FULL STREAM INTELLIGENCE · Streamer University
Jul 20, 2026 · VOD 2824339132
keyword lexicon heuristic · not a language model
598 msgs — ×6.6 the stream average
130 first-time chatters in one minute (raid-like influx)
87 first-time chatters in one minute (raid-like influx)
85 first-time chatters in one minute (raid-like influx)
95 emote msgs — ×22.1 the average
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 266 | 1.00 | known | known bot account |
| streamelements | 93 | 1.00 | known | known bot account |
| nightbot | 21 | 1.00 | known | known bot account |
| zuni45 | 59 | 0.55 | medium | 13 messages fired <2s apart · 20.7 msgs/min sustained |
| phazonsuiit | 29 | 0.55 | medium | 11 messages fired <2s apart · 29 msgs/min sustained |
| hydraszn | 12 | 0.55 | medium | 4 messages fired <2s apart · 12 msgs/min sustained |
| bendadonnn | 11 | 0.55 | medium | 10 messages fired <2s apart · 11 msgs/min sustained |
| nozarashi_01 | 23 | 0.45 | medium | repeated one message ×12 (52% of output) |
| lanahpaytoe | 10 | 0.45 | medium | repeated one message ×5 (50% of output) |
| doubledavee | 10 | 0.45 | medium | repeated one message ×5 (50% of output) |
| katrinasinnivong | 9 | 0.45 | medium | repeated one message ×5 (56% of output) |
| n_alissa | 7 | 0.45 | medium | repeated one message ×4 (57% of output) |
| vanilla_love56 | 6 | 0.45 | medium | repeated one message ×4 (67% of output) |
| tthev | 5 | 0.45 | medium | repeated one message ×4 (80% of output) |
WWWWWWWW
OMG CATRNADO
quick with it
we littttttttt
WW HUNGER YUGI
WE GOING TO EUROPE
| # | Chatter | Badges | Msgs | Activity 0m→443m | Share |
|---|---|---|---|---|---|
| 01 | onlyquackk | SUB | 889 | 2.2% | |
| 02 | giannirahh | 689 | 1.7% | ||
| 03 | tosh5o | MOD | 548 | 1.4% | |
| 04 | bruhlend8 | 408 | 1.0% | ||
| 05 | WqterSqge | VIP | 370 | 0.9% | |
| 06 | wagner9x | SUB | 335 | 0.8% | |
| 07 | K1NGJD0G | 325 | 0.8% | ||
| 08 | vsuae | SUBVIP | 315 | 0.8% | |
| 09 | karissa2x | MOD | 314 | 0.8% | |
| 10 | boredom2x | VIP | 314 | 0.8% | |
| 11 | Jaycondones2x | 304 | 0.8% | ||
| 12 | baylesh2x | 298 | 0.7% | ||
| 13 | Fossabot | MODBOT | 266 | 0.7% | |
| 14 | Seafang | 245 | 0.6% | ||
| 15 | Svnese | VIP | 239 | 0.6% | |
| 16 | sanjikenn | VIP | 235 | 0.6% | |
| 17 | viegoshole | SUB | 223 | 0.6% | |
| 18 | theriddler9010 | SUB | 222 | 0.5% | |
| 19 | ansoop | VIP | 218 | 0.5% | |
| 20 | pepsicle13 | 217 | 0.5% |
first-message arrivals · 0m → 443m
601 joined in the first 2 minutes = 11% of all chatters
WWWWWWWW
OMG CATRNADO
quick with it
we littttttttt
WW HUNGER YUGI
WE GOING TO EUROPE
saunters with the quickness
@Yugi2x u quick with it
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | LMFAO | ×700 | 189 | 2m→440m | VIRAL |
| 02 | LMAO | ×418 | 138 | 3m→439m | VIRAL |
| 03 | yugi broke his leg | ×180 | 116 | 3m→436m | VIRAL |
| 04 | pfft | ×172 | 84 | 6m→431m | VIRAL |
| 05 | LMAOOOOOOOOOO | ×131 | 22 | 3m→437m | VIRAL |
| 06 | LOL ͏ | ×104 | 53 | 9m→422m | VIRAL |
| 07 | WW STREAM | ×96 | 54 | 262m→443m | VIRAL |
| 08 | AURA | ×95 | 75 | 1m→423m | VIRAL |
| 09 | ouushit | ×95 | 62 | 1m→437m | VIRAL |
| 10 | LMFAOOO | ×83 | 44 | 3m→441m | VIRAL |
OMG CATRNADO
quick with it
we littttttttt
WW HUNGER YUGI
WE GOING TO EUROPE
saunters with the quickness
yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3 yugi2xY2X3
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
373 super-active users (7.1% of chatters) wrote 63% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | fossabot | → | yugi2x | 32 | |
| 02 | hannahroseabove | → | tosh5o | 27 | |
| 03 | tosh5o | → | hannahroseabove | 19 | |
| 04 | potatbotat | → | bruhmaster051 | 15 | |
| 05 | potatbotat | → | yugi2x | 13 | |
| 06 | fossabot | → | giannirahh | 12 | |
| 07 | nightbot | → | jaycondones2x | 11 | |
| 08 | hannahroseabove | → | ansoop | 10 | |
| 09 | dsmkp | → | yugi2x | 7 | |
| 10 | giannirahh | → | neokio | 6 | |
| 11 | streamelements | → | a2alkkillso7n | 6 | |
| 12 | onlyquackk | → | hannahroseabove | 6 |
WWWWWWWW
OMG CATRNADO
quick with it
we littttttttt
WW HUNGER YUGI
WE GOING TO EUROPE
This is the exact image link unfurlers render when this stream is shared.
↓ Download card (1200×630)no viewer track captured
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| CMD | !watchtime | ×99 | 74 | 5m→440m | ORGANIC |
| CMD | !followage | ×56 | 51 | 5m→441m | ORGANIC |
| LINK | x.com | ×54 | 6 | 3m→440m | BOT TIMER |
| LINK | discord.gg | ×38 | 1 | 3m→440m | BOT TIMER |
| CMD | !comm | ×27 | 9 | 3m→440m | ORGANIC |
| CMD | !commercial | ×25 | 8 | 0m→400m | ORGANIC |
| LINK | twitch.tv | ×25 | 14 | 6m→429m | BOT TIMER |
| CMD | !sny | ×23 | 21 | 207m→440m | ORGANIC |
| CMD | !time | ×20 | 19 | 6m→443m | ORGANIC |
| CMD | !unfollow | ×20 | 17 | 207m→440m | ORGANIC |
| CMD | !phone | ×14 | 10 | 165m→365m | ORGANIC |
| CMD | !raid | ×13 | 12 | 9m→382m | ORGANIC |
| CMD | !roomate | ×11 | 11 | 3m→404m | ORGANIC |
| CMD | !roommate | ×11 | 11 | 253m→440m | ORGANIC |
language of written messages · emote-only spam excluded from ES/EN
shared active chatters · real version needs chat dumps of candidate streamers
real version fetches channel history via twitchtracker / helix
Yugi2x's Streamer University stream "🌟 STREAMER UNIVERSITY DAY 5 🌟 LIVE ALL DAY 🌟 CRUMB OF SU 🌟 !classes !roommate !socials !comm !oscs" on Jul 20, 2026 generated 40,394 messages from 5,232 unique chatters (91 msgs/min average, peaking at 598/min). Sentiment ran 4,821 positive vs 113 negative, and the top keyword was "yugi" (×2222). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.