FULL STREAM INTELLIGENCE · Streamer University
Jul 20, 2026 · VOD 2824340286
keyword lexicon heuristic · not a language model
342 first-time chatters in one minute (raid-like influx)
297 first-time chatters in one minute (raid-like influx)
237 first-time chatters in one minute (raid-like influx)
191 emote msgs — ×9.5 the average
96 emote msgs — ×4.8 the average
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 351 | 1.00 | known | known bot account |
| streamelements | 75 | 1.00 | known | known bot account |
| nightbot | 5 | 1.00 | known | known bot account |
| jdzzey | 31 | 0.75 | high | repeated one message ×17 (55% of output) · 3 messages fired <2s apart |
| lacy | 12 | 0.75 | high | repeated one message ×10 (83% of output) · 8 messages fired <2s apart |
| chris777177 | 20 | 0.70 | high | repeated one message ×10 (50% of output) · 14.1 msgs/min sustained |
| yullhuur | 13 | 0.70 | high | repeated one message ×7 (54% of output) · 13 msgs/min sustained |
| webs29 | 11 | 0.70 | high | repeated one message ×6 (55% of output) · 11 msgs/min sustained |
| anticonned | 3,362 | 0.55 | medium | 2102 messages fired <2s apart · 11.7 msgs/min sustained |
| xeno1xxx | 1,996 | 0.55 | medium | 277 messages fired <2s apart · 7 msgs/min sustained |
| flipmyass1000 | 33 | 0.55 | medium | 21 messages fired <2s apart · 33 msgs/min sustained |
| bellllllllllaaawaa | 30 | 0.55 | medium | 20 messages fired <2s apart · 8.5 msgs/min sustained |
| astrotycs | 28 | 0.55 | medium | 9 messages fired <2s apart · 12.3 msgs/min sustained |
| ryyluvr | 27 | 0.55 | medium | 4 messages fired <2s apart · 6.7 msgs/min sustained |
| ascend_2am | 26 | 0.55 | medium | 6 messages fired <2s apart · 20.3 msgs/min sustained |
fncssssssssss
Ark gets his 2k @lacy
@lacy Are you Ok
@lacy 1-10 how is dorm life
ARE U GETTING A SKIN @lacy
@lacy MAYBE GAME
| # | Chatter | Badges | Msgs | Activity 0m→290m | Share |
|---|---|---|---|---|---|
| 01 | AntiConned | 3362 | 2.7% | ||
| 02 | xeno1xxx | 1996 | 1.6% | ||
| 03 | 6tyrew | MOD | 1648 | 1.3% | |
| 04 | lowkeykyne | VIP | 872 | 0.7% | |
| 05 | timbin7 | MOD | 842 | 0.7% | |
| 06 | 0pogix | VIP | 813 | 0.6% | |
| 07 | itsStrawBTW | SUBVIP | 629 | 0.5% | |
| 08 | Barack_44 | SUBVIP | 608 | 0.5% | |
| 09 | davinahhh12 | 552 | 0.4% | ||
| 10 | CANYONXXXX | 497 | 0.4% | ||
| 11 | airbranback | VIP | 469 | 0.4% | |
| 12 | dnvvyy | 450 | 0.4% | ||
| 13 | oooosummer | MOD | 431 | 0.3% | |
| 14 | heidyxana | 409 | 0.3% | ||
| 15 | JRMYII | VIP | 402 | 0.3% | |
| 16 | winning1616 | SUBVIP | 387 | 0.3% | |
| 17 | icysnipes24_ | MOD | 384 | 0.3% | |
| 18 | 0v0jumpman | 360 | 0.3% | ||
| 19 | Fossabot | MODBOT | 351 | 0.3% | |
| 20 | Passive2x | VIP | 332 | 0.3% |
first-message arrivals · 0m → 290m
807 joined in the first 2 minutes = 4% of all chatters
fncssssssssss
Ark gets his 2k @lacy
@lacy Are you Ok
@lacy 1-10 how is dorm life
ARE U GETTING A SKIN @lacy
@lacy MAYBE GAME
https://www.twitch.tv/lacy/clip/DepressedArborealDiamondArgieB8-DanJ9kLbGDE33zH3 | https://gyazo.com/e48ef1d10e69ddf2392
rawdog6Ooohhh_HF rawdog6Babyconnor_SG rawdog6Ooohhh_HF rawdog6Babyconnor_SG rawdog6Babyconnor_SG rawdog6Ooohhh_HF rawdog
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | HOLD | ×1227 | 341 | 0m→290m | VIRAL |
| 02 | LMFAO | ×976 | 195 | 0m→288m | VIRAL |
| 03 | geeg | ×908 | 464 | 1m→283m | VIRAL |
| 04 | LMAO | ×586 | 252 | 0m→282m | VIRAL |
| 05 | dans | ×455 | 137 | 28m→290m | VIRAL |
| 06 | FOCUS | ×340 | 119 | 0m→268m | VIRAL |
| 07 | KEKW | ×325 | 98 | 0m→290m | VIRAL |
| 08 | BANG | ×295 | 125 | 0m→276m | VIRAL |
| 09 | fairs | ×293 | 168 | 10m→287m | VIRAL |
| 10 | LOL ͏ | ×286 | 92 | 45m→282m | VIRAL |
https://www.twitch.tv/lacy/clip/DepressedArborealDiamondArgieB8-DanJ9kLbGDE33zH3 | https://gyazo.com/e48ef1d10e69ddf2392
rawdog6Ooohhh_HF rawdog6Babyconnor_SG rawdog6Ooohhh_HF rawdog6Babyconnor_SG rawdog6Babyconnor_SG rawdog6Ooohhh_HF rawdog
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GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
1,017 super-active users (5.3% of chatters) wrote 54% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | drycannedfoods | → | lacy | 47 | |
| 02 | lowkeykyne | → | jdxmon | 13 | |
| 03 | kinghassan2020 | → | lacy | 12 | |
| 04 | martisds | → | darlaclaire | 12 | |
| 05 | 18ft_ | → | youhavenobitcoin | 10 | |
| 06 | pge_burb | → | lacy | 9 | |
| 07 | airbranback | → | 6tyrew | 8 | |
| 08 | maxxxxx26 | → | lacy | 8 | |
| 09 | casohsbuttlift | → | kaishayek | 8 | |
| 10 | tate_r | → | lacy | 7 | |
| 11 | j9hi3 | → | lacy | 7 | |
| 12 | ocean_waves14 | → | anticonned | 7 |
fncssssssssss
Ark gets his 2k @lacy
@lacy Are you Ok
@lacy 1-10 how is dorm life
ARE U GETTING A SKIN @lacy
@lacy MAYBE GAME
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 | ×135 | 114 | 0m→290m | ORGANIC |
| LINK | fortnitetracker.com | ×132 | 1 | 0m→122m | BOT TIMER |
| CMD | !lb | ×95 | 64 | 1m→224m | ORGANIC |
| CMD | !delay | ×66 | 55 | 0m→124m | ORGANIC |
| CMD | !gamble | ×59 | 44 | 5m→271m | ORGANIC |
| CMD | !leaderboard | ×57 | 42 | 2m→224m | ORGANIC |
| CMD | !time | ×45 | 42 | 6m→281m | ORGANIC |
| LINK | discord.gg | ×37 | 1 | 3m→237m | BOT TIMER |
| LINK | x.com | ×28 | 6 | 6m→286m | ORGANIC |
| CMD | !match | ×23 | 21 | 1m→41m | ORGANIC |
| CMD | !no | ×20 | 1 | 274m→274m | ORGANIC |
| LINK | twitch.tv | ×19 | 2 | 11m→269m | BOT TIMER |
| CMD | !followage | ×15 | 15 | 17m→258m | ORGANIC |
| CMD | !discord | ×12 | 12 | 3m→237m | 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
Lacy's Streamer University stream "🟥 STREAMER UNIVERSITY 🟥 LAST CHANCE TO QUALIFY FOR FNCS 🟥 CAN WE DO IT? 🟥 LAST NIGHT OMG 🟥 FOLLOW AND SUB FOR NO ADS 🟥" on Jul 20, 2026 generated 125,302 messages from 19,235 unique chatters (430.6 msgs/min average, peaking at 737/min). Sentiment ran 14,961 positive vs 1,866 negative, and the top keyword was "jshock" (×4322). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.