Adapt — Streamer University stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 17, 2026 · VOD 2822190535

Chat mood & viewers

29,588 MSGS

Positive

4,358

14.7% of msgs

Negative

600

2.0% of msgs

Neutral

24,630

83.2% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

4,358 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

100:000.20→-0.28Δ-0.48
39:00-0.05→0.25Δ+0.30
204:000.05→0.35Δ+0.30
116:00-0.13→0.14Δ+0.27
156:000.24→-0.03Δ-0.27
191:000.36→0.09Δ-0.27

Mood regime · per minute

220 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

220 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00SPIKE×4.5clip suggested Watch VOD
600 msgs — ×4.5 the stream average
- shoostrings: DAD IS BACK
- lyssnco_: DADDYYYYYYYYY
01:00EMOTES×4.3clip suggested Watch VOD
27 emote msgs — ×4.3 the average
- shoostrings: DAD IS BACK
- lyssnco_: DADDYYYYYYYYY
02:00EMOTES×3.8clip suggested Watch VOD
24 emote msgs — ×3.8 the average
- nutonpercs: daddddyyy
- maddithebaddie5614: DADDYYYŸY
03:00EMOTES×5.7clip suggested Watch VOD
36 emote msgs — ×5.7 the average
- fuxkissac333: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
- yourboymatt21: stream longer pls
03:00INFLUX×4.1clip suggested Watch VOD
99 first-time chatters in one minute (raid-like influx)
- fuxkissac333: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
- yourboymatt21: stream longer pls

Keyword tracker

TOP 14

adapt1,664
class1,296
daddy598
stream476
this451
good450
subscribed445
jason444
professor396
tier396
that373
with346
love316
what311

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	107	1.00	known	known bot account
streamelements	48	1.00	known	known bot account
breenastwitvhciper	15	0.55	medium	4 messages fired <2s apart · 12.3 msgs/min sustained
maddikid	13	0.55	medium	3 messages fired <2s apart · 8.7 msgs/min sustained
alannah_rich14	12	0.55	medium	10 messages fired <2s apart · 8.3 msgs/min sustained
krayjack23	16	0.45	medium	repeated one message ×8 (50% of output)
vonsoloh	14	0.45	medium	repeated one message ×7 (50% of output)
nateplay_22	13	0.45	medium	repeated one message ×12 (92% of output)
24sparky24	10	0.45	medium	repeated one message ×5 (50% of output)
vasudoung	10	0.45	medium	repeated one message ×5 (50% of output)
kendragalthegoat67	10	0.45	medium	repeated one message ×5 (50% of output)
axstrooo	9	0.45	medium	repeated one message ×6 (67% of output)
balooka2142	8	0.45	medium	repeated one message ×4 (50% of output)
cy3dx	7	0.45	medium	repeated one message ×4 (57% of output)
swayenator	6	0.45	medium	repeated one message ×4 (67% of output)

Emote pulse

TOP 8

StreamerU20261,332
adapt2Flock286
LUL228
GoalHype206
adapt2Flock2128
adapt2999110
adapt2Sad106
TwitchConHYPE99

Evidence tape

6 MSGS

00:00PotatBotatOPENER
͏🚀@Adapt went live!
01:00shoostringsPEAK
DAD IS BACK
01:00lyssnco_PEAK
DADDYYYYYYYYY
01:00kirbykim67PEAK
DADDY CEOOOO
01:00ChaseAECHSPEAK
STREAMER UNIVERSITY
01:00Fortnitgod43164PEAK
YOOOOOOI PAPA ADAPT

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

dollfull

MSGS
SENT

FIRST SEEN 1:00 · 1.5% OF ALL CHATSUB

Unique chatters

5,339

1% of viewers

Msgs / chatter

5.5

29,588 msgs total

From subs

16%

4,800 msgs

Bots filtered

155 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS14% OF CHAT

#	Chatter	Badges	Msgs	Share
01	dollfull	SUB	443	1.5%
02	makunga420	SUB	346	1.2%
03	AdaptsPigeon		334	1.1%
04	riotANGEL33		328	1.1%
05	Guattrapin		328	1.1%
06	brendy21		273	0.9%
07	sigmafs_		236	0.8%
08	KRISPY1418		223	0.8%
09	shuddrr		188	0.6%
10	Erkii1	MOD	166	0.6%
11	dyIun	MOD	160	0.5%
12	messygirl84	SUB	134	0.5%
13	ice__cold__		132	0.4%
14	Cloaks_Son_	SUB	121	0.4%
15	NotDvyd		117	0.4%
16	lea__aaaaa		117	0.4%
17	mybunnytail		115	0.4%
18	schaud12		114	0.4%
19	wittekspiker		113	0.4%
20	lillycries		111	0.4%

User types · badge mix

136 BADGES

SUBSCRIBER4,413 · 15%
PREMIUM3,174 · 11%
TURBO1,798 · 6%
FOOTBALL-FEST-20261,576 · 5%
MODERATOR770 · 3%
WENT-OUTSIDE758 · 3%
SUB-GIFTER747 · 3%
JASONTHEWEEN-7-DAY-SURVIVAL556 · 2%

New chatters · arrival curve

5339 TOTAL

first-message arrivals · 0m → 219m

457 joined in the first 2 minutes = 9% of all chatters

Returning

1259

≥5 msgs sent

One-and-done

2342

single message

Most mentioned

793 @s

@adapt70 · 39u
@fazeadaptlive34 · 1u
@ice__cold__23 · 19u
@erkii120 · 15u
@fazeadapt14 · 1u
@adaptsnaps14 · 1u
@d4_amber14 · 7u
@dyiun13 · 12u

Top interactors

WHO PINGS MOST

fossabot64
ice__cold__34
erkii125
cloaks_son_25
suuanky14
adaptspigeon14
krispy141813
makunga42012

Chat tape

NOTABLE MSGS

00:00PotatBotatOPENER
͏🚀@Adapt went live!
01:00shoostringsPEAK
DAD IS BACK
01:00lyssnco_PEAK
DADDYYYYYYYYY
01:00kirbykim67PEAK
DADDY CEOOOO
01:00ChaseAECHSPEAK
STREAMER UNIVERSITY
01:00Fortnitgod43164PEAK
YOOOOOOI PAPA ADAPT
01:00hxnnxh2trillPEAK
adapt2OZ adapt2OZ
01:00Shadowbandit001PING
Boot up bo2 @adapt

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

10%

2,865 msgs

Top 50 chatters

22%

6,559 msgs

Remaining

5289

share 78%

TOP 10 · 10%REST · 5329 CHATTERS · 90%

StreamerU2026 ×1332adapt2Flock ×286LUL ×228GoalHype ×206adapt2Flock2 ×128adapt2999 ×110adapt2Sad ×106TwitchConHYPE ×99nexieyWw ×86Clap ×79

Emote volume

MSGS W/ EMOTES

Of all messages

4.7%

29,588 msgs scanned

Emote codes

3,712 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

8,197

11,236

7,750

1,800

522

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

Median

10 ch

P90

36 ch

Max

463 ch

Chat DNA

% OF ALL MSGS

Caps rage

16.7%

4,954 msgs

Questions

2.7%

805 msgs

Mentions

2.6%

762 @calls

Commands

0.2%

48 !calls

CAPS16.7%
QUESTIONS2.7%
MENTIONS2.6%
COMMANDS0.2%

Top multiplier

#1 EMOTE

StreamerU2026

official emote · per-minute flow

02adapt2Flock×286
03LUL×228
04GoalHype×206

Emote leaderboard

OFFICIAL7TV-STYLE

StreamerU2026×1,332
adapt2Flock×286
LUL×228
GoalHype×206
adapt2Flock2×128
adapt2999×110
adapt2Sad×106
TwitchConHYPE×99
nexieyWw×86
Clap×79
<3×78
adapt2WTF×72
GoldPLZ×64
stabeCAUGHT×56
adapt2LIT×42
nateme2MEK×41

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	daddy	×110	95	0m→218m	VIRAL
02	WWWW	×90	63	0m→219m	VIRAL
03	w adapt	×74	64	6m→153m	VIRAL
04	DADDY	×72	65	0m→218m	VIRAL
05	W ADAPT	×70	56	5m→219m	VIRAL
06	JSHOCK	×65	59	26m→217m	VIRAL
07	Clap	×65	47	33m→204m	VIRAL
08	W adapt	×61	47	2m→131m	VIRAL
09	W CLASS	×58	49	34m→219m	VIRAL
10	jshock	×58	56	68m→217m	VIRAL

Keyword cloud

TOP 18 TOKENS

adapt₁₆₆₄class₁₂₉₆daddy₅₉₈stream₄₇₆this₄₅₁good₄₅₀subscribed₄₄₅jason₄₄₄professor₃₉₆tier₃₉₆that₃₇₃with₃₄₆love₃₁₆what₃₁₁jshock₃₀₅your₃₀₃gifted₂₉₀dont₂₆₆

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

01:00shoostringsPEAK
DAD IS BACK
01:00lyssnco_PEAK
DADDYYYYYYYYY
01:00kirbykim67PEAK
DADDY CEOOOO
01:00ChaseAECHSPEAK
STREAMER UNIVERSITY
01:00Fortnitgod43164PEAK
YOOOOOOI PAPA ADAPT
01:00hxnnxh2trillPEAK
adapt2OZ adapt2OZ
02:00txianpopWALL
adapt2Sad adapt2Sad adapt2Sad adapt2Sad adapt2Sad adapt2Sad adapt2Sad StreamerU2026 StreamerU2026 StreamerU2026 Streamer

User colors

TOP 16

Participation inequality

5,339 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

23%

53 users

Top 5%

46%

267 users

Top 10%

59%

534 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 msg2,342USERS2,342MSGS7.9%
2-4 msgs1,738USERS4,563MSGS15.4%
5-19 msgs999USERS9,084MSGS30.7%
20+ msgs260USERS13,599MSGS46.0%

260 super-active users (4.9% of chatters) wrote 46% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@adapt70 · by 39 users
@fazeadaptlive34 · by 1 users
@ice__cold__23 · by 19 users
@erkii120 · by 15 users
@fazeadapt14 · by 1 users
@adaptsnaps14 · by 1 users
@d4_amber14 · by 7 users
@dyiun13 · by 12 users
@krispy141811 · by 9 users
@headricklamar11 · by 1 users

Top interactors

WHO REACHES OUT

fossabot64 sent
ice__cold__34 sent
erkii125 sent
cloaks_son_25 sent
suuanky14 sent
adaptspigeon14 sent
krispy141813 sent
makunga42012 sent
ltsyabs12 sent
raidenian1212 sent

Badge mix

TOP 8

SUBSCRIBER4413 · 15%
PREMIUM3174 · 11%
TURBO1798 · 6%
FOOTBALL-FEST-20261576 · 5%
MODERATOR770 · 3%
WENT-OUTSIDE758 · 3%
SUB-GIFTER747 · 3%
JASONTHEWEEN-7-DAY-SURVIVAL556 · 2%

Core community

121

≥3 interactions

Drive-by

2,268

1 msg · 0 interactions

Mentions

793

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	fazeadaptlive	34
02	fossabot	→	fazeadapt	14
03	fossabot	→	adaptsnaps	14
04	zaxzun_	→	headricklamar	11
05	headricklamar	→	zaxzun_	9
06	suuanky	→	d4_amber	7
07	ltsyabs	→	blazian	6
08	aaaraj	→	adapt	6
09	erkii1	→	jshock9nine	6
10	makunga420	→	adapt	5
11	ltsyabs	→	adapt	5
12	cuwrse	→	adapt	4

Chat tape

NOTABLE MESSAGES

00:00PotatBotatOPENER
͏🚀@Adapt went live!
01:00shoostringsPEAK
DAD IS BACK
01:00lyssnco_PEAK
DADDYYYYYYYYY
01:00kirbykim67PEAK
DADDY CEOOOO
01:00ChaseAECHSPEAK
STREAMER UNIVERSITY
01:00Fortnitgod43164PEAK
YOOOOOOI PAPA ADAPT

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

0.67

0 = broad, 1 = few voices

Loyal chatters

1259

≥5 msgs

Sub messages

16%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.6%
CAPS RAGE16.7%
SPAM/PASTA4.1%
BOT MSGS0.5%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×72	8	0m→215m	BOT TIMER
LINK	youtube.com	×34	1	9m→214m	BOT TIMER
LINK	twitter.com	×14	1	10m→214m	BOT TIMER
LINK	instagram.com	×14	1	10m→214m	BOT TIMER
LINK	tiktok.com	×14	1	10m→214m	BOT TIMER
LINK	snapchat.com	×14	1	10m→214m	BOT TIMER
LINK	7tv.app	×9	1	9m→213m	BOT TIMER
CMD	!sub	×8	7	12m→185m	ORGANIC
CMD	!discord	×7	4	6m→219m	ORGANIC
CMD	!time	×7	7	6m→211m	ORGANIC
CMD	!prime	×5	3	1m→186m	ORGANIC
LINK	twitch.amazon.com	×5	1	1m→186m	BOT TIMER
CMD	!age	×4	4	104m→107m	ORGANIC
CMD	!drops	×2	2	25m→58m	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

ES0.6%
EN16.8%
OTHER / EMOTE-ONLY82.6%

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 29,588CHATTERS 5339POS 4,358NEG 600TOP KEYWORD “ADAPT” ×1664GINI 0.674BOTS 15PEAK ×6.2 @ 219m

Adapt's Streamer University stream "🔴 STREAMER UNIVERSITY DAY 2 🔴 PROFESSOR ADAPT 🔴 ELECTRIC CONTENT 🔴" on Jul 17, 2026 generated 29,588 messages from 5,339 unique chatters (134.5 msgs/min average, peaking at 600/min). Sentiment ran 4,358 positive vs 600 negative, and the top keyword was "adapt" (×1664). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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