Marlon — Streamer University stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 17, 2026 · VOD 2822211968

Chat mood & viewers

371,419 MSGS

Positive

32,141

8.7% of msgs

Negative

5,514

1.5% of msgs

Neutral

333,764

89.9% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

32,141 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

166:00-0.02→0.45Δ+0.47
535:000.15→-0.31Δ-0.46
1960:000.35→-0.04Δ-0.39
167:000.45→0.09Δ-0.36
903:000.04→0.40Δ+0.36
2089:000.04→0.39Δ+0.35

Mood regime · per minute

2875 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

2875 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

04:00EMOTES×9.8clip suggested Watch VOD
64 emote msgs — ×9.8 the average
- mayah_870: MercyWing1 MercyWing2
- shreyanshrughoobur: Stop mogging marlon
05:00EMOTES×7.9clip suggested Watch VOD
52 emote msgs — ×7.9 the average
- axelbrady25: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
- nerf_jynxzi: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026
05:00INFLUX×7.6clip suggested Watch VOD
123 first-time chatters in one minute (raid-like influx)
- axelbrady25: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2
- nerf_jynxzi: StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026
221:00INFLUX×17.1clip suggested Watch VOD
276 first-time chatters in one minute (raid-like influx)
- JalenGzales: pushed you WAYYYYY back!!!
- matty_b_scraps: Kia sending people to detention
222:00INFLUX×12.4clip suggested Watch VOD
200 first-time chatters in one minute (raid-like influx)
- realk560477: KAI NEEDS U
- imvertt: YOU WERE THE FIRST

Keyword tracker

TOP 14

marlon16,198
lacy7,774
what5,881
this4,868
that4,561
silky3,990
they3,579
partner3,539
chat3,488
your3,477
happy3,371
good3,331
with3,262
anniversary3,162

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	2,226	1.00	known	known bot account
streamelements	117	1.00	known	known bot account
nightbot	21	1.00	known	known bot account
streamlabs	1	1.00	known	known bot account
fbf109510	12	0.70	high	repeated one message ×7 (58% of output) · 11.1 msgs/min sustained
ttteeeddd	11	0.70	high	repeated one message ×6 (55% of output) · 11 msgs/min sustained
duhxhfhvhch	120	0.55	medium	7 messages fired <2s apart · 9.5 msgs/min sustained
desnamerr3360	45	0.55	medium	4 messages fired <2s apart · 8.5 msgs/min sustained
jr0ntheblock	44	0.55	medium	6 messages fired <2s apart · 8.6 msgs/min sustained
reagan677	26	0.55	medium	3 messages fired <2s apart · 6.9 msgs/min sustained
duracack	24	0.55	medium	4 messages fired <2s apart · 17.1 msgs/min sustained
bobbby1232	19	0.55	medium	3 messages fired <2s apart · 19 msgs/min sustained
ryanthehoopervgbnm	18	0.55	medium	7 messages fired <2s apart · 11.1 msgs/min sustained
jdubb799	18	0.55	medium	4 messages fired <2s apart · 14.2 msgs/min sustained
w_louws	18	0.55	medium	3 messages fired <2s apart · 7.1 msgs/min sustained

Emote pulse

TOP 8

mar3lgM310,509
StreamerU20266,761
PartyHat4,318
LUL2,177
GoalHype1,503
TwitchConHYPE865
BratChat780
mar3lgMarCAUGHT592

Evidence tape

6 MSGS

00:00edits_156OPENER
yo
00:00blomforcePING
@Marlon INGEST OFF
00:00blomforcePING
@Marlon OBS DOWN
00:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN
00:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon OBS DOWN
01:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

M3LG_ZA

MSGS
SENT

FIRST SEEN 0:00 · 1.1% OF ALL CHATSUB

Unique chatters

46,336

0% of viewers

Msgs / chatter

8.0

371,419 msgs total

From subs

12%

45,751 msgs

Bots filtered

2,365 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS8% OF CHAT

#	Chatter	Badges	Msgs	Share
01	M3LG_ZA	SUB	4246	1.1%
02	MBK_255	SUB	3501	0.9%
03	cm_soccer04	MODSUB	3074	0.8%
04	vanillaz		2232	0.6%
05	Fossabot	MODBOT	2226	0.6%
06	fawad911	SUB	1775	0.5%
07	percanstein		1279	0.3%
08	arii444_		1266	0.3%
09	mrvne63	SUB	1132	0.3%
10	ellaxx_1313		1125	0.3%
11	pedri_8l	SUB	1117	0.3%
12	yothatsmo		1072	0.3%
13	Rachel_luvlee		1025	0.3%
14	blomforce	MOD	966	0.3%
15	m1_mula		891	0.2%
16	rdrdtheta1	SUB	855	0.2%
17	swayzeeyyy		830	0.2%
18	oviniii	SUB	781	0.2%
19	Lexx___7		769	0.2%
20	alphaduke8		765	0.2%

User types · badge mix

200 BADGES

SUBSCRIBER43,785 · 12%
FOOTBALL-FEST-202631,951 · 9%
PREMIUM23,112 · 6%
TURBO12,904 · 3%
MODERATOR11,944 · 3%
TWITCH-RECAP-20257,525 · 2%
PREDICTIONS7,501 · 2%
WENT-OUTSIDE6,117 · 2%

New chatters · arrival curve

46336 TOTAL

first-message arrivals · 0m → 2874m

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

Returning

13062

≥5 msgs sent

One-and-done

18748

single message

Most mentioned

13,588 @s

@marlon921 · 356u
@cm_soccer04441 · 70u
@draccota211 · 47u
@imlofex199 · 43u
@mar3lg192 · 4u
@slaiqe191 · 56u
@gabrielbatistuatfio180 · 38u
@vanillaz154 · 93u

Top interactors

WHO PINGS MOST

fossabot812
cm_soccer04314
gabrielbatistuatfio313
imlofex289
iiebronjames262
draccota252
bask3t_1243
mbk_255218

Chat tape

NOTABLE MSGS

00:00edits_156OPENER
yo
00:00blomforcePING
@Marlon INGEST OFF
00:00blomforcePING
@Marlon OBS DOWN
00:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN
00:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon OBS DOWN
01:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon
2170:00poopyjames9284WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 imGlitch imGlitch imGlitch imGlitch imGlitch imGli
2191:00dj041112WALL
mar3lgMarBLUSH mar3lgMarBLEGH mar3lgMarBLUSH mar3lgMarBLEGH mar3lgMarBLUSH mar3lgMarBLEGH mar3lgMarBLUSH mar3lgMarBLEGH

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

21,856 msgs

Top 50 chatters

13%

49,028 msgs

Remaining

46286

share 87%

TOP 10 · 6%REST · 46326 CHATTERS · 94%

mar3lgM3 ×10509StreamerU2026 ×6761PartyHat ×4318LUL ×2177GoalHype ×1503TwitchConHYPE ×865BratChat ×780mar3lgMarCAUGHT ×592mar3lgMarFLEX ×534mar3lgMarYESSIR ×523

Emote volume

MSGS W/ EMOTES

Of all messages

5.1%

371,419 msgs scanned

Emote codes

37,620 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

98,601

156,129

93,569

18,718

3,718

631

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

Median

9 ch

P90

34 ch

Max

471 ch

Chat DNA

% OF ALL MSGS

Caps rage

16.5%

61,301 msgs

Questions

3.1%

11,528 msgs

Mentions

3.6%

13,432 @calls

Commands

0.3%

1,105 !calls

CAPS16.5%
QUESTIONS3.1%
MENTIONS3.6%
COMMANDS0.3%

Top multiplier

#1 EMOTE

mar3lgM3

official emote · per-minute flow

02StreamerU2026×6761
03PartyHat×4318
04LUL×2177

Emote leaderboard

OFFICIAL7TV-STYLE

mar3lgM3×10,509
StreamerU2026×6,761
PartyHat×4,318
LUL×2,177
GoalHype×1,503
TwitchConHYPE×865
BratChat×780
mar3lgMarCAUGHT×592
mar3lgMarFLEX×534
mar3lgMarYESSIR×523
NotLikeThis×505
mar3lgMarPRAY×477
mar3lgMarCINEMA×467
<3×455
BigSad×412
PewPewPew×379

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!	×2977	2937	1255m→2870m	VIRAL
02	mar3lgM3	×937	830	1m→2861m	VIRAL
03	WWWW	×752	379	2m→2832m	VIRAL
04	OOOO	×646	139	9m→2696m	VIRAL
05	LMAO	×645	293	1m→2546m	VIRAL
06	geeg	×636	258	8m→2524m	VIRAL
07	WWWWW	×625	367	1m→2512m	VIRAL
08	!time	×597	329	4m→2874m	VIRAL
09	wwww	×585	388	0m→2664m	VIRAL
10	amen	×558	397	383m→2468m	VIRAL

Keyword cloud

TOP 18 TOKENS

marlon₁₆₁₉₈lacy₇₇₇₄what₅₈₈₁this₄₈₆₈that₄₅₆₁silky₃₉₉₀they₃₅₇₉partner₃₅₃₉chat₃₄₈₈your₃₄₇₇happy₃₃₇₁good₃₃₃₁with₃₂₆₂anniversary₃₁₆₂just₃₁₂₅time₂₅₃₄jason₂₄₄₃like₂₃₆₃

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

2170:00poopyjames9284WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 imGlitch imGlitch imGlitch imGlitch imGlitch imGli
2191:00dj041112WALL
mar3lgMarBLUSH mar3lgMarBLEGH mar3lgMarBLUSH mar3lgMarBLEGH mar3lgMarBLUSH mar3lgMarBLEGH mar3lgMarBLUSH mar3lgMarBLEGH
2205:00ilovekpop143330WALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
2270:00MasonBucklowPEAK
GGGGGGGGGGG
2270:00bellarinisssPEAK
KAI CALLED U OUT
2270:00cadix97PEAK
HES EXPELLING EVERYONE
2270:00s1lkf0lkPEAK
MARLON KAI IS COMING TO EXPELL EVERYONE

User colors

TOP 16

Participation inequality

46,336 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

33%

463 users

Top 5%

55%

2,317 users

Top 10%

67%

4,634 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 msg18,748USERS18,748MSGS5.0%
2-4 msgs14,526USERS39,032MSGS10.5%
5-19 msgs9,874USERS88,621MSGS23.9%
20+ msgs3,188USERS225,018MSGS60.6%

3,188 super-active users (6.9% of chatters) wrote 61% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@marlon921 · by 356 users
@cm_soccer04441 · by 70 users
@draccota211 · by 47 users
@imlofex199 · by 43 users
@mar3lg192 · by 4 users
@slaiqe191 · by 56 users
@gabrielbatistuatfio180 · by 38 users
@vanillaz154 · by 93 users
@bask3t_1134 · by 25 users
@iso_fax134 · by 65 users

Top interactors

WHO REACHES OUT

fossabot812 sent
cm_soccer04314 sent
gabrielbatistuatfio313 sent
imlofex289 sent
iiebronjames262 sent
draccota252 sent
bask3t_1243 sent
mbk_255218 sent
m3lg_za162 sent
hoopfallen144 sent

Badge mix

TOP 8

SUBSCRIBER43785 · 12%
FOOTBALL-FEST-202631951 · 9%
PREMIUM23112 · 6%
TURBO12904 · 3%
MODERATOR11944 · 3%
TWITCH-RECAP-20257525 · 2%
PREDICTIONS7501 · 2%
WENT-OUTSIDE6117 · 2%

Core community

1,618

≥3 interactions

Drive-by

17,893

1 msg · 0 interactions

Mentions

13,588

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	mar3lg	184
02	ace_justgreens	→	gabrielbatistuatfio	121
03	gabrielbatistuatfio	→	ace_justgreens	109
04	bask3t_1	→	cm_soccer04	79
05	drycannedfoods	→	marlon	77
06	hazdini555555555	→	marlon	51
07	draccota	→	bask3t_1	49
08	cm_soccer04	→	slaiqe	46
09	imlofex	→	cm_soccer04	45
10	atrix646	→	marlon	44
11	cm_soccer04	→	bask3t_1	39
12	m3lg_za	→	cm_soccer04	39

Chat tape

NOTABLE MESSAGES

00:00edits_156OPENER
yo
00:00blomforcePING
@Marlon INGEST OFF
00:00blomforcePING
@Marlon OBS DOWN
00:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN
00:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon OBS DOWN
01:00blomforcePING
@Marlon OBS DOWN @Marlon OBS DOWN @Marlon

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

0.74

0 = broad, 1 = few voices

Loyal chatters

13062

≥5 msgs

Sub messages

12%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.8%
CAPS RAGE16.5%
SPAM/PASTA3.4%
BOT MSGS0.6%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!time	×613	335	4m→2874m	ORGANIC
LINK	reddit.com	×189	2	6m→2863m	BOT TIMER
LINK	snapchat.com	×187	2	6m→2863m	BOT TIMER
LINK	7tv.app	×148	1	4m→2864m	BOT TIMER
LINK	frostyapp.io	×148	1	4m→2864m	BOT TIMER
LINK	twitch.tv	×94	18	109m→2792m	BOT TIMER
CMD	!watchtime	×85	72	972m→2867m	ORGANIC
CMD	!gamble	×24	22	1017m→2810m	ORGANIC
LINK	twitch.amazon.com	×19	1	328m→2242m	BOT TIMER
CMD	!prime	×18	11	328m→2242m	ORGANIC
CMD	!subs	×18	18	343m→2671m	ORGANIC
CMD	!discord	×17	17	24m→2844m	ORGANIC
LINK	discord.gg	×17	1	24m→2844m	BOT TIMER
CMD	!sub	×17	8	109m→2665m	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

ES1.0%
EN14.8%
OTHER / EMOTE-ONLY84.2%

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 371,419CHATTERS 46336POS 32,141NEG 5,514TOP KEYWORD “MARLON” ×16198GINI 0.741BOTS 15PEAK ×17.1 @ 221m

Marlon's Streamer University stream "📚STREAMER UNIVERSITY DAY 3!! 📚 24/7 ALL DAY!! 📚 USE YOUNGLA CODE MARLON FOR 15% OFF 📚" on Jul 17, 2026 generated 371,419 messages from 46,336 unique chatters (129.2 msgs/min average, peaking at 646/min). Sentiment ran 32,141 positive vs 5,514 negative, and the top keyword was "marlon" (×16198). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Marlon stream analytics summary