Lacy — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823046265

Chat mood & viewers

510,517 MSGS

Positive

48,114

9.4% of msgs

Negative

8,459

1.7% of msgs

Neutral

453,944

88.9% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

48,114 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

756:000.00→0.53Δ+0.53
733:000.26→0.75Δ+0.49
34:000.27→-0.10Δ-0.37
139:000.24→-0.12Δ-0.36
737:000.65→0.29Δ-0.36
997:000.23→-0.11Δ-0.34

Mood regime · per minute

2042 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

2042 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×9.1clip suggested Watch VOD
299 first-time chatters in one minute (raid-like influx)
- reed_21wq: where am I?
- cmarshy12: EYYYYY LACYYY
733:00EMOTES×13.7clip suggested Watch VOD
140 emote msgs — ×13.7 the average
- Fossabot: cyclonez_z, This is match 7/11 RONDALE
- hexo00x: is drew sleep?
734:00EMOTES×24.5clip suggested Watch VOD
250 emote msgs — ×24.5 the average
- xeno1xxx: @6tyrew, ik ur loving this KEKW
- davinahhh12: MORE KEKW
735:00EMOTES×21.4clip suggested Watch VOD
218 emote msgs — ×21.4 the average
- jordanadamnson: gg graduation or something late in the day
- lulu8x: gg you tried unc
736:00EMOTES×7.8clip suggested Watch VOD
80 emote msgs — ×7.8 the average
- trentyg1: AURA AURA AURA
- RONunbanme: What place are you guys in?

Keyword tracker

TOP 14

lacy20,871
marlon8,724
that7,632
what6,630
your6,414
this5,266
they4,970
fuck4,849
just4,675
spain4,431
drew4,320
with3,841
chat3,397
good3,352

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	1,620	1.00	known	known bot account
streamelements	351	1.00	known	known bot account
lacy	23	1.00	high	repeated one message ×23 (100% of output) · 22 messages fired <2s apart · 23 msgs/min sustained
pumpyboyisback	18	1.00	high	repeated one message ×9 (50% of output) · 3 messages fired <2s apart · 18 msgs/min sustained
nightbot	16	1.00	known	known bot account
rreactjsx	32	0.75	high	repeated one message ×16 (50% of output) · 15 messages fired <2s apart
emperorsae	7	0.75	high	repeated one message ×4 (57% of output) · 3 messages fired <2s apart
vxlidizb3tt3r	21	0.70	high	repeated one message ×11 (52% of output) · 12.4 msgs/min sustained
nikolajnice	11	0.70	high	repeated one message ×6 (55% of output) · 11 msgs/min sustained
detrapture	10	0.70	high	repeated one message ×5 (50% of output) · 10 msgs/min sustained
theotuff	10	0.70	high	repeated one message ×6 (60% of output) · 6.8 msgs/min sustained
vctoryx	621	0.55	medium	12 messages fired <2s apart · 6.1 msgs/min sustained
mrbambooooo1	354	0.55	medium	43 messages fired <2s apart · 7.3 msgs/min sustained
huddyzzx	187	0.55	medium	63 messages fired <2s apart · 10.9 msgs/min sustained
zazzzzzzzzzzzzzzzzz	146	0.55	medium	18 messages fired <2s apart · 8.1 msgs/min sustained

Emote pulse

TOP 8

lacyThugs11,650
StreamerU20269,792
LUL5,037
lacyPR4,748
KEKW3,164
lacyKEK1,781
GoalHype1,362
TwitchConHYPE1,332

Evidence tape

6 MSGS

00:00StreamElementsOPENER
5x BANGER combo
02:00notnate2xPING
yo @lacy
02:00notnate2xPING
yo. @lacy
03:00PapaShiddersPING
@Lacy I KNOW HOW TO FIX YOUR PHONE
03:00cruztoreallPING
@Lacy ULOVEME?//
03:00xxxlevy000PING
@lacy

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

AntiConned

MSGS
SENT

FIRST SEEN 76:00 · 1.3% OF ALL CHAT

Unique chatters

67,343

0% of viewers

Msgs / chatter

7.6

510,517 msgs total

From subs

13%

68,235 msgs

Bots filtered

1,987 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS9% OF CHAT

#	Chatter	Badges	Msgs	Share
01	AntiConned		6828	1.3%
02	xeno1xxx		5480	1.1%
03	6tyrew	MOD	5036	1.0%
04	kazmelo	SUB	2688	0.5%
05	ali_jmml	SUB	2670	0.5%
06	justapolymath	SUB	2136	0.4%
07	lowkeykyne	VIP	2009	0.4%
08	davinahhh12		1849	0.4%
09	oooosummer	MOD	1836	0.4%
10	layla2452	VIP	1738	0.3%
11	tocxld_rain		1654	0.3%
12	Fossabot	MODBOT	1620	0.3%
13	groovytonee		1577	0.3%
14	inchyrn	SUB	1508	0.3%
15	jlibaa	MOD	1483	0.3%
16	the_last_titan_	SUB	1476	0.3%
17	itzcavx	VIP	1442	0.3%
18	JRMYII	VIP	1284	0.3%
19	winning1616	SUBVIP	1208	0.2%
20	timbin7	MOD	1193	0.2%

User types · badge mix

205 BADGES

SUBSCRIBER65,276 · 13%
PREMIUM40,787 · 8%
FOOTBALL-FEST-202625,724 · 5%
TURBO22,422 · 4%
MODERATOR14,088 · 3%
VIP12,710 · 2%
PREDICTIONS9,459 · 2%
TWITCH-RECAP-20259,404 · 2%

New chatters · arrival curve

67343 TOTAL

first-message arrivals · 0m → 2041m

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

Returning

18647

≥5 msgs sent

One-and-done

26369

single message

Most mentioned

12,560 @s

@lacy1512 · 553u
@anticonned815 · 256u
@6tyrew356 · 113u
@oooosummer280 · 86u
@jlibaa184 · 67u
@paybae152 · 76u
@vkohn150 · 59u
@layla2452100 · 24u

Top interactors

WHO PINGS MOST

anticonned474
fossabot365
jlibaa261
oooosummer241
potatbotat197
vkohn145
red40dy140
layla2452137

Chat tape

NOTABLE MSGS

00:00StreamElementsOPENER
5x BANGER combo
02:00notnate2xPING
yo @lacy
02:00notnate2xPING
yo. @lacy
03:00PapaShiddersPING
@Lacy I KNOW HOW TO FIX YOUR PHONE
03:00cruztoreallPING
@Lacy ULOVEME?//
03:00xxxlevy000PING
@lacy
410:00PotatBotatWALL
@oooosummer ͏📺🔴@Lacy is live with 52,252 viewers playing Streamer University for 6h and 51m ● Bitrate: 7824 kbps ● FPS
715:00FossabotWALL
https://www.twitch.tv/lacy/clip/DepressedArborealDiamondArgieB8-DanJ9kLbGDE33zH3 | https://gyazo.com/e48ef1d10e69ddf2392

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

32,270 msgs

Top 50 chatters

13%

68,529 msgs

Remaining

67293

share 87%

TOP 10 · 6%REST · 67333 CHATTERS · 94%

lacyThugs ×11650StreamerU2026 ×9792LUL ×5037lacyPR ×4748KEKW ×3164lacyKEK ×1781GoalHype ×1362TwitchConHYPE ×1332BratChat ×1047Clap ×918

Emote volume

MSGS W/ EMOTES

Of all messages

4.1%

510,517 msgs scanned

Emote codes

53,268 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

165,590

199,233

115,705

23,292

5,493

1,204

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

Median

9 ch

P90

31 ch

Max

357 ch

Chat DNA

% OF ALL MSGS

Caps rage

15.1%

77,061 msgs

Questions

2.9%

14,644 msgs

Mentions

2.4%

12,381 @calls

Commands

0.6%

3,007 !calls

CAPS15.1%
QUESTIONS2.9%
MENTIONS2.4%
COMMANDS0.6%

Top multiplier

#1 EMOTE

lacyThugs

official emote · per-minute flow

02StreamerU2026×9792
03LUL×5037
04lacyPR×4748

Emote leaderboard

OFFICIAL7TV-STYLE

lacyThugs×11,650
StreamerU2026×9,792
LUL×5,037
lacyPR×4,748
KEKW×3,164
lacyKEK×1,781
GoalHype×1,362
TwitchConHYPE×1,332
BratChat×1,047
Clap×918
lacyKEKW×814
PogChamp×784
Squid2×746
lacyVibe×703
lacyDREW×702
NotLikeThis×553

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	geeg	×2453	855	8m→2039m	VIRAL
02	KEKW	×2130	277	10m→2035m	VIRAL
03	LMAO	×1561	632	10m→2036m	VIRAL
04	LMFAO	×1364	302	5m→2034m	VIRAL
05	china	×1170	644	1110m→1461m	VIRAL
06	italy	×1042	523	1111m→1461m	VIRAL
07	LOL ͏	×944	156	11m→2034m	VIRAL
08	FOCUS	×879	242	9m→2040m	VIRAL
09	OOOO	×873	333	4m→2028m	VIRAL
10	dans	×826	158	0m→2032m	VIRAL

Keyword cloud

TOP 18 TOKENS

lacy₂₀₈₇₁marlon₈₇₂₄that₇₆₃₂what₆₆₃₀your₆₄₁₄this₅₂₆₆they₄₉₇₀fuck₄₈₄₉just₄₆₇₅spain₄₄₃₁drew₄₃₂₀with₃₈₄₁chat₃₃₉₇good₃₃₅₂geeg₃₃₁₉paybae₃₁₆₈like₃₁₅₉lmao₃₀₄₅

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

410:00PotatBotatWALL
@oooosummer ͏📺🔴@Lacy is live with 52,252 viewers playing Streamer University for 6h and 51m ● Bitrate: 7824 kbps ● FPS
715:00FossabotWALL
https://www.twitch.tv/lacy/clip/DepressedArborealDiamondArgieB8-DanJ9kLbGDE33zH3 | https://gyazo.com/e48ef1d10e69ddf2392
898:00sinfu1lyPEAK
TELLLL KAAAIIIII PMGGL
898:00johnnygettin2itPEAK
and her pants got shut stains
898:00saders07PEAK
NO SHES NOT LIARS
898:00luvanersPEAK
SHE DONT KNOW
898:00thegoatcece1236PEAK
What is her twitch

User colors

TOP 16

Participation inequality

67,343 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

33%

673 users

Top 5%

54%

3,367 users

Top 10%

66%

6,734 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 msg26,369USERS26,369MSGS5.2%
2-4 msgs22,327USERS59,686MSGS11.7%
5-19 msgs14,476USERS129,312MSGS25.3%
20+ msgs4,171USERS295,150MSGS57.8%

4,171 super-active users (6.2% of chatters) wrote 58% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@lacy1512 · by 553 users
@anticonned815 · by 256 users
@6tyrew356 · by 113 users
@oooosummer280 · by 86 users
@jlibaa184 · by 67 users
@paybae152 · by 76 users
@vkohn150 · by 59 users
@layla2452100 · by 24 users
@the_last_titan_96 · by 43 users
@ocean_waves1494 · by 19 users

Top interactors

WHO REACHES OUT

anticonned474 sent
fossabot365 sent
jlibaa261 sent
oooosummer241 sent
potatbotat197 sent
vkohn145 sent
red40dy140 sent
layla2452137 sent
streamelements128 sent
airbranback102 sent

Badge mix

TOP 8

SUBSCRIBER65276 · 13%
PREMIUM40787 · 8%
FOOTBALL-FEST-202625724 · 5%
TURBO22422 · 4%
MODERATOR14088 · 3%
VIP12710 · 2%
PREDICTIONS9459 · 2%
TWITCH-RECAP-20259404 · 2%

Core community

1,485

≥3 interactions

Drive-by

25,334

1 msg · 0 interactions

Mentions

12,560

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	drycannedfoods	→	lacy	81
02	falxed	→	lacy	73
03	anticonned	→	ocean_waves14	60
04	ocean_waves14	→	anticonned	55
05	layla2452	→	anticonned	47
06	red40dy	→	anticonned	47
07	anticonned	→	layla2452	43
08	jlibaa	→	anticonned	43
09	jlibaa	→	vkohn	38
10	peeker_1k	→	lacy	35
11	mayanksri1	→	lacy	34
12	cuffemsasscheeks	→	lacy	32

Chat tape

NOTABLE MESSAGES

00:00StreamElementsOPENER
5x BANGER combo
02:00notnate2xPING
yo @lacy
02:00notnate2xPING
yo. @lacy
03:00PapaShiddersPING
@Lacy I KNOW HOW TO FIX YOUR PHONE
03:00cruztoreallPING
@Lacy ULOVEME?//
03:00xxxlevy000PING
@lacy

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

0.73

0 = broad, 1 = few voices

Loyal chatters

18647

≥5 msgs

Sub messages

13%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.9%
CAPS RAGE15.1%
SPAM/PASTA3.9%
BOT MSGS0.4%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×985	247	4m→1985m	BOT TIMER
CMD	!time	×437	298	4m→2031m	ORGANIC
LINK	discord.gg	×318	5	6m→1965m	BOT TIMER
CMD	!watchtime	×295	248	4m→606m	ORGANIC
CMD	!gamble	×272	150	0m→2016m	ORGANIC
LINK	fortnitetracker.com	×232	2	567m→2041m	BOT TIMER
CMD	!lb	×179	137	528m→2041m	ORGANIC
CMD	!match	×167	116	371m→2037m	ORGANIC
CMD	!clipping	×112	95	12m→776m	ORGANIC
CMD	!subs	×110	73	5m→2034m	ORGANIC
LINK	youtube.com	×90	5	629m→1909m	BOT TIMER
CMD	!game	×86	81	599m→1958m	ORGANIC
CMD	!delay	×82	74	184m→2037m	ORGANIC
CMD	!followage	×80	74	280m→1995m	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

ES1.1%
EN13.9%
OTHER / EMOTE-ONLY85.0%

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 510,517CHATTERS 67343POS 48,114NEG 8,459TOP KEYWORD “LACY” ×20871GINI 0.73BOTS 15PEAK ×24.5 @ 734m

Lacy's Streamer University stream "👨‍🦼‍➡ STREAMER UNIVERSITY 👨‍🦼‍➡ DAY 4 👨‍🦼‍➡HOMECOMING & BASKETBALL GAME 👨‍🦼‍➡FNCS TONIGHT 👨‍🦼‍➡ FOLLOW & SUB FOR NO ADS 👨‍🦼‍➡️" on Jul 18, 2026 generated 510,517 messages from 67,343 unique chatters (250 msgs/min average, peaking at 667/min). Sentiment ran 48,114 positive vs 8,459 negative, and the top keyword was "lacy" (×20871). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

Lacy stream analytics summary