DDG - Streamer University stream analytics - Jul 16, 2026
FULL STREAM INTELLIGENCE Β· Streamer University
Jul 16, 2026 Β· VOD 2821529401
Chat mood & viewers
keyword lexicon heuristic Β· not a language model
Positivity ratio
Sentiment flips
no >0.25 swings detected
Mood regime Β· per minute
Chat rate Γ peaks
Auto-detected moments Β· clip suggestions
35 emote msgs β Γ5.1 the average
- martyshotz: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
- romeboyys: letβs goooo
142 first-time chatters in one minute (raid-like influx)
- steveTruu: balls in anotha court cuhh
- itstherealdre: π₯π₯π₯π₯π₯π₯π₯π₯π₯ ππππππππ
31 emote msgs β Γ4.5 the average
- steveTruu: balls in anotha court cuhh
- itstherealdre: π₯π₯π₯π₯π₯π₯π₯π₯π₯ ππππππππ
122 first-time chatters in one minute (raid-like influx)
- jbeasleycbeasley: Dub brother
- yungmk_1: ππππππ
31 emote msgs β Γ4.5 the average
- a1yssamari3: LMAOOOOOOO
- melanin_queen211: πππ€£π€£π€£
Keyword tracker
- madi4,630
- mike3,698
- call3,540
- that2,827
- sierra2,244
- rage2,015
- stream1,888
- they1,861
- nigga1,811
- this1,538
- your1,408
- reem1,333
- send1,320
- lmao1,309
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 417 | 1.00 | known | known bot account |
| luyandansibanyoni | 12 | 1.00 | high | repeated one message Γ6 (50% of output) Β· 5 messages fired <2s apart Β· 12 msgs/min sustained |
| zvitalyt | 10 | 1.00 | high | repeated one message Γ5 (50% of output) Β· 3 messages fired <2s apart Β· 10 msgs/min sustained |
| streamelements | 3 | 1.00 | known | known bot account |
| haleeyym | 59 | 0.75 | high | repeated one message Γ32 (54% of output) Β· 17 messages fired <2s apart |
| jace6300 | 46 | 0.75 | high | repeated one message Γ24 (52% of output) Β· 3 messages fired <2s apart |
| 1bibby | 23 | 0.75 | high | repeated one message Γ17 (74% of output) Β· 20 messages fired <2s apart |
| iamkardy | 9 | 0.75 | high | repeated one message Γ8 (89% of output) Β· 5 messages fired <2s apart |
| almightyjay | 8 | 0.75 | high | repeated one message Γ7 (88% of output) Β· 6 messages fired <2s apart |
| jasontheween | 6 | 0.75 | high | repeated one message Γ6 (100% of output) Β· 5 messages fired <2s apart |
| lilbluji | 16 | 0.70 | high | repeated one message Γ8 (50% of output) Β· 9.6 msgs/min sustained |
| ken99188 | 13 | 0.70 | high | repeated one message Γ7 (54% of output) Β· 10.7 msgs/min sustained |
| ahahah_ayeeyoooo | 60 | 0.55 | medium | 21 messages fired <2s apart Β· 25.7 msgs/min sustained |
| illfuckurhobtx | 24 | 0.55 | medium | 3 messages fired <2s apart Β· 15.3 msgs/min sustained |
| bediako_jca | 21 | 0.55 | medium | 8 messages fired <2s apart Β· 21 msgs/min sustained |
Emote pulse
- LUL2,694
- ddgemoteALBUMC2,528
- ddgemoteSquadgreen1,427
- ddgemoteSquadred1,423
- ddgemoteFineshyt1,385
- ddgemoteStareddg656
- ddgemoteCatdaddy646
- ddgemoteHalodance538
Evidence tape
- 00:00RickTheCreator_OPENER
WWW
- 00:00LamarQuiettWALL
ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalo
- 02:00ziettzPING
@DDG hell nah bro fucck going on u got a star on yo face
- 02:00akatsuki_akPING
your face looks a bit chubby bro @DDG
- 09:00thatboyisjordenxxWALL
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
- 10:00nn0tzPING
CLOVER BOYS BREAKING in streamer u later or tmrw @ddg
DDG stream analytics summary
DDG's Streamer University stream "STREAMER UNIVERSITY DAY 2 π SUPER SENIOR!! MVP" on Jul 16, 2026 generated 149,020 messages from 14,278 unique chatters (286 msgs/min average, peaking at 668/min). Sentiment ran 10,644 positive vs 998 negative, and the top keyword was "madi" (Γ4630). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.