DDG - IRL stream analytics - Jul 21, 2026
FULL STREAM INTELLIGENCE · IRL
Jul 21, 2026 · VOD 2825002124
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
86 emote msgs — ×6.7 the average
- StreamElements: DDG is now live! Streaming Streamer University: STREAMER UNIVERSITY ALUMNI DAY �
- ZackJ_Killin: ddgemoteSquadred ddgemoteSquadred ddgemoteSquadred ddgemoteSquadred ddgemoteSqua
228 emote msgs — ×17.8 the average
- seramzull: GoalHype GoalHype GoalHype GoalHype GoalHype GoalHype GoalHype GoalHype
- idonhaveone: StreamerU2026 StreamerU2026 StreamerU2026
191 emote msgs — ×14.9 the average
- kamaurlafeuille: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
- letyomomaluvyou: @bigza1700 mods ban him
137 emote msgs — ×10.7 the average
- jcal44: GET DRUNK
- iarellano08: I was sad
239 first-time chatters in one minute (raid-like influx)
- jcal44: GET DRUNK
- iarellano08: I was sad
Keyword tracker
- that1,817
- this1,659
- they1,469
- good1,155
- your1,032
- room879
- just823
- where784
- camera784
- nigga770
- party764
- what762
- with759
- need742
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 124 | 1.00 | known | known bot account |
| streamelements | 2 | 1.00 | known | known bot account |
| cooki3ss | 9 | 0.75 | high | repeated one message ×5 (56% of output) · 4 messages fired <2s apart |
| iamkardy | 8 | 0.75 | high | repeated one message ×4 (50% of output) · 6 messages fired <2s apart |
| harri2k | 7 | 0.75 | high | repeated one message ×4 (57% of output) · 3 messages fired <2s apart |
| streaams | 5 | 0.75 | high | repeated one message ×5 (100% of output) · 4 messages fired <2s apart |
| whereisterm | 65 | 0.55 | medium | 3 messages fired <2s apart · 7.7 msgs/min sustained |
| plaqueboylarp | 25 | 0.55 | medium | 8 messages fired <2s apart · 15.5 msgs/min sustained |
| adethegoat100 | 25 | 0.55 | medium | 7 messages fired <2s apart · 9.2 msgs/min sustained |
| jcashhhh1000 | 20 | 0.55 | medium | 5 messages fired <2s apart · 20 msgs/min sustained |
| ilovevonnn | 14 | 0.55 | medium | 5 messages fired <2s apart · 8.1 msgs/min sustained |
| adrianglover555 | 10 | 0.55 | medium | 4 messages fired <2s apart · 10 msgs/min sustained |
| oledirty3653 | 22 | 0.45 | medium | repeated one message ×13 (59% of output) |
| victakeatwitch | 14 | 0.45 | medium | repeated one message ×7 (50% of output) |
| sarilivin | 13 | 0.45 | medium | repeated one message ×8 (62% of output) |
Emote pulse
- StreamerU20264,045
- ddgemoteSquadgreen3,098
- ddgemoteSquadred2,604
- ddgemoteALBUMC1,756
- LUL1,088
- ddgemoteFineshyt962
- ddgemoteHalodance918
- ddgemoteSTURDY824
Evidence tape
- 00:00StreamElementsOPENER
DDG is now live! Streaming Streamer University: STREAMER UNIVERSITY ALUMNI DAY 📚 MVP MOO 📚 BIGGEST OPP 📚 DAY 2
- 02:00jsbeinme26WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
- 02:00DJXDUANEWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
- 04:00dree_vcPEAK
NEW CAMERAMAN????
- 04:00kesh_coxPEAK
🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥
- 04:00hilalqbPEAK
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
DDG stream analytics summary
DDG's IRL stream "STREAMER UNIVERSITY CELEBRATION!!! POOL PARTY!!! CAPAHOLICS!!!" on Jul 21, 2026 generated 74,450 messages from 9,065 unique chatters (301.4 msgs/min average, peaking at 675/min). Sentiment ran 6,032 positive vs 687 negative, and the top keyword was "that" (×1817). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.