DDG β Streamer University stream analytics β 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
Chat rate Β· per minute
Cumulative messages
New chatters / min
Top chatter
SENT
Dominance
Leaderboard Β· Top 20
| # | Chatter | Badges | Msgs | Activity 0mβ520m | Share |
|---|---|---|---|---|---|
| 01 | Arnold_Alien | MOD | 2070 | 1.4% | |
| 02 | casierx57 | 1839 | 1.2% | ||
| 03 | jbeasleycbeasley | SUB | 1507 | 1.0% | |
| 04 | JaHBeenSingin_ | SUB | 993 | 0.7% | |
| 05 | tjthekid21 | 835 | 0.6% | ||
| 06 | cooki3ss | MOD | 787 | 0.5% | |
| 07 | withlovereyel | 715 | 0.5% | ||
| 08 | okkAdrian | SUB | 703 | 0.5% | |
| 09 | aick__ | 694 | 0.5% | ||
| 10 | Fehntpills | 658 | 0.4% | ||
| 11 | 2xmlgo | SUB | 644 | 0.4% | |
| 12 | alphathekid23 | 636 | 0.4% | ||
| 13 | FinesseKidOne | 629 | 0.4% | ||
| 14 | nkaicommm | 624 | 0.4% | ||
| 15 | coldboyty | 618 | 0.4% | ||
| 16 | viccmilli | MOD | 617 | 0.4% | |
| 17 | Nolimitt3k | VIP | 605 | 0.4% | |
| 18 | kintas02 | 603 | 0.4% | ||
| 19 | xxRadiantRiRixx | 594 | 0.4% | ||
| 20 | baby_cali2 | SUB | 583 | 0.4% |
User types Β· badge mix
- TURBO20,598 Β· 14%
- PREMIUM17,960 Β· 12%
- SUBSCRIBER15,388 Β· 10%
- WENT-OUTSIDE13,849 Β· 9%
- MODERATOR5,549 Β· 4%
- SUB-GIFTER5,237 Β· 4%
- FOOTBALL-FEST-20263,597 Β· 2%
- TWITCH-RECAP-20253,580 Β· 2%
New chatters Β· arrival curve
first-message arrivals Β· 0m β 520m
187 joined in the first 2 minutes = 1% of all chatters
Most mentioned
- @ddg219 Β· 98u
- @exokrack65 Β· 43u
- @behumble202525 Β· 19u
- @arnold_alien17 Β· 7u
- @skee182315 Β· 11u
- @viccmilli14 Β· 10u
- @trillreal_12 Β· 10u
- @kmob2312 Β· 11u
Top interactors
- mufc_kenni32
- whereisssn32
- lorduzui731
- capefps28
- moe_973326
- kingibubbles26
- trillreal_18
- arnold_alien16
Chat 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
- 11:00ShowbizzPING
food fight @DDG
- 11:00jonesamladWALL
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
Concentration
Emote volume
Emotes / min
Message length Β· distribution
Chat DNA
- CAPS24.1%
- QUESTIONS2.0%
- MENTIONS1.1%
- COMMANDS0.2%
Top multiplier
- 02ddgemoteALBUMCΓ2528
- 03ddgemoteSquadgreenΓ1427
- 04ddgemoteSquadredΓ1423
Emote leaderboard
- LULΓ2,694
- ddgemoteALBUMCΓ2,528
- ddgemoteSquadgreenΓ1,427
- ddgemoteSquadredΓ1,423
- ddgemoteFineshytΓ1,385
- ddgemoteStareddgΓ656
- ddgemoteCatdaddyΓ646
- ddgemoteHalodanceΓ538
- StreamerU2026Γ512
- ddgemoteHALOTRAINΓ511
- ddgemoteSTURDYΓ458
- cmonBruhΓ342
- NotLikeThisΓ338
- ddgemoteD4RΓ272
- ddgemoteGRIDDYΓ250
- lacyKEKΓ242
bar color Β· green = official emoticon fragment Β· white = token heuristic (7tv/bttv-style)
Copypasta tracker
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | ππππ | Γ1754 | 601 | 1mβ518m | VIRAL |
| 02 | πππππ | Γ1536 | 567 | 2mβ520m | VIRAL |
| 03 | πππ | Γ1389 | 496 | 3mβ520m | VIRAL |
| 04 | ππππππ | Γ1126 | 434 | 1mβ520m | VIRAL |
| 05 | πππππ | Γ932 | 248 | 2mβ520m | VIRAL |
| 06 | ππππ | Γ908 | 299 | 2mβ520m | VIRAL |
| 07 | πππππππ | Γ712 | 315 | 1mβ520m | VIRAL |
| 08 | πππ | Γ690 | 224 | 5mβ519m | VIRAL |
| 09 | π€£π€£π€£π€£ | Γ644 | 267 | 5mβ520m | VIRAL |
| 10 | π€£π€£π€£π€£π€£ | Γ591 | 255 | 8mβ518m | VIRAL |
Keyword cloud
Mood regime
Spam tape
- 00:00LamarQuiettWALL
ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalodance ddgemoteHalo
- 09:00thatboyisjordenxxWALL
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
- 11:00jonesamladWALL
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
- 37:00da_wavywonWALL
twitch4030Fafa twitch4030Fafa twitch4030Fafa twitch4030Fafa twitch4030Fafa twitch4030Fafa twitch4030Fafa twitch4030Fafa
- 421:00vvs52739WALL
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
- 495:00lexlexi333WALL
TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIllum
- 512:00dannygotnogameWALL
ddgemoteFineshyt_TK ddgemoteFineshyt_TK ddgemoteFineshyt_TK ddgemoteFineshyt_TK ddgemoteFineshyt_TK ddgemoteFineshyt_TK
User colors
Participation inequality
GINI COEFFICIENT Β· 0 = EQUAL, 1 = ONE VOICE
Community split
Lorenz curve Β· cumulative share
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
User tiers Β· who carries the chat
- 1 msg5,583USERS5,583MSGS3.7%
- 2-4 msgs4,434USERS11,787MSGS7.9%
- 5-19 msgs2,984USERS27,421MSGS18.4%
- 20+ msgs1,277USERS104,229MSGS69.9%
1,277 super-active users (8.9% of chatters) wrote 70% of all messages
Unique chatters / min
Arrivals Β· cumulative
Most mentioned
- @ddg219 Β· by 98 users
- @exokrack65 Β· by 43 users
- @behumble202525 Β· by 19 users
- @arnold_alien17 Β· by 7 users
- @skee182315 Β· by 11 users
- @viccmilli14 Β· by 10 users
- @trillreal_12 Β· by 10 users
- @kmob2312 Β· by 11 users
- @loudpxckk12 Β· by 11 users
- @whereisssn11 Β· by 6 users
Top interactors
- mufc_kenni32 sent
- whereisssn32 sent
- lorduzui731 sent
- capefps28 sent
- moe_973326 sent
- kingibubbles26 sent
- trillreal_18 sent
- arnold_alien16 sent
- ebonm9515 sent
- behumble202515 sent
Badge mix
- TURBO20598 Β· 14%
- PREMIUM17960 Β· 12%
- SUBSCRIBER15388 Β· 10%
- WENT-OUTSIDE13849 Β· 9%
- MODERATOR5549 Β· 4%
- SUB-GIFTER5237 Β· 4%
- FOOTBALL-FEST-20263597 Β· 2%
- TWITCH-RECAP-20253580 Β· 2%
Mention flows Β· top pairs
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | capefps | β | ddg | 28 | |
| 02 | kingibubbles | β | ddg | 26 | |
| 03 | moe_9733 | β | rakanito28 | 10 | |
| 04 | behumble2025 | β | arnold_alien | 9 | |
| 05 | uhhhhhdurkkk | β | ddg | 8 | |
| 06 | biggestkrash | β | ddg | 8 | |
| 07 | whereisssn | β | r4dlus_ | 8 | |
| 08 | moe_9733 | β | fyezay | 7 | |
| 09 | moe_9733 | β | playboimac | 7 | |
| 10 | yaguydaze | β | ddg | 7 | |
| 11 | royaltyalmighty | β | ddg | 6 | |
| 12 | zacks053 | β | ddg | 6 |
Chat 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
Social share card
This is the exact image link unfurlers render when this stream is shared.
β Download card (1200Γ630)Ad equivalence
no viewer track captured
Engagement quality
Brand safety
- PROFANITY1.0%
- CAPS RAGE24.1%
- SPAM/PASTA9.7%
- BOT MSGS0.3%
Sponsor signals Β· detected in chat
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| LINK | twitch.tv | Γ218 | 1 | 0mβ515m | BOT TIMER |
| CMD | !sub | Γ118 | 7 | 0mβ448m | ORGANIC |
| CMD | !prime | Γ56 | 7 | 101mβ451m | ORGANIC |
| LINK | twitch.amazon.com | Γ56 | 1 | 101mβ451m | BOT TIMER |
| CMD | !subs | Γ36 | 18 | 24mβ472m | ORGANIC |
| CMD | !discord | Γ35 | 6 | 6mβ470m | ORGANIC |
| LINK | discord.gg | Γ35 | 1 | 6mβ470m | BOT TIMER |
| LINK | x.com | Γ17 | 1 | 101mβ472m | BOT TIMER |
| CMD | !followage | Γ14 | 14 | 88mβ509m | ORGANIC |
| CMD | !watchtime | Γ13 | 12 | 43mβ481m | ORGANIC |
| CMD | !clip | Γ9 | 5 | 14mβ362m | ORGANIC |
| LINK | clips.twitch.tv | Γ9 | 1 | 14mβ362m | BOT TIMER |
| CMD | !com | Γ9 | 4 | 101mβ471m | ORGANIC |
| CMD | !green | Γ8 | 1 | 108mβ138m | ORGANIC |
Sponsor lift Β· ad-read impact
Audience language
- ES0.6%
- EN14.1%
- OTHER / EMOTE-ONLY85.2%
language of written messages Β· emote-only spam excluded from ES/EN
Audience overlap
- streamer_alpha34% shared
- streamer_beta21% shared
- streamer_gamma9% shared
- streamer_delta4% shared
shared active chatters Β· real version needs chat dumps of candidate streamers
Growth track
real version fetches channel history via twitchtracker / helix
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 β pulse, chatters, memes, community, viewers and media kit β below.