Arky - Streamer University stream analytics - Jul 18, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 18, 2026 · VOD 2823158216
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
- 491:000.37→0.03Δ-0.34
- 1327:000.01→0.32Δ+0.31
- 144:000.32→0.02Δ-0.30
- 722:000.03→0.31Δ+0.28
- 143:000.05→0.32Δ+0.27
- 429:000.02→0.28Δ+0.26
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
100 first-time chatters in one minute (raid-like influx)
- caleb4vr: UNC STILL GOT IT
- yhzdgn9151: WW GETBACK TIME
74 first-time chatters in one minute (raid-like influx)
- robjames2bands: SEMI GON BE DEAD
- dauntelmao: SEMI LMFAO
83 first-time chatters in one minute (raid-like influx)
- yumekoo21: LMFAO LMFAO
- Myles_UN: WW ARK boxing
59 first-time chatters in one minute (raid-like influx)
- Djrr13: KILLTHATBOY ͏
- kaokao1467: THE BIGGEST ARK
51 emote msgs — ×14.1 the average
- bugking1210: 10/10 question avoidance
- kingovhartz: Semi nabs LOL
Keyword tracker
- arky3,801
- lmfao2,769
- that2,542
- ome52,291
- semi1,993
- this1,697
- they1,673
- ome441,585
- degloved1,509
- ouushit1,331
- pfft1,309
- shit1,298
- lmao1,297
- runn1,261
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 488 | 1.00 | known | known bot account |
| streamelements | 371 | 1.00 | known | known bot account |
| unclebeee | 255 | 0.55 | medium | 22 messages fired <2s apart · 8.7 msgs/min sustained |
| jace_blanko | 154 | 0.55 | medium | 12 messages fired <2s apart · 7.3 msgs/min sustained |
| cured0 | 36 | 0.55 | medium | 3 messages fired <2s apart · 9.6 msgs/min sustained |
| illumism | 21 | 0.55 | medium | 6 messages fired <2s apart · 10.8 msgs/min sustained |
| samham | 14 | 0.55 | medium | 13 messages fired <2s apart · 14 msgs/min sustained |
| ariobarzanesofpersis | 11 | 0.55 | medium | 10 messages fired <2s apart · 11 msgs/min sustained |
| xmost_hat | 23 | 0.45 | medium | repeated one message ×12 (52% of output) |
| reem321 | 17 | 0.45 | medium | repeated one message ×10 (59% of output) |
| mad500 | 13 | 0.45 | medium | repeated one message ×12 (92% of output) |
| montyst20 | 11 | 0.45 | medium | repeated one message ×6 (55% of output) |
| tinzovarez | 9 | 0.45 | medium | repeated one message ×5 (56% of output) |
| ryanvarner | 8 | 0.45 | medium | repeated one message ×4 (50% of output) |
| longestegg | 8 | 0.45 | medium | repeated one message ×4 (50% of output) |
Emote pulse
- arkyszN2,292
- omePfft788
- arkyszDancing614
- LUL572
- omeOhh402
- ohSHIT387
- jrkLUL365
- semiLUL275
Evidence tape
- 00:00BrandonhasgameOPENER
OOOO
- 02:00WhosCryoPEAK
WW ARK WW ARK
- 02:00sheetmaker23PEAK
WW ARK WW ARK WW ARK WW ARK
- 02:00goofy_349PEAK
LOOKING SEXY MAYN
- 02:00asheryy1PEAK
WW arkyszN WW arkyszN WW arkyszN WW arkyszN
- 02:00ryzewhoPEAK
WW ARK WW ARK WW ARK WW ARK WW ARK
Arky stream analytics summary
Arky's Streamer University stream "🔶 BEST ALUMNI BACK 🔶 SU26 🔶 LIVE ALL DAY 🔶 !oscs !comm !socials" on Jul 18, 2026 generated 182,387 messages from 7,067 unique chatters (111.8 msgs/min average, peaking at 614/min). Sentiment ran 16,174 positive vs 548 negative, and the top keyword was "arky" (×3801). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.