DDG — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823196646

Chat mood & viewers

15,421 MSGS

Positive

1,125

7.3% of msgs

Negative

315

2.0% of msgs

Neutral

13,981

90.7% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,125 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

29 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

29 MIN1 PEAKS

Auto-detected moments · clip suggestions

6 DETECTED5 CLIP-WORTHY

00:00EMOTES×3.7clip suggested Watch VOD
57 emote msgs — ×3.7 the average
- ZIONL33: ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadgreen ddgemo
- LowkeyCellClips: DEMON HOME
01:00EMOTES×2.2clip suggested Watch VOD
33 emote msgs — ×2.2 the average
- 2xmlgo: ddgemoteSquadred ddgemoteSquadgreen
- banditooo24: we know who df ddg is
02:00EMOTES×2clip suggested Watch VOD
31 emote msgs — ×2 the average
- habeshaaaaa: w quality
- dreoffperk: WWWWWWWWWWWWWWWWWWWWWWW
03:00EMOTES×1.8clip suggested Watch VOD
28 emote msgs — ×1.8 the average
- rockkout999: ITS OVER😭😭😭💀💀💀💀💀
- Arnold_Alien: DEMON HOMEE
28:00EMOTES×1.8clip suggested Watch VOD
28 emote msgs — ×1.8 the average
- maestro_tee: CONNECT TO WIFI
- msressebaby: get the campus WiFi

Keyword tracker

TOP 14

wifi300
subscribed253
here205
that205
aura205
back203
this179
india178
tier172
demon149
lagging148
ball147
your143
leave132

Bot radar

14 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	49	1.00	known	known bot account
lowkeycellclips	16	1.00	high	repeated one message ×16 (100% of output) · 13 messages fired <2s apart · 16 msgs/min sustained
jspelltv	10	1.00	high	repeated one message ×10 (100% of output) · 8 messages fired <2s apart · 10 msgs/min sustained
p3ter_8	10	0.70	high	repeated one message ×5 (50% of output) · 8.2 msgs/min sustained
viccmilli	194	0.55	medium	146 messages fired <2s apart · 6.6 msgs/min sustained
1bibby	29	0.55	medium	18 messages fired <2s apart · 8.8 msgs/min sustained
waamoboy	13	0.45	medium	repeated one message ×13 (100% of output)
shh_kanttalkk	10	0.45	medium	repeated one message ×6 (60% of output)
datdudejellis	10	0.45	medium	repeated one message ×5 (50% of output)
dizzdyy	7	0.45	medium	repeated one message ×4 (57% of output)
robo_0999	6	0.45	medium	repeated one message ×4 (67% of output)
abigaildontk	6	0.45	medium	repeated one message ×5 (83% of output)
ab2388	6	0.45	medium	repeated one message ×4 (67% of output)
itsdeme	5	0.45	medium	repeated one message ×4 (80% of output)

Emote pulse

TOP 8

ddgemoteSquadgreen1,152
ddgemoteSquadred900
ddgemoteALBUMC268
ddgemoteFineshyt206
LUL140
ddgemoteGOTCHA134
StreamerU2026104
GoatEmotey87

Evidence tape

6 MSGS

00:00ZIONL33OPENER
ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemote
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00casierx57WALL
ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen St
01:00royaltyalmightyPING
slimjxTHEBXND @ddg slimjxTHEBXND
01:00royaltyalmightyPING
@ddg slimjxTHEBXND Let's Go slimjxTHEBXND

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

viccmilli

MSGS
SENT

FIRST SEEN 0:00 · 1.3% OF ALL CHATMOD

Unique chatters

4,303

1% of viewers

Msgs / chatter

3.6

15,421 msgs total

From subs

1,213 msgs

Bots filtered

49 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS11% OF CHAT

#	Chatter	Badges	Msgs	Share
01	viccmilli	MOD	194	1.3%
02	Arnold_Alien	MOD	152	1.0%
03	PajeetSinghPhD		137	0.9%
04	atrappo		128	0.8%
05	Fehntpills		114	0.7%
06	casierx57		102	0.7%
07	bobjohnny318	MOD	96	0.6%
08	0v0Ryan		88	0.6%
09	prdemyhou		76	0.5%
10	lado_9		73	0.5%
11	typer24455		72	0.5%
12	okkAdrian	SUB	60	0.4%
13	cooki3ss	MOD	58	0.4%
14	nb_ashton		56	0.4%
15	2xmlgo	SUB	56	0.4%
16	Nolimitt3k	VIP	56	0.4%
17	mangoband0	SUB	56	0.4%
18	saucer1921		55	0.4%
19	ellierosieee		54	0.4%
20	drem_sky		52	0.3%

User types · badge mix

77 BADGES

PREMIUM2,183 · 14%
TURBO1,518 · 10%
SUBSCRIBER1,138 · 7%
WENT-OUTSIDE993 · 6%
MODERATOR776 · 5%
SUB-GIFTER538 · 3%
TWITCH-RECAP-2024398 · 3%
TWITCH-RECAP-2025325 · 2%

New chatters · arrival curve

4303 TOTAL

first-message arrivals · 0m → 28m

701 joined in the first 2 minutes = 16% of all chatters

Returning

736

≥5 msgs sent

One-and-done

2256

single message

Most mentioned

80 @s

@ddg14 · 5u
@viccmilli8 · 5u
@awatazizam3 · 1u
@cooki3ss3 · 2u
@turtleloverr73 · 3u
@thebadguychun2 · 2u
@ddg4lclips2 · 1u
@cartiermystique2 · 2u

Top interactors

WHO PINGS MOST

viccmilli8
royaltyalmighty6
shaunda645_6
capefps3
awatazizam3
cartiermystique2
kidkudi7772
dshun_08092

Chat tape

NOTABLE MSGS

00:00ZIONL33OPENER
ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemote
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00casierx57WALL
ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen St
01:00royaltyalmightyPING
slimjxTHEBXND @ddg slimjxTHEBXND
01:00royaltyalmightyPING
@ddg slimjxTHEBXND Let's Go slimjxTHEBXND
02:00royaltyalmightyPING
@ddg slimjxTHEBXND Blessed MVP slimjxTHEBXND
02:00royaltyalmightyPING
@ddg slimjxShining slimjx4DAGANG slimjxMakeitrain sadababyBingo sadababyRedrum slimjxW slimjxWs slimjxDbz slimjxTHEBXND

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

1,160 msgs

Top 50 chatters

19%

2,904 msgs

Remaining

4253

share 81%

TOP 10 · 8%REST · 4293 CHATTERS · 92%

ddgemoteSquadgreen ×1152ddgemoteSquadred ×900ddgemoteALBUMC ×268ddgemoteFineshyt ×206LUL ×140ddgemoteGOTCHA ×134StreamerU2026 ×104GoatEmotey ×87ddgemoteStareddg ×78NotLikeThis ×72

Emote volume

MSGS W/ EMOTES

Of all messages

2.9%

15,421 msgs scanned

Emote codes

3,758 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

3,764

7,563

3,336

502

185

1-56-1516-4041-8081-160160+

Median

9 ch

P90

28 ch

Max

455 ch

Chat DNA

% OF ALL MSGS

Caps rage

19.6%

3,027 msgs

Questions

1.3%

205 msgs

Mentions

0.5%

79 @calls

Commands

0.3%

44 !calls

CAPS19.6%
QUESTIONS1.3%
MENTIONS0.5%
COMMANDS0.3%

Top multiplier

#1 EMOTE

ddgemoteSquadgreen

official emote · per-minute flow

02ddgemoteSquadred×900
03ddgemoteALBUMC×268
04ddgemoteFineshyt×206

Emote leaderboard

OFFICIAL7TV-STYLE

ddgemoteSquadgreen×1,152
ddgemoteSquadred×900
ddgemoteALBUMC×268
ddgemoteFineshyt×206
LUL×140
ddgemoteGOTCHA×134
StreamerU2026×104
GoatEmotey×87
ddgemoteStareddg×78
NotLikeThis×72
ddgemoteSTURDY×47
ddgemoteHalodance×40
ddgemoteMooladies×40
ddgemoteGrrrrrrrrr×36
cmonBruh×34
ddgemoteThatsmyball×30

bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	😂😂😂😂	×160	108	1m→27m	VIRAL
02	😂😂😂	×142	91	1m→28m	VIRAL
03	😂😂😂😂😂	×82	66	1m→24m	VIRAL
04	😭😭😭	×78	41	1m→28m	VIRAL
05	😂😂😂😂😂😂	×62	50	1m→24m	VIRAL
06	🤣🤣🤣🤣	×59	43	1m→25m	VIRAL
07	😭😭😭😭	×59	35	1m→24m	VIRAL
08	ffff	×58	52	15m→28m	VIRAL
09	😂😂	×57	36	1m→23m	VIRAL
10	fffff	×55	42	15m→28m	VIRAL

Keyword cloud

TOP 18 TOKENS

wifi₃₀₀subscribed₂₅₃here₂₀₅that₂₀₅aura₂₀₅back₂₀₃this₁₇₉india₁₇₈tier₁₇₂demon₁₄₉lagging₁₄₈ball₁₄₇your₁₄₃leave₁₃₂nigga₁₂₇good₁₂₃streak₁₂₂wwww₁₁₈

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00casierx57WALL
ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen St
10:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
14:00FehntpillsWALL
ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemo
28:00maestro_teePEAK
CONNECT TO WIFI
28:00msressebabyPEAK
get the campus WiFi

User colors

TOP 16

Participation inequality

4,303 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

17%

43 users

Top 5%

39%

215 users

Top 10%

52%

430 users

Community split

SHARE OF CHATTERS

CORE

DRIVE-BY

Lorenz curve · cumulative share

USERS → MESSAGES

DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT

User tiers · who carries the chat

4 TIERS

1 msg2,256USERS2,256MSGS14.6%
2-4 msgs1,311USERS3,389MSGS22.0%
5-19 msgs619USERS5,225MSGS33.9%
20+ msgs117USERS4,551MSGS29.5%

117 super-active users (2.7% of chatters) wrote 30% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@ddg14 · by 5 users
@viccmilli8 · by 5 users
@awatazizam3 · by 1 users
@cooki3ss3 · by 2 users
@turtleloverr73 · by 3 users
@thebadguychun2 · by 2 users
@ddg4lclips2 · by 1 users
@cartiermystique2 · by 2 users
@dontkareee2 · by 2 users
@yalnago1 · by 1 users

Top interactors

WHO REACHES OUT

viccmilli8 sent
royaltyalmighty6 sent
shaunda645_6 sent
capefps3 sent
awatazizam3 sent
cartiermystique2 sent
kidkudi7772 sent
dshun_08092 sent
skee18232 sent
okkadrian2 sent

Badge mix

TOP 8

PREMIUM2183 · 14%
TURBO1518 · 10%
SUBSCRIBER1138 · 7%
WENT-OUTSIDE993 · 6%
MODERATOR776 · 5%
SUB-GIFTER538 · 3%
TWITCH-RECAP-2024398 · 3%
TWITCH-RECAP-2025325 · 2%

Core community

≥3 interactions

Drive-by

2,240

1 msg · 0 interactions

Mentions

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	royaltyalmighty	→	ddg	6
02	shaunda645_	→	ddg	3
03	capefps	→	ddg	3
04	awatazizam	→	viccmilli	3
05	viccmilli	→	awatazizam	3
06	shaunda645_	→	ddg4lclips	2
07	viccmilli	→	cooki3ss	2
08	okkadrian	→	viccmilli	2
09	cartiermystique	→	yalnago	1
10	mscreamofthecrop	→	arnold_alien	1
11	arnold_alien	→	mscreamofthecrop	1
12	joshfunky	→	here	1

Chat tape

NOTABLE MESSAGES

00:00ZIONL33OPENER
ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemoteSquadgreen ddgemote
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00lado_9WALL
ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSquadred ddgemoteSquadgreen ddgemoteSqua
00:00casierx57WALL
ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen StreamerU2026 ddgemoteSquadgreen St
01:00royaltyalmightyPING
slimjxTHEBXND @ddg slimjxTHEBXND
01:00royaltyalmightyPING
@ddg slimjxTHEBXND Let's Go slimjxTHEBXND

Social share card

This is the exact image link unfurlers render when this stream is shared.

↓ Download card (1200×630)

Ad equivalence

DEMO

no viewer track captured

Engagement quality

MEASURED

Viewers who chat

Msgs / viewer

0.0

chat depth

Community gini

0.59

0 = broad, 1 = few voices

Loyal chatters

736

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.2%
CAPS RAGE19.6%
SPAM/PASTA8.2%
BOT MSGS0.3%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×34	1	6m→28m	BOT TIMER
CMD	!sub	×21	4	7m→26m	ORGANIC
CMD	!prime	×7	5	7m→29m	ORGANIC
LINK	twitch.amazon.com	×7	1	7m→29m	BOT TIMER
CMD	!com	×3	1	2m→19m	ORGANIC
LINK	x.com	×3	1	2m→19m	BOT TIMER
CMD	!discord	×3	3	13m→19m	ORGANIC
LINK	discord.gg	×3	1	13m→19m	BOT TIMER
CMD	!clip	×2	1	5m→6m	ORGANIC
CMD	!watchtime	×2	1	17m→17m	ORGANIC
LINK	clips.twitch.tv	×1	1	5m→5m	BOT TIMER
CMD	!subs	×1	1	14m→14m	ORGANIC
CMD	!lanahcherry	×1	1	17m→17m	ORGANIC
CMD	!gamble	×1	1	18m→18m	ORGANIC

Sponsor lift · ad-read impact

DEMO

Chat echoes per minute around a sponsored read — spikes ×6 at the mention, decays in ~4 min. Real version needs a same-session viewer track + labeled ad window.

Audience language

MEASURED

ES1.2%
EN10.7%
OTHER / EMOTE-ONLY88.1%

language of written messages · emote-only spam excluded from ES/EN

Audience overlap

DEMO

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

DEMO

Followers / wk

+2,100

last week

Streams / wk

5.2

±1h start time

real version fetches channel history via twitchtracker / helix

MSGS 15,421CHATTERS 4303POS 1,125NEG 315TOP KEYWORD “WIFI” ×300GINI 0.59BOTS 14PEAK ×3.7 @ 0m

DDG's Streamer University stream "STREAMER UNIVERSITY ALUMNI DAY 📚 MVP MOO 📚 BIGGEST OPP 📚 DAY 1" on Jul 18, 2026 generated 15,421 messages from 4,303 unique chatters (531.8 msgs/min average, peaking at 854/min). Sentiment ran 1,125 positive vs 315 negative, and the top keyword was "wifi" (×300). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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DDG stream analytics summary