,166 · 1%
New chatters · arrival curve
first-message arrivals · 0m → 1658m
211 joined in the first 2 minutes = 1% of all chatters
Most mentioned
- @redbull106 · 70u
- @versacemimii84 · 60u
- @j9oee79 · 69u
- @therealestz_64 · 60u
- @imdagoatedqueen6751 · 48u
- @aleshasheree49 · 44u
- @kaya_kw_40 · 37u
- @brayamichelle39 · 28u
Top interactors
- motionfemaie209
- streamelements151
- itsarieeelol118
- cr4zy4lif390
- aleshasheree80
- ldcsheisnt74
- kemonoffzans60
- nyccmakaylaa57
Chat tape
- 00:00jay1278jayOPENER
hiiiiii
- 06:00knylahhhhWALL
wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG
- 62:00noahishim120412PING
switch to Kai @wardrobewinter
- 163:00a_mainz24WALL
ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper Resident
- 212:00turntdavidPING
wya @wardrobewinter
- 265:00king_67__WALL
MAX WHERE IS WARDROBE WE ONLY WANT ANSWERSS🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟�
- 311:00maddieisdagoat1235WALL
wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG
- 351:00ZEROFROZTPING
Hey go check on Max @wardrobewinter
Concentration
Emote volume
Emotes / min
Message length · distribution
Chat DNA
- CAPS21.4%
- QUESTIONS4.1%
- MENTIONS6.0%
- COMMANDS0.2%
Top multiplier
- 02wardrobGG×2632
- 03PogChamp×1264
- 04plaqueboyLogo2×966
Emote leaderboard
- StreamerU2026×5,815
- wardrobGG×2,632
- PogChamp×1,264
- plaqueboyLogo2×966
- SipTime×881
- <3×617
- TwitchUnity×518
- plaqueboyLogo×482
- TwitchConHYPE×458
- Squid2×424
- BratChat×401
- Shush×368
- LUL×352
- qayLMFAO×330
- WeDidThat×326
- GoalHype×230
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
Copypasta tracker
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | 😂😂😂😂 | ×777 | 463 | 3m→1656m | VIRAL |
| 02 | 😂😂😂😂😂 | ×723 | 398 | 3m→1656m | VIRAL |
| 03 | 😂😂😂 | ×627 | 400 | 3m→1656m | VIRAL |
| 04 | LMAO | ×498 | 234 | 5m→1656m | VIRAL |
| 05 | 😂😂😂😂😂😂 | ×497 | 315 | 3m→1656m | VIRAL |
| 06 | LMAOOO | ×480 | 283 | 6m→1656m | VIRAL |
| 07 | 😭😭😭 | ×440 | 271 | 4m→1656m | VIRAL |
| 08 | 😭😭😭😭 | ×421 | 291 | 6m→1655m | VIRAL |
| 09 | !watchtime | ×400 | 322 | 7m→1657m | VIRAL |
| 10 | 😭😭😭😭😭 | ×373 | 267 | 7m→1654m | VIRAL |
Keyword cloud
Mood regime
Spam tape
- 06:00knylahhhhWALL
wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG
- 163:00a_mainz24WALL
ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper Resident
- 265:00king_67__WALL
MAX WHERE IS WARDROBE WE ONLY WANT ANSWERSS🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟�
- 311:00maddieisdagoat1235WALL
wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG
- 402:00im2tuff100PEAK
CLOCK THAT SHITTT
- 402:00fourpfjamareePEAK
bruh this ad😭😭😭😭😭😭
- 402:00liljaelianaPEAK
Fuck you ojay not shit
User colors
Participation inequality
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
Community split
Lorenz curve · cumulative share
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
User tiers · who carries the chat
- 1 msg11,224USERS11,224MSGS5.1%
- 2-4 msgs9,478USERS25,442MSGS11.6%
- 5-19 msgs6,416USERS58,136MSGS26.5%
- 20+ msgs2,205USERS124,638MSGS56.8%
2,205 super-active users (7.5% of chatters) wrote 57% of all messages
Unique chatters / min
Arrivals · cumulative
Most mentioned
- @redbull106 · by 70 users
- @versacemimii84 · by 60 users
- @j9oee79 · by 69 users
- @therealestz_64 · by 60 users
- @imdagoatedqueen6751 · by 48 users
- @aleshasheree49 · by 44 users
- @kaya_kw_40 · by 37 users
- @brayamichelle39 · by 28 users
- @ssszzu137 · by 14 users
- @nuttabuttaaaa35 · by 28 users
Top interactors
- motionfemaie209 sent
- streamelements151 sent
- itsarieeelol118 sent
- cr4zy4lif390 sent
- aleshasheree80 sent
- ldcsheisnt74 sent
- kemonoffzans60 sent
- nyccmakaylaa57 sent
- knylahhhh54 sent
- miasarchive50 sent
Badge mix
- SUBSCRIBER27339 · 12%
- TURBO26497 · 12%
- PREMIUM19806 · 9%
- FOOTBALL-FEST-20264588 · 2%
- TWITCH-RECAP-20251976 · 1%
- NO_VIDEO1803 · 1%
- TWITCH-RECAP-20231458 · 1%
- NO_AUDIO1166 · 1%
Mention flows · top pairs
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | motionfemaie | → | ssszzu1 | 14 | |
| 02 | ssszzu1 | → | versacemimii | 13 | |
| 03 | lunabbyy18 | → | ojaysuave | 11 | |
| 04 | nasmiraa | → | brayamichelle | 8 | |
| 05 | zaamylove | → | mythical_drop89 | 7 | |
| 06 | n_niyaaa | → | amourrrnyaa | 6 | |
| 07 | leibandz01 | → | highoffchiaa | 6 | |
| 08 | riri113849 | → | h3zzon | 6 | |
| 09 | marcusruggs | → | redbull | 6 | |
| 10 | realestdes | → | aniyasl | 5 | |
| 11 | aniyasl | → | realestdes | 5 | |
| 12 | m8riah | → | zariahillya | 5 |
Chat tape
- 00:00jay1278jayOPENER
hiiiiii
- 06:00knylahhhhWALL
wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG wardrobGG
- 62:00noahishim120412PING
switch to Kai @wardrobewinter
- 163:00a_mainz24WALL
ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper ResidentSleeper Resident
- 212:00turntdavidPING
wya @wardrobewinter
- 265:00king_67__WALL
MAX WHERE IS WARDROBE WE ONLY WANT ANSWERSS🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟🍟�
Social share card
This is the exact image link unfurlers render when this stream is shared.
↓ Download card (1200×630)Ad equivalence
no viewer track captured
Engagement quality
Brand safety
- PROFANITY0.7%
- CAPS RAGE21.4%
- SPAM/PASTA3.7%
- BOT MSGS0.3%
Sponsor signals · detected in chat
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| CMD | !watchtime | ×415 | 330 | 7m→1657m | ORGANIC |
| LINK | twitch.tv | ×20 | 2 | 1271m→1505m | ORGANIC |
| CMD | !followage | ×18 | 16 | 102m→1518m | ORGANIC |
| LINK | twitch.amazon.com | ×15 | 1 | 303m→1543m | BOT TIMER |
| CMD | !discord | ×14 | 14 | 21m→1537m | ORGANIC |
| CMD | !prime | ×12 | 7 | 303m→1543m | ORGANIC |
| CMD | !time | ×6 | 6 | 180m→1561m | ORGANIC |
| CMD | !gamble | ×6 | 6 | 544m→1627m | ORGANIC |
| CMD | !watch | ×5 | 5 | 263m→1244m | ORGANIC |
| CMD | !title | ×2 | 2 | 25m→1516m | ORGANIC |
| LINK | youtu.be | ×2 | 1 | 43m→275m | ORGANIC |
| CMD | !wachtime | ×2 | 2 | 105m→1107m | ORGANIC |
| CMD | !clip | ×2 | 2 | 157m→376m | ORGANIC |
| CMD | !watchtims | ×2 | 2 | 289m→475m | ORGANIC |
Sponsor lift · ad-read impact
Audience language
- ES1.2%
- EN22.2%
- OTHER / EMOTE-ONLY76.5%
language of written messages · emote-only spam excluded from ES/EN
Audience overlap
- 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
real version fetches channel history via twitchtracker / helix
wardrobewinter stream analytics summary
wardrobewinter's Streamer University stream "HOMECOMING TODAY 🏫 STREAMER UNIVERSITY 🏫 DAY 4 🏫 FOLLOW & SUBSCRIBE 🏫" on Jul 18, 2026 generated 219,440 messages from 29,323 unique chatters (132.3 msgs/min average, peaking at 715/min). Sentiment ran 11,125 positive vs 793 negative, and the top keyword was "wardrobe" (×10825). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.