Silky — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823099064

Chat mood & viewers

180,719 MSGS

Positive

14,816

8.2% of msgs

Negative

801

0.4% of msgs

Neutral

165,102

91.4% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

14,816 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

769:000.05→0.35Δ+0.30
93:000.29→0.00Δ-0.29
770:000.35→0.06Δ-0.29
187:000.29→0.03Δ-0.26
423:000.27→0.02Δ-0.25

Mood regime · per minute

1581 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

1581 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

99:00INFLUX×27.3clip suggested Watch VOD
228 first-time chatters in one minute (raid-like influx)
- 484gjg: you gon get clowned if you lose to alum
- ryantrill22: Who breathing so heavy bruh
100:00INFLUX×35.3clip suggested Watch VOD
295 first-time chatters in one minute (raid-like influx)
- k3y_c1aps_you: ur him woo
- aarongeezy: UR HIMMMMMMMMMMMM WOOOOOOOOOOO
101:00INFLUX×19.4clip suggested Watch VOD
162 first-time chatters in one minute (raid-like influx)
- nedlobapppp: silky let’s do it
- siroinkssalot1: NAH WOO YOUR HIM
102:00INFLUX×15.2clip suggested Watch VOD
127 first-time chatters in one minute (raid-like influx)
- 210jadenn: i been here
- kezky68: YEAH WOOO
103:00INFLUX×22clip suggested Watch VOD
184 first-time chatters in one minute (raid-like influx)
- avaaaaaak: hahahhahahaha
- igobylondonsymone: 😂😂😂😂😂😂

Keyword tracker

TOP 14

points8,027
silky5,247
nigga3,741
that3,399
this3,333
lazer2,821
join2,767
gamble2,670
roulette2,320
they2,251
silk2,027
what1,957
lmao1,957
1000001,849

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	4,994	1.00	known	known bot account
fossabot	639	1.00	known	known bot account
reemknocks	40	1.00	high	repeated one message ×20 (50% of output) · 36 messages fired <2s apart · 12.2 msgs/min sustained
plaqueboymax	20	1.00	high	repeated one message ×17 (85% of output) · 15 messages fired <2s apart · 6.8 msgs/min sustained
madi2hottyy	84	0.75	high	repeated one message ×80 (95% of output) · 78 messages fired <2s apart
o_austin	19	0.75	high	repeated one message ×18 (95% of output) · 17 messages fired <2s apart
derek3222	18	0.75	high	repeated one message ×10 (56% of output) · 5 messages fired <2s apart
deepsych	471	0.55	medium	20 messages fired <2s apart · 10.6 msgs/min sustained
kirkyyy66	259	0.55	medium	5 messages fired <2s apart · 7.6 msgs/min sustained
mrpvu	236	0.55	medium	26 messages fired <2s apart · 9.9 msgs/min sustained
naechanelle	187	0.55	medium	12 messages fired <2s apart · 6.7 msgs/min sustained
bestbrii04	127	0.55	medium	8 messages fired <2s apart · 9.3 msgs/min sustained
jayvura	110	0.55	medium	4 messages fired <2s apart · 7.3 msgs/min sustained
therealhop	104	0.55	medium	4 messages fired <2s apart · 10.3 msgs/min sustained
callmecashhhh	67	0.55	medium	5 messages fired <2s apart · 9.8 msgs/min sustained

Emote pulse

TOP 8

silkyFunny22,708
plaqueboyLogo26,150
plaqueboyLogo3,172
silkyDemonTme1,908
LUL1,652
silkyDance1,473
silkyDance21,444
silkyRat1,183

Evidence tape

6 MSGS

00:00MakofiousOPENER
@drfgthjn he Christian
03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
12:00lakersfankingjamesPING
kelo party @silky
12:00lakersfankingjamesPING
it’s early for you @silky
12:00lakersfankingjamesPING
@silky you only went to 2 classes
13:00lakersfankingjamesPING
it’s early for you @silky

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

JsavSlimee

MSGS
SENT

FIRST SEEN 17:00 · 0.8% OF ALL CHAT

Unique chatters

13,228

0% of viewers

Msgs / chatter

13.7

180,719 msgs total

From subs

15%

27,020 msgs

Bots filtered

5,633 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS14% OF CHAT

#	Chatter	Badges	Msgs	Share
01	StreamElements	MODBOT	4994	2.8%
02	JsavSlimee		1519	0.8%
03	Jvssee		1388	0.8%
04	gregtoosmooth	VIP	1290	0.7%
05	LUUVUTUU		1237	0.7%
06	Tyvalidd		1236	0.7%
07	yooluciano	VIP	1129	0.6%
08	mrdoalot1800		1105	0.6%
09	leekrichh	VIP	1080	0.6%
10	abmzcrazy		1059	0.6%
11	yahgrl_c		1027	0.6%
12	JAYKAYRAH		949	0.5%
13	00؜؜؜	SUB	937	0.5%
14	hesi3ball	SUB	926	0.5%
15	dopesavaqe	MODSUB	912	0.5%
16	IsoMelly		903	0.5%
17	dirty1x_		903	0.5%
18	freelightishim67	SUB	896	0.5%
19	c0ncernn		857	0.5%
20	DrSossa	SUB	847	0.5%

User types · badge mix

171 BADGES

SUBSCRIBER25,447 · 14%
PREMIUM16,755 · 9%
MODERATOR11,845 · 7%
TURBO11,419 · 6%
PREDICTIONS9,470 · 5%
VIP8,914 · 5%
BOT-BADGE7,836 · 4%
FOOTBALL-FEST-20266,627 · 4%

New chatters · arrival curve

13228 TOTAL

first-message arrivals · 0m → 1580m

141 joined in the first 2 minutes = 1% of all chatters

Returning

3950

≥5 msgs sent

One-and-done

5264

single message

Most mentioned

8,192 @s

@jaykayrah340 · 147u
@silky274 · 136u
@lewis1c271 · 125u
@jvssee253 · 126u
@brucedropemoff179 · 133u
@leekrichh154 · 99u
@luuvutuu136 · 14u
@moundgirly123 · 37u

Top interactors

WHO PINGS MOST

streamelements432
moundgirly153
jvssee153
jaykayrah152
dirty1x_144
jsavslimee109
01silent198
unknown__glocks92

Chat tape

NOTABLE MSGS

00:00MakofiousOPENER
@drfgthjn he Christian
03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
12:00lakersfankingjamesPING
kelo party @silky
12:00lakersfankingjamesPING
it’s early for you @silky
12:00lakersfankingjamesPING
@silky you only went to 2 classes
13:00lakersfankingjamesPING
it’s early for you @silky
16:00lakersfankingjamesPING
it’s early for you @silky
102:00210jadennPEAK
i been here

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

16,037 msgs

Top 50 chatters

24%

42,920 msgs

Remaining

13178

share 76%

TOP 10 · 9%REST · 13218 CHATTERS · 91%

silkyFunny ×22708plaqueboyLogo2 ×6150plaqueboyLogo ×3172silkyDemonTme ×1908LUL ×1652silkyDance ×1473silkyDance2 ×1444silkyRat ×1183silkyLetsGo ×1012silkySLG ×678

Emote volume

MSGS W/ EMOTES

Of all messages

4.6%

180,719 msgs scanned

Emote codes

47,417 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

44,597

72,967

46,440

12,852

3,608

253

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

Median

10 ch

P90

38 ch

Max

489 ch

Chat DNA

% OF ALL MSGS

Caps rage

18.7%

33,843 msgs

Questions

4.5%

8,186 msgs

Mentions

4.6%

8,401 @calls

Commands

2.8%

5,145 !calls

CAPS18.7%
QUESTIONS4.5%
MENTIONS4.6%
COMMANDS2.8%

Top multiplier

#1 EMOTE

silkyFunny

official emote · per-minute flow

02plaqueboyLogo2×6150
03plaqueboyLogo×3172
04silkyDemonTme×1908

Emote leaderboard

OFFICIAL7TV-STYLE

silkyFunny×22,708
plaqueboyLogo2×6,150
plaqueboyLogo×3,172
silkyDemonTme×1,908
LUL×1,652
silkyDance×1,473
silkyDance2×1,444
silkyRat×1,183
silkyLetsGo×1,012
silkySLG×678
silkyWAR×646
silkyOMGPOGGERS×642
silkyGoogly×506
StreamerU2026×469
FutureMan×384
silkyPlotting×360

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!join	×1178	296	1001m→1580m	VIRAL
02	LMAO	×818	267	10m→1570m	VIRAL
03	LMAOOO	×803	297	12m→1573m	VIRAL
04	silkyFunny silkyFunny silkyFunny	×760	100	3m→1570m	VIRAL
05	LMAOOOO	×744	263	11m→1575m	VIRAL
06	silkyFunny silkyFunny silkyFunny silkyFunny	×683	91	11m→1579m	VIRAL
07	LMAOO	×546	197	11m→1577m	VIRAL
08	LMFAO	×506	122	10m→1575m	VIRAL
09	LMAOOOOO	×505	234	14m→1573m	VIRAL
10	silkyFunny silkyFunny	×488	68	10m→1575m	VIRAL

Keyword cloud

TOP 18 TOKENS

points₈₀₂₇silky₅₂₄₇nigga₃₇₄₁that₃₃₉₉this₃₃₃₃lazer₂₈₂₁join₂₇₆₇gamble₂₆₇₀roulette₂₃₂₀they₂₂₅₁silk₂₀₂₇what₁₉₅₇lmao₁₉₅₇100000₁₈₄₉raffle₁₈₂₄multi₁₇₉₇good₁₇₇₆feelsgoodman₁₆₆₀

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
102:00210jadennPEAK
i been here
102:00odyss3y___PEAK
Awhy you mad
102:00pogbik11PEAK
u really him woo
102:00imaniirose_PEAK
U THE FUNNIEST
102:00supreme_xtmPEAK
BAHAHAHA YOUR HIM
102:00tommygiiPEAK
im slg till i die

User colors

TOP 16

Participation inequality

13,228 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

38%

132 users

Top 5%

67%

661 users

Top 10%

78%

1,323 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 msg5,264USERS5,264MSGS2.9%
2-4 msgs4,014USERS10,648MSGS5.9%
5-19 msgs2,619USERS23,659MSGS13.1%
20+ msgs1,331USERS141,148MSGS78.1%

1,331 super-active users (10.1% of chatters) wrote 78% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@jaykayrah340 · by 147 users
@silky274 · by 136 users
@lewis1c271 · by 125 users
@jvssee253 · by 126 users
@brucedropemoff179 · by 133 users
@leekrichh154 · by 99 users
@luuvutuu136 · by 14 users
@moundgirly123 · by 37 users
@dirty1x_123 · by 58 users
@slgbleach116 · by 69 users

Top interactors

WHO REACHES OUT

streamelements432 sent
moundgirly153 sent
jvssee153 sent
jaykayrah152 sent
dirty1x_144 sent
jsavslimee109 sent
01silent198 sent
unknown__glocks92 sent
potatbotat90 sent
yooluciano80 sent

Badge mix

TOP 8

SUBSCRIBER25447 · 14%
PREMIUM16755 · 9%
MODERATOR11845 · 7%
TURBO11419 · 6%
PREDICTIONS9470 · 5%
VIP8914 · 5%
BOT-BADGE7836 · 4%
FOOTBALL-FEST-20266627 · 4%

Core community

883

≥3 interactions

Drive-by

4,939

1 msg · 0 interactions

Mentions

8,192

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	streamelements	→	luuvutuu	79
02	streamelements	→	ixslatt	66
03	slicedinto	→	luuvutuu	33
04	dirty1x_	→	lewis1c	25
05	jvssee	→	jaykayrah	23
06	yooluciano	→	silky	22
07	moundgirly	→	c0ncernn	21
08	c0ncernn	→	moundgirly	19
09	lakersfankingjames	→	silky	19
10	sleepyykk	→	silky	19
11	fossabot	→	createownruneverything	16
12	jaykayrah	→	jvssee	16

Chat tape

NOTABLE MESSAGES

00:00MakofiousOPENER
@drfgthjn he Christian
03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
12:00lakersfankingjamesPING
kelo party @silky
12:00lakersfankingjamesPING
it’s early for you @silky
12:00lakersfankingjamesPING
@silky you only went to 2 classes
13:00lakersfankingjamesPING
it’s early for you @silky

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

0.82

0 = broad, 1 = few voices

Loyal chatters

3950

≥5 msgs

Sub messages

15%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.8%
CAPS RAGE18.7%
SPAM/PASTA5.9%
BOT MSGS3.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!gamble	×2560	219	978m→1579m	ORGANIC
CMD	!join	×1265	299	1001m→1580m	ORGANIC
CMD	!mraffle	×365	2	1001m→1580m	BOT TIMER
CMD	!dsize	×81	53	566m→1509m	ORGANIC
CMD	!points	×65	42	1005m→1576m	ORGANIC
CMD	!accountage	×58	47	46m→667m	ORGANIC
CMD	!give	×46	6	1085m→1548m	ORGANIC
LINK	twitch.tv	×33	2	1m→1510m	BOT TIMER
CMD	!badge	×24	7	1m→1510m	ORGANIC
CMD	!roulette	×24	8	1159m→1502m	ORGANIC
LINK	pot.cx	×23	1	246m→1547m	ORGANIC
CMD	!core	×16	16	22m→1429m	ORGANIC
CMD	!watchtime	×16	15	975m→1569m	ORGANIC
CMD	!followage	×16	15	995m→1552m	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

ES0.9%
EN17.2%
OTHER / EMOTE-ONLY82.0%

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 180,719CHATTERS 13228POS 14,816NEG 801TOP KEYWORD “POINTS” ×8027GINI 0.824BOTS 15PEAK ×46 @ 648m

Silky's Streamer University stream "STREAMER UNIVERSITY DAY 4" on Jul 18, 2026 generated 180,719 messages from 13,228 unique chatters (114.3 msgs/min average, peaking at 650/min). Sentiment ran 14,816 positive vs 801 negative, and the top keyword was "points" (×8027). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Silky stream analytics summary