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
Chat rate · per minute
Cumulative messages
New chatters / min
Top chatter
SENT
Dominance
Leaderboard · Top 20
| # | Chatter | Badges | Msgs | Activity 0m→1555m | Share |
|---|---|---|---|---|---|
| 01 | Arnold_Alien | MOD | 3984 | 1.0% | |
| 02 | viccmilli | MOD | 3829 | 1.0% | |
| 03 | casierx57 | 3473 | 0.9% | ||
| 04 | aick__ | 1805 | 0.5% | ||
| 05 | typer24455 | 1735 | 0.5% | ||
| 06 | Fehntpills | 1721 | 0.5% | ||
| 07 | kintas02 | 1644 | 0.4% | ||
| 08 | blackmulanx3 | 1292 | 0.3% | ||
| 09 | CARTIERmystique | 1269 | 0.3% | ||
| 10 | Fossabot | MODBOT | 1198 | 0.3% | |
| 11 | hazelsight26 | 1064 | 0.3% | ||
| 12 | Nolimitt3k | VIP | 1046 | 0.3% | |
| 13 | biggucci_swerv | 1014 | 0.3% | ||
| 14 | Energy847 | 1012 | 0.3% | ||
| 15 | 2xmlgo | SUB | 941 | 0.2% | |
| 16 | chanellllyyyy | 898 | 0.2% | ||
| 17 | jordanstevenson14 | 881 | 0.2% | ||
| 18 | adeishim | 865 | 0.2% | ||
| 19 | chelseymelaa | 859 | 0.2% | ||
| 20 | PajeetSinghPhD | 856 | 0.2% |
User types · badge mix
- PREMIUM48,481 · 13%
- TURBO43,116 · 11%
- SUBSCRIBER29,525 · 8%
- WENT-OUTSIDE26,575 · 7%
- SUB-GIFTER13,846 · 4%
- MODERATOR12,536 · 3%
- TWITCH-RECAP-20259,452 · 2%
- FOOTBALL-FEST-20267,381 · 2%
New chatters · arrival curve
first-message arrivals · 0m → 1555m
349 joined in the first 2 minutes = 1% of all chatters
Most mentioned
- @ddg551 · 262u
- @viccmilli211 · 75u
- @tyrshott110 · 32u
- @joxbtww104 · 38u
- @casierx5790 · 41u
- @dailyy_lxmontt85 · 15u
- @arnold_alien74 · 29u
- @yurnboi72 · 46u
Top interactors
- viccmilli318
- casierx57244
- joxbtww149
- tyrshott142
- dailyy_lxmontt126
- whereisssn118
- adeishim94
- actionpapiq87
Chat 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
- 27:00shbdifbdidndWALL
Funny Mike looking for u Funny Mike looking for u Funny Mike looking for u Funny Mike looking for u Funny Mike looking f
- 600:00dukedennisglazer123WALL
ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemo
Concentration
Emote volume
Emotes / min
Message length · distribution
Chat DNA
- CAPS18.4%
- QUESTIONS2.6%
- MENTIONS2.6%
- COMMANDS0.3%
Top multiplier
- 02ddgemoteALBUMC×5253
- 03ddgemoteSquadgreen×4215
- 04ddgemoteFineshyt×2776
Emote leaderboard
- LUL×6,095
- ddgemoteALBUMC×5,253
- ddgemoteSquadgreen×4,215
- ddgemoteFineshyt×2,776
- StreamerU2026×2,762
- ddgemoteCatdaddy×2,472
- ddgemoteSquadred×2,106
- ddgemoteSTURDY×2,034
- ddgemoteHalodance×1,784
- ddgemoteStareddg×1,214
- bdeoThugShake2×1,110
- DinoDance×822
- NotLikeThis×641
- TwitchConHYPE×603
- kaicSturdyy×578
- ddgemoteDancingddg×562
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
Copypasta tracker
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | 😂😂😂😂 | ×3771 | 1351 | 3m→1555m | VIRAL |
| 02 | 😂😂😂😂😂 | ×2975 | 1129 | 3m→1554m | VIRAL |
| 03 | 😂😂😂 | ×2800 | 1089 | 2m→1555m | VIRAL |
| 04 | 😂😂😂😂😂😂 | ×2158 | 876 | 3m→1554m | VIRAL |
| 05 | 😭😭😭😭 | ×1962 | 633 | 3m→1555m | VIRAL |
| 06 | 😭😭😭 | ×1661 | 584 | 3m→1555m | VIRAL |
| 07 | 😭😭😭😭😭 | ×1597 | 600 | 3m→1555m | VIRAL |
| 08 | 🤣🤣🤣🤣 | ×1364 | 582 | 3m→1554m | VIRAL |
| 09 | 😂😂😂😂😂😂😂 | ×1358 | 651 | 3m→1554m | VIRAL |
| 10 | 🤣🤣🤣🤣🤣 | ×1249 | 515 | 3m→1554m | VIRAL |
Keyword cloud
Mood regime
Spam tape
- 27:00shbdifbdidndWALL
Funny Mike looking for u Funny Mike looking for u Funny Mike looking for u Funny Mike looking for u Funny Mike looking f
- 600:00dukedennisglazer123WALL
ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemoteHALOSCARED ddgemo
- 677:00robcurlyWALL
SO THE CAMERA DOES ZOOM OUT SO THE CAMERA DOES ZOOM OUT SO THE CAMERA DOES ZOOM OUT SO THE CAMERA DOES ZOOM OUT SO THE C
- 731:00sumogod_WALL
ddgemoteYoungmoo_TK ddgemoteYoungmoo_TK ddgemoteYoungmoo_TK ddgemoteYoungmoo_TK ddgemoteYoungmoo_TK ddgemoteYoungmoo_TK
- 1193:0063826omarWALL
ddgemoteXXL ddgemoteALBUMC ddgemoteXXL ddgemoteALBUMC ddgemoteXXL ddgemoteALBUMC ddgemoteXXL ddgemoteALBUMC ddgemoteXXL
- 1386:00649ariWALL
ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC ddgemoteALBUMC
- 1511:00kaylaamilkmarieWALL
athenaloveIloveyou athenaloveIloveyou athenaloveIloveyou athenaloveIloveyou athenaloveIloveyou athenaloveIloveyou athena
User colors
Participation inequality
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
Community split
Lorenz curve · cumulative share
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
User tiers · who carries the chat
- 1 msg17,794USERS17,794MSGS4.7%
- 2-4 msgs13,873USERS36,983MSGS9.7%
- 5-19 msgs8,361USERS74,891MSGS19.6%
- 20+ msgs3,105USERS251,583MSGS66.0%
3,105 super-active users (7.2% of chatters) wrote 66% of all messages
Unique chatters / min
Arrivals · cumulative
Most mentioned
- @ddg551 · by 262 users
- @viccmilli211 · by 75 users
- @tyrshott110 · by 32 users
- @joxbtww104 · by 38 users
- @casierx5790 · by 41 users
- @dailyy_lxmontt85 · by 15 users
- @arnold_alien74 · by 29 users
- @yurnboi72 · by 46 users
- @almightyjay58 · by 38 users
- @cartiermystique55 · by 32 users
Top interactors
- viccmilli318 sent
- casierx57244 sent
- joxbtww149 sent
- tyrshott142 sent
- dailyy_lxmontt126 sent
- whereisssn118 sent
- adeishim94 sent
- actionpapiq87 sent
- 225labr86 sent
- zayisonnn280 sent
Badge mix
- PREMIUM48481 · 13%
- TURBO43116 · 11%
- SUBSCRIBER29525 · 8%
- WENT-OUTSIDE26575 · 7%
- SUB-GIFTER13846 · 4%
- MODERATOR12536 · 3%
- TWITCH-RECAP-20259452 · 2%
- FOOTBALL-FEST-20267381 · 2%
Mention flows · top pairs
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | tyrshott | → | viccmilli | 39 | |
| 02 | casierx57 | → | viccmilli | 38 | |
| 03 | viccmilli | → | tyrshott | 37 | |
| 04 | viccmilli | → | casierx57 | 31 | |
| 05 | dailyy_lxmontt | → | iluvphee | 31 | |
| 06 | iluvphee | → | dailyy_lxmontt | 25 | |
| 07 | dailyy_lxmontt | → | msnicholee | 22 | |
| 08 | dontkareee | → | ddg | 21 | |
| 09 | dailyy_lxmontt | → | ammeauxx | 21 | |
| 10 | msnicholee | → | dailyy_lxmontt | 21 | |
| 11 | viccmilli | → | arnold_alien | 20 | |
| 12 | iluvphee | → | ybthelurk | 19 |
Chat 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
Social share card
This is the exact image link unfurlers render when this stream is shared.
↓ Download card (1200×630)Ad equivalence
no viewer track captured
Engagement quality
Brand safety
- PROFANITY1.4%
- CAPS RAGE18.4%
- SPAM/PASTA7.7%
- BOT MSGS0.3%
Sponsor signals · detected in chat
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| LINK | twitch.tv | ×790 | 3 | 1m→1555m | BOT TIMER |
| CMD | !sub | ×480 | 14 | 1m→1518m | ORGANIC |
| CMD | !prime | ×189 | 15 | 23m→1548m | ORGANIC |
| LINK | twitch.amazon.com | ×169 | 1 | 23m→1548m | BOT TIMER |
| CMD | !watchtime | ×78 | 68 | 89m→1530m | ORGANIC |
| CMD | !ddg | ×73 | 6 | 88m→1491m | ORGANIC |
| CMD | !clip | ×51 | 28 | 56m→1504m | ORGANIC |
| LINK | clips.twitch.tv | ×49 | 1 | 56m→1504m | BOT TIMER |
| CMD | !followage | ×38 | 32 | 0m→1506m | ORGANIC |
| CMD | !discord | ×28 | 16 | 2m→1487m | ORGANIC |
| LINK | discord.gg | ×28 | 1 | 2m→1487m | BOT TIMER |
| LINK | x.com | ×23 | 1 | 66m→1547m | BOT TIMER |
| CMD | !subs | ×19 | 13 | 73m→1541m | ORGANIC |
| CMD | !com | ×16 | 5 | 66m→1547m | ORGANIC |
Sponsor lift · ad-read impact
Audience language
- ES1.1%
- EN17.6%
- OTHER / EMOTE-ONLY81.4%
language of written messages · emote-only spam excluded from ES/EN
Audience overlap
- streamer_alpha34% shared
- streamer_beta21% shared
- streamer_gamma9% shared
- streamer_delta4% shared
shared active chatters · 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 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.