FULL STREAM INTELLIGENCE · Streamer University
Jul 17, 2026 · VOD 2822211968
keyword lexicon heuristic · not a language model
64 emote msgs — ×9.8 the average
52 emote msgs — ×7.9 the average
123 first-time chatters in one minute (raid-like influx)
276 first-time chatters in one minute (raid-like influx)
200 first-time chatters in one minute (raid-like influx)
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 2,226 | 1.00 | known | known bot account |
| streamelements | 117 | 1.00 | known | known bot account |
| nightbot | 21 | 1.00 | known | known bot account |
| streamlabs | 1 | 1.00 | known | known bot account |
| fbf109510 | 12 | 0.70 | high | repeated one message ×7 (58% of output) · 11.1 msgs/min sustained |
| ttteeeddd | 11 | 0.70 | high | repeated one message ×6 (55% of output) · 11 msgs/min sustained |
| duhxhfhvhch | 120 | 0.55 | medium | 7 messages fired <2s apart · 9.5 msgs/min sustained |
| desnamerr3360 | 45 | 0.55 | medium | 4 messages fired <2s apart · 8.5 msgs/min sustained |
| jr0ntheblock | 44 | 0.55 | medium | 6 messages fired <2s apart · 8.6 msgs/min sustained |
| reagan677 | 26 | 0.55 | medium | 3 messages fired <2s apart · 6.9 msgs/min sustained |
| duracack | 24 | 0.55 | medium | 4 messages fired <2s apart · 17.1 msgs/min sustained |
| bobbby1232 | 19 | 0.55 | medium | 3 messages fired <2s apart · 19 msgs/min sustained |
| ryanthehoopervgbnm | 18 | 0.55 | medium | 7 messages fired <2s apart · 11.1 msgs/min sustained |
| jdubb799 | 18 | 0.55 | medium | 4 messages fired <2s apart · 14.2 msgs/min sustained |
| w_louws | 18 | 0.55 | medium | 3 messages fired <2s apart · 7.1 msgs/min sustained |
yo
@Marlon INGEST OFF
@Marlon OBS DOWN
@Marlon OBS DOWN @Marlon OBS DOWN
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon OBS DOWN
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon
Marlon's Streamer University stream "📚STREAMER UNIVERSITY DAY 3!! 📚 24/7 ALL DAY!! 📚 USE YOUNGLA CODE MARLON FOR 15% OFF 📚" on Jul 17, 2026 generated 371,419 messages from 46,336 unique chatters (129.2 msgs/min average, peaking at 646/min). Sentiment ran 32,141 positive vs 5,514 negative, and the top keyword was "marlon" (×16198). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.