Arky — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823158216

Chat mood & viewers

182,387 MSGS

Positive

16,174

8.9% of msgs

Negative

548

0.3% of msgs

Neutral

165,665

90.8% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

16,174 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

491:000.37→0.03Δ-0.34
1327:000.01→0.32Δ+0.31
144:000.32→0.02Δ-0.30
722:000.03→0.31Δ+0.28
143:000.05→0.32Δ+0.27
429:000.02→0.28Δ+0.26

Mood regime · per minute

1632 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

1632 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×23.1clip suggested Watch VOD
100 first-time chatters in one minute (raid-like influx)
- caleb4vr: UNC STILL GOT IT
- yhzdgn9151: WW GETBACK TIME
04:00INFLUX×17.1clip suggested Watch VOD
74 first-time chatters in one minute (raid-like influx)
- robjames2bands: SEMI GON BE DEAD
- dauntelmao: SEMI LMFAO
05:00INFLUX×19.2clip suggested Watch VOD
83 first-time chatters in one minute (raid-like influx)
- yumekoo21: LMFAO LMFAO
- Myles_UN: WW ARK boxing
07:00INFLUX×13.6clip suggested Watch VOD
59 first-time chatters in one minute (raid-like influx)
- Djrr13: KILLTHATBOY ͏
- kaokao1467: THE BIGGEST ARK
54:00EMOTES×14.1clip suggested Watch VOD
51 emote msgs — ×14.1 the average
- bugking1210: 10/10 question avoidance
- kingovhartz: Semi nabs LOL

Keyword tracker

TOP 14

arky3,801
lmfao2,769
that2,542
ome52,291
semi1,993
this1,697
they1,673
ome441,585
degloved1,509
ouushit1,331
pfft1,309
shit1,298
lmao1,297
runn1,261

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	488	1.00	known	known bot account
streamelements	371	1.00	known	known bot account
unclebeee	255	0.55	medium	22 messages fired <2s apart · 8.7 msgs/min sustained
jace_blanko	154	0.55	medium	12 messages fired <2s apart · 7.3 msgs/min sustained
cured0	36	0.55	medium	3 messages fired <2s apart · 9.6 msgs/min sustained
illumism	21	0.55	medium	6 messages fired <2s apart · 10.8 msgs/min sustained
samham	14	0.55	medium	13 messages fired <2s apart · 14 msgs/min sustained
ariobarzanesofpersis	11	0.55	medium	10 messages fired <2s apart · 11 msgs/min sustained
xmost_hat	23	0.45	medium	repeated one message ×12 (52% of output)
reem321	17	0.45	medium	repeated one message ×10 (59% of output)
mad500	13	0.45	medium	repeated one message ×12 (92% of output)
montyst20	11	0.45	medium	repeated one message ×6 (55% of output)
tinzovarez	9	0.45	medium	repeated one message ×5 (56% of output)
ryanvarner	8	0.45	medium	repeated one message ×4 (50% of output)
longestegg	8	0.45	medium	repeated one message ×4 (50% of output)

Emote pulse

TOP 8

arkyszN2,292
omePfft788
arkyszDancing614
LUL572
omeOhh402
ohSHIT387
jrkLUL365
semiLUL275

Evidence tape

6 MSGS

00:00BrandonhasgameOPENER
OOOO
02:00WhosCryoPEAK
WW ARK WW ARK
02:00sheetmaker23PEAK
WW ARK WW ARK WW ARK WW ARK
02:00goofy_349PEAK
LOOKING SEXY MAYN
02:00asheryy1PEAK
WW arkyszN WW arkyszN WW arkyszN WW arkyszN
02:00ryzewhoPEAK
WW ARK WW ARK WW ARK WW ARK WW ARK

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

Djrr13

MSGS
SENT

FIRST SEEN 1:00 · 3.3% OF ALL CHATSUB

Unique chatters

7,067

0% of viewers

Msgs / chatter

25.8

182,387 msgs total

From subs

43%

79,108 msgs

Bots filtered

859 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS23% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Djrr13	SUB	5953	3.3%
02	01mano	SUB	5176	2.8%
03	spade2904_	SUB	3456	1.9%
04	joejumbo6969	VIP	3113	1.7%
05	cluckwuck	SUB	2334	1.3%
06	lwk_Lone		2099	1.2%
07	moabbas7	SUB	1897	1.0%
08	BlackCrona	SUB	1809	1.0%
09	Zai_42	SUBVIP	1784	1.0%
10	ronniemahann	SUBVIP	1683	0.9%
11	moonie142	SUBVIP	1632	0.9%
12	Bashkash831		1568	0.9%
13	sleepyx24	SUB	1333	0.7%
14	1KrisZina	SUB	1262	0.7%
15	AegisZF		1247	0.7%
16	WhosCryo	SUBVIP	1239	0.7%
17	lampz3z	SUB	1194	0.7%
18	JENO2K1	SUB	1182	0.6%
19	Myles_UN	VIP	1153	0.6%
20	no1know7		1143	0.6%

User types · badge mix

178 BADGES

SUBSCRIBER73,899 · 41%
FOOTBALL-FEST-202621,594 · 12%
VIP15,793 · 9%
SUB-GIFTER11,651 · 6%
MODERATOR8,486 · 5%
PREMIUM7,579 · 4%
BITS-CHARITY6,133 · 3%
PREDICTIONS5,181 · 3%

New chatters · arrival curve

7067 TOTAL

first-message arrivals · 0m → 1631m

381 joined in the first 2 minutes = 5% of all chatters

Returning

2395

≥5 msgs sent

One-and-done

2634

single message

Most mentioned

6,650 @s

@keosxp342 · 147u
@arky322 · 102u
@treyr1ch182 · 103u
@joejumbo6969155 · 92u
@itsoddo138 · 91u
@moonie142108 · 44u
@aegiszf82 · 45u
@cluckwuck81 · 38u

Top interactors

WHO PINGS MOST

cluckwuck215
no1know7182
moonie142172
wqtersqge143
joejumbo6969131
zai_42112
keosxp109
spade2904_99

Chat tape

NOTABLE MSGS

00:00BrandonhasgameOPENER
OOOO
02:00WhosCryoPEAK
WW ARK WW ARK
02:00sheetmaker23PEAK
WW ARK WW ARK WW ARK WW ARK
02:00goofy_349PEAK
LOOKING SEXY MAYN
02:00asheryy1PEAK
WW arkyszN WW arkyszN WW arkyszN WW arkyszN
02:00ryzewhoPEAK
WW ARK WW ARK WW ARK WW ARK WW ARK
02:00robjames2bandsPEAK
3/9 LETS GOOOOOOO
18:00xDreaMEXxPING
Bro just change it u will be dirty to homecoming @Arky

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

16%

29,304 msgs

Top 50 chatters

36%

66,029 msgs

Remaining

7017

share 64%

TOP 10 · 16%REST · 7057 CHATTERS · 84%

arkyszN ×2292omePfft ×788arkyszDancing ×614LUL ×572omeOhh ×402ohSHIT ×387jrkLUL ×365semiLUL ×275silkyFunny ×266omeFaded ×239

Emote volume

MSGS W/ EMOTES

Of all messages

3.2%

182,387 msgs scanned

Emote codes

9,112 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

87,024

58,539

29,680

6,020

885

239

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

Median

6 ch

P90

25 ch

Max

288 ch

Chat DNA

% OF ALL MSGS

Caps rage

10.3%

18,846 msgs

Questions

2.8%

5,122 msgs

Mentions

3.6%

6,559 @calls

Commands

0.1%

267 !calls

CAPS10.3%
QUESTIONS2.8%
MENTIONS3.6%
COMMANDS0.1%

Top multiplier

#1 EMOTE

arkyszN

official emote · per-minute flow

02omePfft×788
03arkyszDancing×614
04LUL×572

Emote leaderboard

OFFICIAL7TV-STYLE

arkyszN×2,292
omePfft×788
arkyszDancing×614
LUL×572
omeOhh×402
ohSHIT×387
jrkLUL×365
semiLUL×275
silkyFunny×266
omeFaded×239
arkyszNcap×230
VoteNay×204
arkyszSOB×198
exemMarch×185
BabyRage×167
omgBruh×154

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMFAO	×2261	262	1m→1629m	VIRAL
02	ome5	×1523	261	2m→1621m	VIRAL
03	pfft	×1046	222	1m→1628m	VIRAL
04	Degloved	×1028	215	3m→1631m	VIRAL
05	ouushit	×1008	297	1m→1608m	VIRAL
06	ome44	×937	236	2m→1620m	VIRAL
07	AYY2	×809	122	117m→1563m	VIRAL
08	OOOO	×807	239	0m→1631m	VIRAL
09	LMAO	×794	210	3m→1629m	VIRAL
10	RUNN	×793	216	3m→1619m	VIRAL

Keyword cloud

TOP 18 TOKENS

arky₃₈₀₁lmfao₂₇₆₉that₂₅₄₂ome5₂₂₉₁semi₁₉₉₃this₁₆₉₇they₁₆₇₃ome44₁₅₈₅degloved₁₅₀₉ouushit₁₃₃₁pfft₁₃₀₉shit₁₂₉₈lmao₁₂₉₇runn₁₂₆₁just₁₂₄₂ohfuck₁₂₃₄yugi₁₁₇₉ayy2₁₁₆₀

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

02:00WhosCryoPEAK
WW ARK WW ARK
02:00sheetmaker23PEAK
WW ARK WW ARK WW ARK WW ARK
02:00goofy_349PEAK
LOOKING SEXY MAYN
02:00asheryy1PEAK
WW arkyszN WW arkyszN WW arkyszN WW arkyszN
02:00ryzewhoPEAK
WW ARK WW ARK WW ARK WW ARK WW ARK
02:00robjames2bandsPEAK
3/9 LETS GOOOOOOO
674:00irruykaWALL
ddilan1MarlonLMFAO ddilan1MarlonLMFAO ddilan1MarlonLMFAO ddilan1MarlonLMFAO ddilan1MarlonLMFAO ddilan1MarlonLMFAO ddilan

User colors

TOP 16

Participation inequality

7,067 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

42%

71 users

Top 5%

73%

353 users

Top 10%

84%

707 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 msg2,634USERS2,634MSGS1.4%
2-4 msgs2,038USERS5,437MSGS3.0%
5-19 msgs1,373USERS12,992MSGS7.1%
20+ msgs1,022USERS161,324MSGS88.5%

1,022 super-active users (14.5% of chatters) wrote 88% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@keosxp342 · by 147 users
@arky322 · by 102 users
@treyr1ch182 · by 103 users
@joejumbo6969155 · by 92 users
@itsoddo138 · by 91 users
@moonie142108 · by 44 users
@aegiszf82 · by 45 users
@cluckwuck81 · by 38 users
@wqtersqge80 · by 45 users
@dyldawg1867 · by 50 users

Top interactors

WHO REACHES OUT

cluckwuck215 sent
no1know7182 sent
moonie142172 sent
wqtersqge143 sent
joejumbo6969131 sent
zai_42112 sent
keosxp109 sent
spade2904_99 sent
lampz3z95 sent
aegiszf94 sent

Badge mix

TOP 8

SUBSCRIBER73899 · 41%
FOOTBALL-FEST-202621594 · 12%
VIP15793 · 9%
SUB-GIFTER11651 · 6%
MODERATOR8486 · 5%
PREMIUM7579 · 4%
BITS-CHARITY6133 · 3%
PREDICTIONS5181 · 3%

Core community

666

≥3 interactions

Drive-by

2,412

1 msg · 0 interactions

Mentions

6,650

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	no1know7	→	arky	76
02	cluckwuck	→	moonie142	22
03	moonie142	→	cluckwuck	18
04	eliteclipzzy	→	arky	18
05	wqtersqge	→	aegiszf	14
06	xdreamexx	→	arky	13
07	joejumbo6969	→	keosxp	13
08	zai_42	→	keosxp	13
09	fossabot	→	onsumchillshii	12
10	aegiszf	→	keosxp	12
11	cluckwuck	→	keosxp	12
12	wqtersqge	→	keosxp	12

Chat tape

NOTABLE MESSAGES

00:00BrandonhasgameOPENER
OOOO
02:00WhosCryoPEAK
WW ARK WW ARK
02:00sheetmaker23PEAK
WW ARK WW ARK WW ARK WW ARK
02:00goofy_349PEAK
LOOKING SEXY MAYN
02:00asheryy1PEAK
WW arkyszN WW arkyszN WW arkyszN WW arkyszN
02:00ryzewhoPEAK
WW ARK WW ARK WW ARK WW ARK WW ARK

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

0.1

chat depth

Community gini

0.87

0 = broad, 1 = few voices

Loyal chatters

2395

≥5 msgs

Sub messages

43%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.4%
CAPS RAGE10.3%
SPAM/PASTA9.4%
BOT MSGS0.5%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×48	23	91m→1522m	ORGANIC
CMD	!points	×25	23	256m→1078m	ORGANIC
CMD	!watchtime	×24	22	146m→1619m	ORGANIC
LINK	cdn.discordapp.com	×20	16	74m→1579m	ORGANIC
CMD	!time	×20	16	409m→1473m	ORGANIC
CMD	!accountage	×14	12	898m→901m	ORGANIC
CMD	!followage	×12	11	114m→1334m	ORGANIC
CMD	!roommate	×12	10	444m→1099m	ORGANIC
CMD	!oscs	×11	10	37m→1467m	ORGANIC
CMD	!push	×9	9	146m→1601m	ORGANIC
CMD	!detonate	×8	3	270m→1350m	ORGANIC
LINK	x.com	×7	4	2m→951m	BOT TIMER
CMD	!subgoal	×7	1	18m→1476m	ORGANIC
CMD	!discord	×7	6	35m→1551m	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%
EN9.8%
OTHER / EMOTE-ONLY89.6%

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 182,387CHATTERS 7067POS 16,174NEG 548TOP KEYWORD “ARKY” ×3801GINI 0.874BOTS 15PEAK ×23.1 @ 3m

Arky's Streamer University stream "🔶 BEST ALUMNI BACK 🔶 SU26 🔶 LIVE ALL DAY 🔶 !oscs !comm !socials" on Jul 18, 2026 generated 182,387 messages from 7,067 unique chatters (111.8 msgs/min average, peaking at 614/min). Sentiment ran 16,174 positive vs 548 negative, and the top keyword was "arky" (×3801). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Arky stream analytics summary