Marlon — Streamer University stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 19, 2026 · VOD 2823866296

Chat mood & viewers

58,700 MSGS

Positive

4,159

7.1% of msgs

Negative

555

0.9% of msgs

Neutral

53,986

92.0% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

4,159 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

588:000.05→0.33Δ+0.28
310:00-0.02→0.25Δ+0.27
589:000.33→0.06Δ-0.27
154:000.30→0.05Δ-0.25

Mood regime · per minute

605 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

605 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×7.5clip suggested Watch VOD
124 first-time chatters in one minute (raid-like influx)
- gabrielthegoat1123: WHY IS NO ONE GOING TO CLASS
- dounia19012: wakey Wakey bro
04:00INFLUX×11.2clip suggested Watch VOD
185 first-time chatters in one minute (raid-like influx)
- bengali16: sandcastle
- kipsy9988: AYO MARLONN
04:00SPIKE×5.5clip suggested Watch VOD
537 msgs — ×5.5 the stream average
- bengali16: sandcastle
- kipsy9988: AYO MARLONN
05:00INFLUX×10.4clip suggested Watch VOD
172 first-time chatters in one minute (raid-like influx)
- xtrapower1: bro tf are these
- kaiwenzhang1: prostitution
05:00SPIKE×5.9clip suggested Watch VOD
569 msgs — ×5.9 the stream average
- xtrapower1: bro tf are these
- kaiwenzhang1: prostitution

Keyword tracker

TOP 14

marlon1,982
spain1,403
what742
that665
lacy661
this647
argentina627
messi613
chat590
they563
partner504
happy477
anniversary431
speed421

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	406	1.00	known	known bot account
streamelements	63	1.00	known	known bot account
nightbot	1	1.00	known	known bot account
jjaidens	10	0.75	high	repeated one message ×6 (60% of output) · 5 messages fired <2s apart
thebestfortniteplaymaker	120	0.55	medium	10 messages fired <2s apart · 6.2 msgs/min sustained
swaexy435	79	0.55	medium	3 messages fired <2s apart · 6.3 msgs/min sustained
perked_grem	51	0.55	medium	3 messages fired <2s apart · 6.5 msgs/min sustained
amroo__	33	0.55	medium	7 messages fired <2s apart · 6.3 msgs/min sustained
aidentheballer1	24	0.55	medium	7 messages fired <2s apart · 24 msgs/min sustained
dionrich11	13	0.55	medium	4 messages fired <2s apart · 7 msgs/min sustained
ermanitowtf	12	0.55	medium	7 messages fired <2s apart · 12 msgs/min sustained
tazern_3	13	0.45	medium	repeated one message ×8 (62% of output)
jampiny	9	0.45	medium	repeated one message ×9 (100% of output)
kwase_	8	0.45	medium	repeated one message ×4 (50% of output)
softwarenick	5	0.45	medium	repeated one message ×4 (80% of output)

Emote pulse

TOP 8

mar3lgM31,637
StreamerU2026879
PartyHat670
GoalHype249
LUL200
mar3lgMarCINEMA148
BratChat144
TwitchConHYPE110

Evidence tape

6 MSGS

00:00JJaidensOPENER
YOO IM FIRST
04:00agentdutymmaPING
@marlon
05:00xtrapower1PEAK
bro tf are these
05:00kaiwenzhang1PEAK
prostitution
05:00kamdebussy67PEAK
is he asleep
05:00buen_datoPEAK
ESPAÑA EN LA FINAL

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

M3LG_ZA

MSGS
SENT

FIRST SEEN 110:00 · 1.5% OF ALL CHATSUB

Unique chatters

10,033

0% of viewers

Msgs / chatter

5.9

58,700 msgs total

From subs

12%

7,159 msgs

Bots filtered

470 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS12% OF CHAT

#	Chatter	Badges	Msgs	Share
01	M3LG_ZA	SUB	860	1.5%
02	cm_soccer04	MODSUB	675	1.1%
03	fawad911	SUB	506	0.9%
04	lyaansr		484	0.8%
05	matiiwatiii		447	0.8%
06	Fossabot	MODBOT	406	0.7%
07	0ct4p	SUB	365	0.6%
08	MBK_255	SUB	305	0.5%
09	PREETMERCHANT	MOD	284	0.5%
10	blomforce		282	0.5%
11	ImLofex	MOD	282	0.5%
12	0pogix	MOD	275	0.5%
13	alphaduke8		253	0.4%
14	nxxtl1		239	0.4%
15	blaxter56	MOD	226	0.4%
16	baedizzy		219	0.4%
17	fotjuice_the_kid		213	0.4%
18	janama34		213	0.4%
19	gary_carrot		207	0.4%
20	alyeezus	SUB	206	0.4%

User types · badge mix

134 BADGES

SUBSCRIBER7,119 · 12%
FOOTBALL-FEST-20265,531 · 9%
PREMIUM3,215 · 5%
MODERATOR2,608 · 4%
PREDICTIONS2,101 · 4%
TURBO1,744 · 3%
WENT-OUTSIDE885 · 2%
TWITCH-RECAP-2025827 · 1%

New chatters · arrival curve

10033 TOTAL

first-message arrivals · 0m → 604m

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

Returning

2260

≥5 msgs sent

One-and-done

4604

single message

Most mentioned

3,029 @s

@cm_soccer04123 · 34u
@marlon103 · 54u
@imlofex67 · 18u
@0pogix61 · 26u
@preetmerchant52 · 15u
@chipgotit_50 · 28u
@0ct4p44 · 30u
@mar3lg40 · 2u

Top interactors

WHO PINGS MOST

fossabot116
imlofex113
0ct4p93
cm_soccer0468
preetmerchant63
streamelements61
0pogix54
bask3t_150

Chat tape

NOTABLE MSGS

00:00JJaidensOPENER
YOO IM FIRST
04:00agentdutymmaPING
@marlon
05:00xtrapower1PEAK
bro tf are these
05:00kaiwenzhang1PEAK
prostitution
05:00kamdebussy67PEAK
is he asleep
05:00buen_datoPEAK
ESPAÑA EN LA FINAL
05:00micahwitbooiPEAK
I mog marlon
05:00ritaswanPEAK
yooooo wake the fuck uppppp

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

4,614 msgs

Top 50 chatters

19%

11,273 msgs

Remaining

9983

share 81%

TOP 10 · 8%REST · 10023 CHATTERS · 92%

mar3lgM3 ×1637StreamerU2026 ×879PartyHat ×670GoalHype ×249LUL ×200mar3lgMarCINEMA ×148BratChat ×144TwitchConHYPE ×110mar3lgMarCAUGHT ×95mar3lgMarFLEX ×93

Emote volume

MSGS W/ EMOTES

Of all messages

4.6%

58,700 msgs scanned

Emote codes

5,780 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

13,786

27,639

13,425

3,147

547

140

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

Median

9 ch

P90

35 ch

Max

495 ch

Chat DNA

% OF ALL MSGS

Caps rage

11.5%

6,775 msgs

Questions

3.1%

1,823 msgs

Mentions

5.2%

3,040 @calls

Commands

0.4%

239 !calls

CAPS11.5%
QUESTIONS3.1%
MENTIONS5.2%
COMMANDS0.4%

Top multiplier

#1 EMOTE

mar3lgM3

official emote · per-minute flow

02StreamerU2026×879
03PartyHat×670
04GoalHype×249

Emote leaderboard

OFFICIAL7TV-STYLE

mar3lgM3×1,637
StreamerU2026×879
PartyHat×670
GoalHype×249
LUL×200
mar3lgMarCINEMA×148
BratChat×144
TwitchConHYPE×110
mar3lgMarCAUGHT×95
mar3lgMarFLEX×93
FootGoal×88
PunchTrees×87
<3×81
mar3lgMarBLUSH×78
Kreygasm×77
mar3lgMarHYPE×72

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	PartyHat Happy Partner anniversary!	×406	404	0m→604m	VIRAL
02	clappi	×122	26	339m→599m	VIRAL
03	!time	×117	77	2m→604m	VIRAL
04	mar3lgM3	×101	97	4m→604m	VIRAL
05	WWWW	×84	68	135m→599m	VIRAL
06	OOOO	×83	28	96m→596m	VIRAL
07	WWWWW	×78	63	36m→587m	VIRAL
08	wwww	×73	59	0m→602m	VIRAL
09	Subscribe or gift a sub for an exclusive Streamer University badge in chat!	×71	1	3m→602m	NICHE
10	geeg	×66	45	0m→604m	VIRAL

Keyword cloud

TOP 18 TOKENS

marlon₁₉₈₂spain₁₄₀₃what₇₄₂that₆₆₅lacy₆₆₁this₆₄₇argentina₆₂₇messi₆₁₃chat₅₉₀they₅₆₃partner₅₀₄happy₄₇₇anniversary₄₃₁speed₄₂₁wake₄₁₅like₃₉₉just₃₈₂where₃₇₃

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

05:00xtrapower1PEAK
bro tf are these
05:00kaiwenzhang1PEAK
prostitution
05:00kamdebussy67PEAK
is he asleep
05:00buen_datoPEAK
ESPAÑA EN LA FINAL
05:00micahwitbooiPEAK
I mog marlon
05:00ritaswanPEAK
yooooo wake the fuck uppppp
83:00kate3loveeWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer

User colors

TOP 16

Participation inequality

10,033 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

27%

100 users

Top 5%

51%

502 users

Top 10%

63%

1,003 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 msg4,604USERS4,604MSGS7.8%
2-4 msgs3,169USERS8,349MSGS14.2%
5-19 msgs1,743USERS15,449MSGS26.3%
20+ msgs517USERS30,298MSGS51.6%

517 super-active users (5.2% of chatters) wrote 52% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@cm_soccer04123 · by 34 users
@marlon103 · by 54 users
@imlofex67 · by 18 users
@0pogix61 · by 26 users
@preetmerchant52 · by 15 users
@chipgotit_50 · by 28 users
@0ct4p44 · by 30 users
@mar3lg40 · by 2 users
@draccota36 · by 13 users
@bask3t_135 · by 7 users

Top interactors

WHO REACHES OUT

fossabot116 sent
imlofex113 sent
0ct4p93 sent
cm_soccer0468 sent
preetmerchant63 sent
streamelements61 sent
0pogix54 sent
bask3t_150 sent
m3lg_za47 sent
draccota47 sent

Badge mix

TOP 8

SUBSCRIBER7119 · 12%
FOOTBALL-FEST-20265531 · 9%
PREMIUM3215 · 5%
MODERATOR2608 · 4%
PREDICTIONS2101 · 4%
TURBO1744 · 3%
WENT-OUTSIDE885 · 2%
TWITCH-RECAP-2025827 · 1%

Core community

407

≥3 interactions

Drive-by

4,288

1 msg · 0 interactions

Mentions

3,029

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	mar3lg	39
02	imlofex	→	cm_soccer04	19
03	imlofex	→	preetmerchant	16
04	bask3t_1	→	cm_soccer04	16
05	preetmerchant	→	cm_soccer04	15
06	draccota	→	bask3t_1	15
07	imlofex	→	0pogix	13
08	imlofex	→	misticae7	13
09	cm_soccer04	→	preetmerchant	12
10	m3lg_za	→	cm_soccer04	12
11	cm_soccer04	→	imlofex	11
12	drycannedfoods	→	marlon	10

Chat tape

NOTABLE MESSAGES

00:00JJaidensOPENER
YOO IM FIRST
04:00agentdutymmaPING
@marlon
05:00xtrapower1PEAK
bro tf are these
05:00kaiwenzhang1PEAK
prostitution
05:00kamdebussy67PEAK
is he asleep
05:00buen_datoPEAK
ESPAÑA EN LA FINAL

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

0.70

0 = broad, 1 = few voices

Loyal chatters

2260

≥5 msgs

Sub messages

12%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.0%
CAPS RAGE11.5%
SPAM/PASTA3.0%
BOT MSGS0.8%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!time	×119	79	2m→604m	ORGANIC
CMD	!watchtime	×59	55	9m→201m	ORGANIC
LINK	snapchat.com	×41	2	2m→590m	BOT TIMER
LINK	reddit.com	×40	2	2m→590m	BOT TIMER
LINK	7tv.app	×30	1	8m→604m	BOT TIMER
LINK	frostyapp.io	×30	1	8m→604m	BOT TIMER
LINK	twitch.tv	×10	6	0m→603m	BOT TIMER
LINK	discord.gg	×8	1	154m→510m	BOT TIMER
CMD	!discord	×7	7	154m→510m	ORGANIC
CMD	!points	×4	4	20m→188m	ORGANIC
CMD	!sub	×4	2	395m→603m	ORGANIC
CMD	!gamble	×3	3	25m→147m	ORGANIC
CMD	!streamtime	×3	3	106m→107m	ORGANIC
LINK	pot.cx	×3	1	375m→460m	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%
EN12.0%
OTHER / EMOTE-ONLY87.1%

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 58,700CHATTERS 10033POS 4,159NEG 555TOP KEYWORD “MARLON” ×1982GINI 0.7BOTS 15PEAK ×11.2 @ 4m

Marlon's Streamer University stream "💤STREAMER UNIVERSITY💤 SLEEPING 💤 24/7 ALL DAY!! 💤 LAST DAY TOMORROW💤USE YOUNGLA CODE MARLON FOR 15% OFF💤" on Jul 19, 2026 generated 58,700 messages from 10,033 unique chatters (97 msgs/min average, peaking at 569/min). Sentiment ran 4,159 positive vs 555 negative, and the top keyword was "marlon" (×1982). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Marlon stream analytics summary