FULL STREAM INTELLIGENCE · Streamer University
Jul 17, 2026 · VOD 2822181764
keyword lexicon heuristic · not a language model
no >0.25 swings detected
101 first-time chatters in one minute (raid-like influx)
119 first-time chatters in one minute (raid-like influx)
37 emote msgs — ×3.7 the average
37 emote msgs — ×3.7 the average
69 emote msgs — ×6.9 the average
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 256 | 1.00 | known | known bot account |
| fatjesusttv | 35 | 0.45 | medium | repeated one message ×22 (63% of output) |
| exotik255 | 16 | 0.45 | medium | repeated one message ×11 (69% of output) |
| ccaitlynmarie | 12 | 0.45 | medium | repeated one message ×6 (50% of output) |
| noctuit | 11 | 0.45 | medium | repeated one message ×6 (55% of output) |
| starflwers | 10 | 0.45 | medium | repeated one message ×5 (50% of output) |
| elastiky | 10 | 0.45 | medium | repeated one message ×5 (50% of output) |
| gugecalu | 10 | 0.45 | medium | repeated one message ×5 (50% of output) |
| dabi403 | 9 | 0.45 | medium | repeated one message ×6 (67% of output) |
| coolgameboyjohn1 | 8 | 0.45 | medium | repeated one message ×8 (100% of output) |
| toastedbricks1 | 8 | 0.45 | medium | repeated one message ×5 (63% of output) |
| fallman123 | 8 | 0.45 | medium | repeated one message ×4 (50% of output) |
| alvin24685 | 8 | 0.45 | medium | repeated one message ×4 (50% of output) |
| risyaaa | 7 | 0.45 | medium | repeated one message ×4 (57% of output) |
| zimpatrick | 7 | 0.45 | medium | repeated one message ×4 (57% of output) |
yoyoyo
Hey @ludwig when is the class?
@Ludwig You got fuzz on your face
@ludwig u got fluff on ur face
@ludwig you made me making a vod channel and more on youtube thanks for the lessons
@ludwig u got fluff on ur face.
| # | Chatter | Badges | Msgs | Activity 0m→272m | Share |
|---|---|---|---|---|---|
| 01 | jikky__ | 373 | 0.6% | ||
| 02 | jake12345345 | 349 | 0.6% | ||
| 03 | Cat101_ | SUB | 340 | 0.6% | |
| 04 | radiofled | 310 | 0.5% | ||
| 05 | Fossabot | MODBOT | 256 | 0.4% | |
| 06 | bubba_irl | SUB | 246 | 0.4% | |
| 07 | Keytachi46 | 223 | 0.4% | ||
| 08 | internationalswindler | 222 | 0.4% | ||
| 09 | ontheHouse0 | SUB | 208 | 0.4% | |
| 10 | floralBoop | 204 | 0.4% | ||
| 11 | foundyoufromopenings | 190 | 0.3% | ||
| 12 | l_jaco | 186 | 0.3% | ||
| 13 | lennard1395 | 175 | 0.3% | ||
| 14 | Alkenvogel | SUB | 175 | 0.3% | |
| 15 | 209mimi510 | 175 | 0.3% | ||
| 16 | nxd_exe | 173 | 0.3% | ||
| 17 | namikiuu | 172 | 0.3% | ||
| 18 | knl2 | SUB | 172 | 0.3% | |
| 19 | tsukkis | 164 | 0.3% | ||
| 20 | gaming_withhawk | SUB | 160 | 0.3% |
first-message arrivals · 0m → 272m
192 joined in the first 2 minutes = 2% of all chatters
yoyoyo
Hey @ludwig when is the class?
@Ludwig You got fuzz on your face
@ludwig u got fluff on ur face
@ludwig you made me making a vod channel and more on youtube thanks for the lessons
@ludwig u got fluff on ur face.
NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis PogChamp PogChamp PogCha
ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK l
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | CAUGHT | ×554 | 404 | 1m→269m | VIRAL |
| 02 | OOOO | ×287 | 183 | 6m→262m | VIRAL |
| 03 | LOLL | ×204 | 90 | 8m→267m | VIRAL |
| 04 | Jackass | ×203 | 129 | 3m→256m | VIRAL |
| 05 | om ͏ | ×190 | 119 | 9m→266m | VIRAL |
| 06 | LMAO | ×167 | 133 | 4m→268m | VIRAL |
| 07 | clappi | ×143 | 110 | 57m→271m | VIRAL |
| 08 | monka | ×140 | 94 | 1m→266m | VIRAL |
| 09 | Clap | ×137 | 107 | 36m→271m | VIRAL |
| 10 | Classic | ×135 | 91 | 3m→262m | VIRAL |
NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis NotLikeThis PogChamp PogChamp PogCha
ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK l
hi Lud - full transparency (I didn’t see your class yesterday) but seeing as you are creating the deck for your class I
ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK l
ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK ludwigPRIMECHECK l
farming ideas mhm
Good job Ludwig that was awesome
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
594 super-active users (6.1% of chatters) wrote 50% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | sushant502 | → | ludwig | 13 | |
| 02 | atlessc54 | → | ludwig | 9 | |
| 03 | pagen | → | kierapleaze | 8 | |
| 04 | brymstax | → | ludwig | 7 | |
| 05 | jayteelovestoes | → | ludwig | 6 | |
| 06 | daeonfielda | → | ludwig | 6 | |
| 07 | jenjerx | → | ludwig | 5 | |
| 08 | supitsmikel | → | ludwig | 5 | |
| 09 | leon_noel | → | mookie | 5 | |
| 10 | dysl3xic_panda | → | ludwig | 4 | |
| 11 | midzito | → | ludwig | 4 | |
| 12 | liamthelime4 | → | ludwig | 4 |
yoyoyo
Hey @ludwig when is the class?
@Ludwig You got fuzz on your face
@ludwig u got fluff on ur face
@ludwig you made me making a vod channel and more on youtube thanks for the lessons
@ludwig u got fluff on ur face.
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 |
|---|---|---|---|---|---|
| LINK | obp.gg | ×50 | 1 | 3m→271m | BOT TIMER |
| LINK | discord.gg | ×50 | 1 | 11m→271m | BOT TIMER |
| LINK | twitch.tv | ×26 | 14 | 9m→267m | ORGANIC |
| LINK | twitch.amazon.com | ×19 | 1 | 14m→265m | BOT TIMER |
| LINK | offbrand.games | ×17 | 1 | 18m→268m | BOT TIMER |
| CMD | !time | ×15 | 14 | 1m→162m | ORGANIC |
| CMD | !watchtime | ×5 | 4 | 190m→267m | ORGANIC |
| LINK | bit.ly | ×4 | 1 | 3m→184m | BOT TIMER |
| CMD | !gamble | ×3 | 3 | 6m→267m | ORGANIC |
| CMD | !class | ×3 | 3 | 25m→26m | ORGANIC |
| LINK | youtube.com | ×2 | 1 | 6m→32m | BOT TIMER |
| CMD | !secretsauce | ×2 | 2 | 31m→72m | ORGANIC |
| CMD | !prime | ×2 | 1 | 179m→179m | ORGANIC |
| CMD | !discord | ×2 | 2 | 240m→266m | 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
Ludwig's Streamer University stream "🤓PROFESSOR L IS IN TROUBLE🤓" on Jul 17, 2026 generated 57,884 messages from 9,781 unique chatters (212 msgs/min average, peaking at 581/min). Sentiment ran 5,035 positive vs 776 negative, and the top keyword was "class" (×1326). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.