FULL STREAM INTELLIGENCE · Streamer University
Jul 20, 2026 · VOD 2824342037
keyword lexicon heuristic · not a language model
222 first-time chatters in one minute (raid-like influx)
260 first-time chatters in one minute (raid-like influx)
177 first-time chatters in one minute (raid-like influx)
131 first-time chatters in one minute (raid-like influx)
116 first-time chatters in one minute (raid-like influx)
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| streamelements | 1,218 | 1.00 | known | known bot account |
| veryscamlikely | 54 | 1.00 | high | repeated one message ×52 (96% of output) · 51 messages fired <2s apart · 54 msgs/min sustained |
| madara_gucciha | 16 | 1.00 | high | repeated one message ×8 (50% of output) · 13 messages fired <2s apart · 16 msgs/min sustained |
| munching925 | 14 | 1.00 | high | repeated one message ×7 (50% of output) · 3 messages fired <2s apart · 12 msgs/min sustained |
| snoozeyg | 196 | 0.75 | high | repeated one message ×111 (57% of output) · 114 messages fired <2s apart |
| hydraszn | 21 | 0.75 | high | repeated one message ×13 (62% of output) · 16 messages fired <2s apart |
| kaitheguy69073 | 20 | 0.75 | high | repeated one message ×10 (50% of output) · 3 messages fired <2s apart |
| matthewed | 7 | 0.75 | high | repeated one message ×6 (86% of output) · 4 messages fired <2s apart |
| krustyvlogs | 1,582 | 0.55 | medium | 1386 messages fired <2s apart · 7.7 msgs/min sustained |
| kieshatheegg | 630 | 0.55 | medium | 231 messages fired <2s apart · 7 msgs/min sustained |
| hotmessmomo | 58 | 0.55 | medium | 8 messages fired <2s apart · 8.7 msgs/min sustained |
| secretlyadoll | 47 | 0.55 | medium | 6 messages fired <2s apart · 7.9 msgs/min sustained |
| leo_thegreat_25 | 41 | 0.55 | medium | 4 messages fired <2s apart · 6.7 msgs/min sustained |
| ysl1torie | 41 | 0.55 | medium | 6 messages fired <2s apart · 14 msgs/min sustained |
| goofy345756346 | 33 | 0.55 | medium | 12 messages fired <2s apart · 23.6 msgs/min sustained |
wwwwwww
@KanelJoseph BRO I LOVE UR STREAMS BRO IVE BEEN A FAN FOREVER BRO I LOVE YOU GANG your streams are helping me get throu
@KanelJoseph my fav streamer bro
why don’t you eat pork @kaneljoseph
u should do fake spoiling video for new Spider-Man @kaneljoseph
PIN @kaneljoseph don't eat been outside this whole time !!!
| # | Chatter | Badges | Msgs | Activity 0m→209m | Share |
|---|---|---|---|---|---|
| 01 | KrustyVlogs | SUBVIP | 1582 | 2.4% | |
| 02 | StreamElements | MODBOT | 1218 | 1.9% | |
| 03 | cause2o | SUB | 694 | 1.1% | |
| 04 | kieshatheegg | VIP | 630 | 1.0% | |
| 05 | wolfisar_2 | 574 | 0.9% | ||
| 06 | bennis_m8 | SUB | 441 | 0.7% | |
| 07 | nsut__ | 431 | 0.7% | ||
| 08 | da_vidargisgoated | SUB | 400 | 0.6% | |
| 09 | jdjdjxcjwjkxkx | 316 | 0.5% | ||
| 10 | zeehahahaha | 295 | 0.5% | ||
| 11 | pj5kk | SUB | 290 | 0.4% | |
| 12 | sleepy_ryu | 275 | 0.4% | ||
| 13 | Aryic123 | SUB | 258 | 0.4% | |
| 14 | scaber221 | 254 | 0.4% | ||
| 15 | JohnPorkGaming123 | SUB | 254 | 0.4% | |
| 16 | useless_tj1 | 223 | 0.3% | ||
| 17 | raaraa90 | 208 | 0.3% | ||
| 18 | niko_2913 | 201 | 0.3% | ||
| 19 | snoozeyg | 196 | 0.3% | ||
| 20 | LuckySpartan07 | MOD | 182 | 0.3% |
first-message arrivals · 0m → 209m
512 joined in the first 2 minutes = 7% of all chatters
wwwwwww
@KanelJoseph BRO I LOVE UR STREAMS BRO IVE BEEN A FAN FOREVER BRO I LOVE YOU GANG your streams are helping me get throu
@KanelJoseph my fav streamer bro
why don’t you eat pork @kaneljoseph
u should do fake spoiling video for new Spider-Man @kaneljoseph
PIN @kaneljoseph don't eat been outside this whole time !!!
much love kanel im proud of you, i never had more fun watching a streamer than in the past 5 days im so glad that i was
kaicNaenae kaicGimmiegold kaicSturdyy kaicFireMGM kaicENAT kaicCaught4K kaicStare kaicCryy kaicSTURDY kaicDubs kaicE kai
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | kiss | ×739 | 299 | 10m→159m | VIRAL |
| 02 | !watchtime | ×636 | 469 | 2m→209m | VIRAL |
| 03 | KISS | ×549 | 202 | 11m→157m | VIRAL |
| 04 | WWWW | ×347 | 160 | 0m→209m | VIRAL |
| 05 | WWWWW | ×298 | 159 | 0m→209m | VIRAL |
| 06 | KISSS | ×266 | 98 | 10m→144m | VIRAL |
| 07 | suki | ×260 | 150 | 106m→208m | VIRAL |
| 08 | kisss | ×245 | 105 | 10m→158m | VIRAL |
| 09 | wwww | ×242 | 162 | 0m→209m | VIRAL |
| 10 | wwwww | ×236 | 144 | 0m→208m | VIRAL |
much love kanel im proud of you, i never had more fun watching a streamer than in the past 5 days im so glad that i was
kaicNaenae kaicGimmiegold kaicSturdyy kaicFireMGM kaicENAT kaicCaught4K kaicStare kaicCryy kaicSTURDY kaicDubs kaicE kai
Just wanted to let you know that God loves you and wants a relationship with you even if you done wrong he will always l
Just want to let you know that God loves you and wants a relationship with you even if you done wrong he will always lov
I was here since you where homeless gang I'm your day one 😭
ENEMMERJNEME
Squid1 Squid2 Squid3 Squid2 Squid4
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
731 super-active users (10.1% of chatters) wrote 63% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | streamelements | → | eliaove22 | 10 | |
| 02 | streamelements | → | peanutmr34 | 9 | |
| 03 | streamelements | → | mxpzio | 9 | |
| 04 | streamelements | → | at_1028 | 7 | |
| 05 | streamelements | → | bot322lol | 6 | |
| 06 | streamelements | → | juju_bujuuu | 6 | |
| 07 | streamelements | → | veunsv | 6 | |
| 08 | streamelements | → | v1ctorg99 | 6 | |
| 09 | streamelements | → | thelegendkev76 | 5 | |
| 10 | streamelements | → | f1acko559 | 5 | |
| 11 | streamelements | → | htx_carlos68 | 5 | |
| 12 | streamelements | → | freelotionn | 5 |
wwwwwww
@KanelJoseph BRO I LOVE UR STREAMS BRO IVE BEEN A FAN FOREVER BRO I LOVE YOU GANG your streams are helping me get throu
@KanelJoseph my fav streamer bro
why don’t you eat pork @kaneljoseph
u should do fake spoiling video for new Spider-Man @kaneljoseph
PIN @kaneljoseph don't eat been outside this whole time !!!
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 | ×677 | 477 | 2m→209m | ORGANIC |
| CMD | !gamble | ×388 | 144 | 1m→209m | ORGANIC |
| CMD | !points | ×156 | 123 | 1m→208m | ORGANIC |
| CMD | !followage | ×96 | 72 | 3m→202m | ORGANIC |
| LINK | discord.gg | ×71 | 2 | 4m→209m | BOT TIMER |
| LINK | instagram.com | ×56 | 2 | 1m→208m | BOT TIMER |
| LINK | x.com | ×48 | 4 | 57m→208m | BOT TIMER |
| LINK | twitter.com | ×42 | 1 | 4m→209m | BOT TIMER |
| CMD | !roulette | ×31 | 8 | 28m→208m | ORGANIC |
| LINK | kick.com | ×29 | 1 | 71m→81m | ORGANIC |
| CMD | !discord | ×19 | 18 | 13m→208m | ORGANIC |
| CMD | !sub | ×8 | 3 | 43m→207m | ORGANIC |
| LINK | twitch.tv | ×7 | 1 | 43m→207m | BOT TIMER |
| CMD | !clip | ×7 | 6 | 82m→125m | 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
KanelJoseph's Streamer University stream "STREAMER UNIVERSITY DAY 5 🤧👀 | VIRTUAL STUDENT 🤖 | DAY 66/120 !discord !insta !twitter" on Jul 20, 2026 generated 64,957 messages from 7,256 unique chatters (309.3 msgs/min average, peaking at 670/min). Sentiment ran 6,051 positive vs 712 negative, and the top keyword was "kanel" (×2239). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.