Silky — Streamer University stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 19, 2026 · VOD 2824019697

Chat mood & viewers

34,129 MSGS

Positive

3,328

9.8% of msgs

Negative

297

0.9% of msgs

Neutral

30,504

89.4% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,328 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

92:000.22→-0.16Δ-0.38
346:000.30→0.05Δ-0.25

Mood regime · per minute

371 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

371 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×6.4clip suggested Watch VOD
74 first-time chatters in one minute (raid-like influx)
- josiahthe_1: Fuck em Europeans i don't want europe to take out the world cup
- tristan4tw7: lemme seee her
66:00EMOTES×4.9clip suggested Watch VOD
20 emote msgs — ×4.9 the average
- Chibu: pants made by johnny dang
- cantfw_jamal: I love silky brooo
69:00EMOTES×7.6clip suggested Watch VOD
31 emote msgs — ×7.6 the average
- ccin58: @imStuckonGo lmaooo ong
- Jessest001: lollll silky trolling
70:00EMOTES×6.4clip suggested Watch VOD
26 emote msgs — ×6.4 the average
- tristan4tw7: i luv dis
- lelufdn: silkyFunny silkyFunny silkyFunny silkyFunny silkyFunny silkyFunny silkyFunny sil
71:00EMOTES×6.4clip suggested Watch VOD
26 emote msgs — ×6.4 the average
- haviana1: 😂😂😂😂😂😂
- tristan4tw7: run ittttt

Keyword tracker

TOP 14

that1,137
nigga1,072
this971
silky728
they685
lazer548
what537
like528
just515
shit435
lmao430
argentina404
fuck357
chat344

Bot radar

11 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	117	1.00	known	known bot account
fossabot	74	1.00	known	known bot account
redbull	29	0.55	medium	27 messages fired <2s apart · 29 msgs/min sustained
jiannag15	16	0.55	medium	3 messages fired <2s apart · 8.7 msgs/min sustained
slicedinto	19	0.45	medium	repeated one message ×11 (58% of output)
idkvok	17	0.45	medium	repeated one message ×11 (65% of output)
adaptspigeon	16	0.45	medium	repeated one message ×8 (50% of output)
mucuss_	9	0.45	medium	repeated one message ×5 (56% of output)
butterfree_27	8	0.45	medium	repeated one message ×5 (63% of output)
literqljays	5	0.45	medium	repeated one message ×4 (80% of output)
shannontaylor345	5	0.45	medium	repeated one message ×5 (100% of output)

Emote pulse

TOP 8

silkyFunny4,552
LUL404
silkyDance270
silkySLG166
silkyDance2152
StreamerU2026132
silkyGoogly113
silkyLetsGo108

Evidence tape

6 MSGS

00:003kmiirOPENER
bet
02:00procedurallybuiltPING
Argentina racist Af why you wearing that shit @silky WOO
03:00rocmisPING
hes right @Silky
06:00qncyPING
@Silky stop talking about wiz gang you're larping that you played
10:00ionwannatalk000PING
FRIESSS FUNNY MIKE @silky
25:00ceod2029PING
@Silky lacy Marlon and Ron are in sketches room

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

gregtoosmooth

MSGS
SENT

FIRST SEEN 2:00 · 1.5% OF ALL CHATVIP

Unique chatters

4,290

0% of viewers

Msgs / chatter

8.0

34,129 msgs total

From subs

15%

5,098 msgs

Bots filtered

191 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS16% OF CHAT

#	Chatter	Badges	Msgs	Share
01	gregtoosmooth	VIP	498	1.5%
02	Tyvalidd		478	1.4%
03	leekrichh	VIP	308	0.9%
04	Worxthy	MOD	305	0.9%
05	lelufdn	SUB	298	0.9%
06	selfmademurk	VIP	288	0.8%
07	yooluciano	VIP	277	0.8%
08	ARS0NDEVIL		273	0.8%
09	JsavSlimee		264	0.8%
10	itzzzj4		258	0.8%
11	DrSossa	SUB	250	0.7%
12	whoislethal		247	0.7%
13	؜6	MODSUB	239	0.7%
14	fizzyfeets	VIP	221	0.6%
15	JAYKAYRAH		219	0.6%
16	nyc_kb		218	0.6%
17	Jessest001		201	0.6%
18	IsoMelly		201	0.6%
19	dopesavaqe	MODSUB	201	0.6%
20	tristan4tw7	SUB	196	0.6%

User types · badge mix

125 BADGES

SUBSCRIBER4,836 · 14%
TURBO2,782 · 8%
PREMIUM2,770 · 8%
PREDICTIONS2,335 · 7%
VIP2,214 · 6%
MODERATOR2,128 · 6%
FOOTBALL-FEST-20261,354 · 4%
DREAMERS828 · 2%

New chatters · arrival curve

4290 TOTAL

first-message arrivals · 0m → 370m

168 joined in the first 2 minutes = 4% of all chatters

Returning

1094

≥5 msgs sent

One-and-done

1846

single message

Most mentioned

2,378 @s

@silky133 · 86u
@leekrichh84 · 50u
@terrorlol_274 · 20u
@jaykayrah71 · 36u
@fizzyfeets49 · 27u
@said46 · 34u
@imstuckongo41 · 21u
@chibu39 · 34u

Top interactors

WHO PINGS MOST

imstuckongo60
itzzzj458
terrorlol_253
ars0ndevil49
ccin5848
jaykayrah44
magentaxoxo39
jordynbrenaee35

Chat tape

NOTABLE MSGS

00:003kmiirOPENER
bet
02:00procedurallybuiltPING
Argentina racist Af why you wearing that shit @silky WOO
03:00rocmisPING
hes right @Silky
06:00qncyPING
@Silky stop talking about wiz gang you're larping that you played
10:00ionwannatalk000PING
FRIESSS FUNNY MIKE @silky
25:00ceod2029PING
@Silky lacy Marlon and Ron are in sketches room
99:00MoneyFirst7PEAK
click on him
99:00zaythoven007PEAK
W WOO W OJAY

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

10%

3,247 msgs

Top 50 chatters

28%

9,632 msgs

Remaining

4240

share 72%

TOP 10 · 10%REST · 4280 CHATTERS · 90%

silkyFunny ×4552LUL ×404silkyDance ×270silkySLG ×166silkyDance2 ×152StreamerU2026 ×132silkyGoogly ×113silkyLetsGo ×108silkyRat ×104FutureMan ×68

Emote volume

MSGS W/ EMOTES

Of all messages

4.4%

34,129 msgs scanned

Emote codes

6,955 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

8,173

11,481

11,048

2,884

514

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

Median

13 ch

P90

41 ch

Max

419 ch

Chat DNA

% OF ALL MSGS

Caps rage

14.9%

5,085 msgs

Questions

5.0%

1,721 msgs

Mentions

7.0%

2,385 @calls

Commands

0.8%

285 !calls

CAPS14.9%
QUESTIONS5.0%
MENTIONS7.0%
COMMANDS0.8%

Top multiplier

#1 EMOTE

silkyFunny

official emote · per-minute flow

02LUL×404
03silkyDance×270
04silkySLG×166

Emote leaderboard

OFFICIAL7TV-STYLE

silkyFunny×4,552
LUL×404
silkyDance×270
silkySLG×166
silkyDance2×152
StreamerU2026×132
silkyGoogly×113
silkyLetsGo×108
silkyRat×104
FutureMan×68
Clap×68
silkyDemonTme×56
grapewiseLOLOL×52
silky44×50
silkyOMGPOGGERS×44
silkyPlotting×42

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!join	×195	82	1m→38m	VIRAL
02	LMAO	×152	85	3m→364m	VIRAL
03	silkyFunny silkyFunny silkyFunny silkyFunny	×136	38	1m→368m	VIRAL
04	pfft	×125	43	1m→364m	VIRAL
05	LMAOOO	×114	71	1m→369m	VIRAL
06	silkyFunny silkyFunny silkyFunny	×110	37	1m→368m	VIRAL
07	LMAOOOO	×110	60	3m→369m	VIRAL
08	LMAOO	×92	55	1m→368m	VIRAL
09	LMAOOOOO	×85	54	3m→364m	VIRAL
10	silkyFunny silkyFunny	×85	33	3m→368m	VIRAL

Keyword cloud

TOP 18 TOKENS

that₁₁₃₇nigga₁₀₇₂this₉₇₁silky₇₂₈they₆₈₅lazer₅₄₈what₅₃₇like₅₂₈just₅₁₅shit₄₃₅lmao₄₃₀argentina₄₀₄fuck₃₅₇chat₃₄₄good₃₂₉join₃₂₅messi₃₂₁with₃₁₈

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

99:00MoneyFirst7PEAK
click on him
99:00zaythoven007PEAK
W WOO W OJAY
99:005star_WPEAK
Called the nigga an abomination stsu
99:00twosevbabyPEAK
he from the Ville pop his bottle he a opp
99:00BoomDada_PEAK
he knew. he saw his reaction. he did not care
99:00nahgeehavinPEAK
getting clip
124:00nate04eWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer

User colors

TOP 16

Participation inequality

4,290 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

26%

43 users

Top 5%

56%

215 users

Top 10%

69%

429 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 msg1,846USERS1,846MSGS5.4%
2-4 msgs1,350USERS3,521MSGS10.3%
5-19 msgs773USERS6,956MSGS20.4%
20+ msgs321USERS21,806MSGS63.9%

321 super-active users (7.5% of chatters) wrote 64% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@silky133 · by 86 users
@leekrichh84 · by 50 users
@terrorlol_274 · by 20 users
@jaykayrah71 · by 36 users
@fizzyfeets49 · by 27 users
@said46 · by 34 users
@imstuckongo41 · by 21 users
@chibu39 · by 34 users
@magentaxoxo34 · by 14 users
@lewis1c28 · by 23 users

Top interactors

WHO REACHES OUT

imstuckongo60 sent
itzzzj458 sent
terrorlol_253 sent
ars0ndevil49 sent
ccin5848 sent
jaykayrah44 sent
magentaxoxo39 sent
jordynbrenaee35 sent
lioncobrax30 sent
leekrichh30 sent

Badge mix

TOP 8

SUBSCRIBER4836 · 14%
TURBO2782 · 8%
PREMIUM2770 · 8%
PREDICTIONS2335 · 7%
VIP2214 · 6%
MODERATOR2128 · 6%
FOOTBALL-FEST-20261354 · 4%
DREAMERS828 · 2%

Core community

332

≥3 interactions

Drive-by

1,678

1 msg · 0 interactions

Mentions

2,378

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	ccin58	→	terrorlol_2	22
02	sleepyykk	→	silky	16
03	jaykayrah	→	leekrichh	16
04	terrorlol_2	→	ccin58	13
05	fizzyfeets	→	jaykayrah	13
06	leekrichh	→	jaykayrah	11
07	jaykayrah	→	fizzyfeets	11
08	teleygram	→	moundgirly	11
09	kasiike	→	terrorlol_2	10
10	lioncobrax	→	magentaxoxo	10
11	imstuckongo	→	terrorlol_2	8
12	ixslatt	→	terrorlol_2	8

Chat tape

NOTABLE MESSAGES

00:003kmiirOPENER
bet
02:00procedurallybuiltPING
Argentina racist Af why you wearing that shit @silky WOO
03:00rocmisPING
hes right @Silky
06:00qncyPING
@Silky stop talking about wiz gang you're larping that you played
10:00ionwannatalk000PING
FRIESSS FUNNY MIKE @silky
25:00ceod2029PING
@Silky lacy Marlon and Ron are in sketches room

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

0.75

0 = broad, 1 = few voices

Loyal chatters

1094

≥5 msgs

Sub messages

15%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY2.7%
CAPS RAGE14.9%
SPAM/PASTA5.6%
BOT MSGS0.6%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!join	×220	82	1m→38m	ORGANIC
CMD	!mraffle	×23	1	1m→37m	BOT TIMER
LINK	twitch.tv	×11	2	1m→336m	BOT TIMER
LINK	pot.cx	×6	1	216m→338m	ORGANIC
CMD	!comm	×5	4	83m→302m	ORGANIC
CMD	!badge	×4	3	90m→336m	ORGANIC
CMD	!sub	×4	3	195m→279m	ORGANIC
LINK	tiktok.com	×3	2	24m→225m	ORGANIC
CMD	!discord	×3	3	145m→299m	ORGANIC
CMD	!prime	×3	2	249m→252m	ORGANIC
CMD	!core	×2	2	1m→220m	ORGANIC
CMD	!subs	×2	2	48m→150m	ORGANIC
CMD	!2026	×2	2	55m→55m	ORGANIC
LINK	angelthump.com	×2	1	143m→143m	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%
EN21.1%
OTHER / EMOTE-ONLY77.7%

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 34,129CHATTERS 4290POS 3,328NEG 297TOP KEYWORD “THAT” ×1137GINI 0.749BOTS 11PEAK ×14.2 @ 325m

Silky's Streamer University stream "STREAMER UNIVERSITY DAY 5" on Jul 19, 2026 generated 34,129 messages from 4,290 unique chatters (92 msgs/min average, peaking at 341/min). Sentiment ran 3,328 positive vs 297 negative, and the top keyword was "that" (×1137). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Silky stream analytics summary