DDG - Streamer University stream analytics - Jul 18, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 18, 2026 · VOD 2823223640
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
- 1010:000.00→0.40Δ+0.40
- 1011:000.40→0.00Δ-0.40
- 1004:000.33→0.00Δ-0.33
- 942:000.00→0.26Δ+0.26
- 1172:000.07→0.33Δ+0.26
- 1328:000.34→0.09Δ-0.25
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
54 emote msgs — ×9.5 the average
- apxblock: 26 only got a good few people frl
- myjourney242: Views was 66k earlier
44 emote msgs — ×7.7 the average
- trillkiah: WWWWWW QUEEEN
- darrylgy22: whattt gyatttt 😍😘
45 emote msgs — ×7.9 the average
- imdenzel_: HOME COMING IS AT 9
- summerclove: ddgemoteSQUAD2 StreamerU2026 ddgemoteSQUAD2 StreamerU2026 ddgemoteSQUAD2 Streame
50 emote msgs — ×8.8 the average
- 4kisalwaysthegoat: @elichasin_ dang
- sosa_brown12: @ihatesummerdays man Ian say they was, this the example i was talkin bout
77 emote msgs — ×13.5 the average
- rocard19: dub 🤣🤣🤣🤣
- dontkareee: my goat gone sell
Keyword tracker
- that8,491
- they7,417
- this7,376
- camera6,428
- mike6,256
- nigga5,111
- cameraman4,597
- yall4,463
- with4,244
- just4,165
- what4,059
- chat3,860
- coming3,694
- rakai3,638
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 1,198 | 1.00 | known | known bot account |
| thatkid1818 | 20 | 1.00 | high | repeated one message ×11 (55% of output) · 4 messages fired <2s apart · 10.9 msgs/min sustained |
| lacedmygrandma | 12 | 1.00 | high | repeated one message ×6 (50% of output) · 3 messages fired <2s apart · 12 msgs/min sustained |
| streamelements | 11 | 1.00 | known | known bot account |
| onlyomari | 73 | 0.75 | high | repeated one message ×54 (74% of output) · 39 messages fired <2s apart |
| high0ffdevv | 24 | 0.75 | high | repeated one message ×13 (54% of output) · 7 messages fired <2s apart |
| scr3wstonmad3 | 17 | 0.70 | high | repeated one message ×9 (53% of output) · 7.1 msgs/min sustained |
| sskhai | 14 | 0.70 | high | repeated one message ×8 (57% of output) · 11.2 msgs/min sustained |
| amuniz13 | 10 | 0.70 | high | repeated one message ×5 (50% of output) · 10 msgs/min sustained |
| xyoungj5 | 10 | 0.70 | high | repeated one message ×5 (50% of output) · 10 msgs/min sustained |
| xflvckoo | 65 | 0.55 | medium | 18 messages fired <2s apart · 13.2 msgs/min sustained |
| jrfax722 | 52 | 0.55 | medium | 3 messages fired <2s apart · 6.7 msgs/min sustained |
| ronlooklikecristianromero | 39 | 0.55 | medium | 3 messages fired <2s apart · 7.2 msgs/min sustained |
| ahedh13532244 | 38 | 0.55 | medium | 9 messages fired <2s apart · 22.6 msgs/min sustained |
| stephhm12 | 34 | 0.55 | medium | 5 messages fired <2s apart · 9.4 msgs/min sustained |
Emote pulse
- LUL6,095
- ddgemoteALBUMC5,253
- ddgemoteSquadgreen4,215
- ddgemoteFineshyt2,776
- StreamerU20262,762
- ddgemoteCatdaddy2,472
- ddgemoteSquadred2,106
- ddgemoteSTURDY2,034
Evidence tape
- 00:00FehntpillsOPENER
BigSad BigSad BigSad BigSad BigSad
- 01:00lilaubreywestPING
DUCK RUNIKS TACO IMMEDIATELY @ddg
- 10:00bron3rdsonPING
DUCK YO TACO @ddg
- 12:00MAJORJOOGSPING
LOCK DOOR @ddg
- 15:00imbandohPING
@ddg you gottas meet suki!!!!
- 20:00chelseymelaaPING
go take them chains off @DDG
DDG stream analytics summary
DDG's Streamer University stream "STREAMER UNIVERSITY ALUMNI DAY 📚 MVP MOO 📚 BIGGEST OPP 📚 DAY 1" on Jul 18, 2026 generated 381,251 messages from 43,133 unique chatters (245 msgs/min average, peaking at 796/min). Sentiment ran 26,804 positive vs 3,390 negative, and the top keyword was "that" (×8491). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.