DDG - Streamer University stream analytics - Jul 18, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 18, 2026 · VOD 2823196646
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
no >0.25 swings detected
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
57 emote msgs — ×3.7 the average
- ZIONL33: ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadgreen ddgemo
- LowkeyCellClips: DEMON HOME
33 emote msgs — ×2.2 the average
- 2xmlgo: ddgemoteSquadred ddgemoteSquadgreen
- banditooo24: we know who df ddg is
31 emote msgs — ×2 the average
- habeshaaaaa: w quality
- dreoffperk: WWWWWWWWWWWWWWWWWWWWWWW
28 emote msgs — ×1.8 the average
- rockkout999: ITS OVER😭😭😭💀💀💀💀💀
- Arnold_Alien: DEMON HOMEE
28 emote msgs — ×1.8 the average
- maestro_tee: CONNECT TO WIFI
- msressebaby: get the campus WiFi
Keyword tracker
- wifi300
- subscribed253
- here205
- that205
- aura205
- back203
- this179
- india178
- tier172
- demon149
- lagging148
- ball147
- your143
- leave132
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 49 | 1.00 | known | known bot account |
| lowkeycellclips | 16 | 1.00 | high | repeated one message ×16 (100% of output) · 13 messages fired <2s apart · 16 msgs/min sustained |
| jspelltv | 10 | 1.00 | high | repeated one message ×10 (100% of output) · 8 messages fired <2s apart · 10 msgs/min sustained |
| p3ter_8 | 10 | 0.70 | high | repeated one message ×5 (50% of output) · 8.2 msgs/min sustained |
| viccmilli | 194 | 0.55 | medium | 146 messages fired <2s apart · 6.6 msgs/min sustained |
| 1bibby | 29 | 0.55 | medium | 18 messages fired <2s apart · 8.8 msgs/min sustained |
| waamoboy | 13 | 0.45 | medium | repeated one message ×13 (100% of output) |
| shh_kanttalkk | 10 | 0.45 | medium | repeated one message ×6 (60% of output) |
| datdudejellis | 10 | 0.45 | medium | repeated one message ×5 (50% of output) |
| dizzdyy | 7 | 0.45 | medium | repeated one message ×4 (57% of output) |
| robo_0999 | 6 | 0.45 | medium | repeated one message ×4 (67% of output) |
| abigaildontk | 6 | 0.45 | medium | repeated one message ×5 (83% of output) |
| ab2388 | 6 | 0.45 | medium | repeated one message ×4 (67% of output) |
| itsdeme | 5 | 0.45 | medium | repeated one message ×4 (80% of output) |
Emote pulse
- ddgemoteSquadgreen1,152
- ddgemoteSquadred900
- ddgemoteALBUMC268
- ddgemoteFineshyt206
- LUL140
- ddgemoteGOTCHA134
- StreamerU2026104
- GoatEmotey87
Evidence tape
- 00:00ZIONL33OPENER
ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemote
- 00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
- 00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
- 00:00casierx57WALL
ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen St
- 01:00royaltyalmightyPING
slimjxTHEBXND @ddg slimjxTHEBXND
- 01:00royaltyalmightyPING
@ddg slimjxTHEBXND Let's Go slimjxTHEBXND
DDG stream analytics summary
DDG's Streamer University stream "STREAMER UNIVERSITY ALUMNI DAY 📚 MVP MOO 📚 BIGGEST OPP 📚 DAY 1" on Jul 18, 2026 generated 15,421 messages from 4,303 unique chatters (531.8 msgs/min average, peaking at 854/min). Sentiment ran 1,125 positive vs 315 negative, and the top keyword was "wifi" (×300). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.