FULL STREAM INTELLIGENCE · IRL
Jul 22, 2026 · VOD 2826483945
keyword lexicon heuristic · not a language model
38 emote msgs — ×5.1 the average
56 emote msgs — ×7.6 the average
158 first-time chatters in one minute (raid-like influx)
126 first-time chatters in one minute (raid-like influx)
44 emote msgs — ×5.9 the average
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| streamelements | 607 | 1.00 | known | known bot account |
| fossabot | 234 | 1.00 | known | known bot account |
| nightbot | 75 | 1.00 | known | known bot account |
| kelo | 7 | 0.75 | high | repeated one message ×4 (57% of output) · 5 messages fired <2s apart |
| mtcenhanced | 11 | 0.70 | high | repeated one message ×6 (55% of output) · 11 msgs/min sustained |
| natyomannn_ | 211 | 0.55 | medium | 24 messages fired <2s apart · 10.3 msgs/min sustained |
| g2b7y | 29 | 0.55 | medium | 9 messages fired <2s apart · 10.1 msgs/min sustained |
| vondatkid | 19 | 0.55 | medium | 14 messages fired <2s apart · 19 msgs/min sustained |
| jqzby | 17 | 0.55 | medium | 4 messages fired <2s apart · 17 msgs/min sustained |
| jaydottanotyodaddy | 17 | 0.55 | medium | 9 messages fired <2s apart · 17 msgs/min sustained |
| luisdabeasttt | 15 | 0.55 | medium | 3 messages fired <2s apart · 15 msgs/min sustained |
| daydrian | 14 | 0.55 | medium | 13 messages fired <2s apart · 14 msgs/min sustained |
| gmngt | 10 | 0.55 | medium | 3 messages fired <2s apart · 8.5 msgs/min sustained |
| kingdrey334 | 18 | 0.45 | medium | repeated one message ×9 (50% of output) |
| rtkiliwill | 12 | 0.45 | medium | repeated one message ×6 (50% of output) |
WWWW
WWWWWWWWWWWWW
😭😭😭😭😭😭
dead homies
madiiiiiiiiiiiiii
we got tha weed
Madi2hottyy's IRL stream "Never Go Against The Grain 💫 NEXT BREAKOUT STREAMER 💫 !youtube !discord !sub" on Jul 22, 2026 generated 33,595 messages from 4,302 unique chatters (162.3 msgs/min average, peaking at 713/min). Sentiment ran 2,490 positive vs 472 negative, and the top keyword was "points" (×828). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.