Madi2hottyy — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823018088

Chat mood & viewers

104,678 MSGS

Positive

4,045

3.9% of msgs

Negative

2,512

2.4% of msgs

Neutral

98,121

93.7% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

4,045 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

524:000.31→0.04Δ-0.27
523:000.06→0.31Δ+0.25
895:000.00→0.25Δ+0.25
896:000.25→0.00Δ-0.25

Mood regime · per minute

970 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

970 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×8.3clip suggested Watch VOD
120 first-time chatters in one minute (raid-like influx)
- igetbread23: who dat onna bed
- russiankayse: ALUMNI TODAY
08:00EMOTES×12clip suggested Watch VOD
42 emote msgs — ×12 the average
- ek_priv: DIRT NECK
- c4_loverboy: madi go brush yo teeth and wash yo face
135:00EMOTES×16.2clip suggested Watch VOD
57 emote msgs — ×16.2 the average
- isaiahhefunny1x: reem4pGEEK5 reem4pSkippidyHop reem4pWstream reem4pSturdy2 reem4pClap reem4pSturd
- jamba_ju1ce: basketball todayyyyyy
136:00EMOTES×18.8clip suggested Watch VOD
66 emote msgs — ×18.8 the average
- abdoullakonte: madi2hGlitch madi2hGlitch madi2hGlitch madi2hGlitch madi2hGlitch madi2hGlitch ma
- fastmoneyceo: go with alumni
137:00EMOTES×9.1clip suggested Watch VOD
32 emote msgs — ×9.1 the average
- sky_loveee: LMOAOAOAOA
- famecevents: I’ve seen way worse lol

Keyword tracker

TOP 14

madi5,382
points3,987
gamble3,056
rakai2,407
this1,781
they1,761
that1,703
what1,656
izzy1,643
nigga1,452
with1,363
yall1,298
madi2hottyy1,182
chat1,182

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	3,066	1.00	known	known bot account
fossabot	649	1.00	known	known bot account
nightbot	310	1.00	known	known bot account
jamarink	10	1.00	high	repeated one message ×5 (50% of output) · 3 messages fired <2s apart · 10 msgs/min sustained
donreaper25	47	0.75	high	repeated one message ×31 (66% of output) · 29 messages fired <2s apart
messiah2hotty	13	0.70	high	repeated one message ×7 (54% of output) · 9.8 msgs/min sustained
lababyjoee	12	0.70	high	repeated one message ×6 (50% of output) · 12 msgs/min sustained
d0lo5k	345	0.55	medium	234 messages fired <2s apart · 28.1 msgs/min sustained
yasirrir	108	0.55	medium	31 messages fired <2s apart · 18.6 msgs/min sustained
hotunforgiving	55	0.55	medium	7 messages fired <2s apart · 11.2 msgs/min sustained
nyxx_monroe22	46	0.55	medium	6 messages fired <2s apart · 9.7 msgs/min sustained
martin223_madt	35	0.55	medium	8 messages fired <2s apart · 23.3 msgs/min sustained
gbgstaygaming	31	0.55	medium	13 messages fired <2s apart · 31 msgs/min sustained
mhayfn	29	0.55	medium	4 messages fired <2s apart · 7.6 msgs/min sustained
fgwap1234	24	0.55	medium	12 messages fired <2s apart · 24 msgs/min sustained

Emote pulse

TOP 8

madi2hGlitchhh2,494
StreamerU20262,018
PogChamp1,286
LUL918
ynlgeoL800
x2xrak25773
madi2hLoyals627
madi2h2h476

Evidence tape

6 MSGS

00:00stacksandrackzOPENER
refresh
05:00stacksandrackzPING
@Madi2hottyy rzzz sleep?
05:00stacksandrackzPING
@Madi2hottyy I think razz sleep
06:00stacksandrackzPING
@Madi2hottyy 3 days now show???
06:00stacksandrackzPING
@Madi2hottyy 3 days no show bro???
09:00beenchasinitPING
kai send he might extend days @madi2hottyy

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

Dvradiclez2H

MSGS
SENT

FIRST SEEN 111:00 · 1.8% OF ALL CHATMODSUB

Unique chatters

14,008

0% of viewers

Msgs / chatter

7.5

104,678 msgs total

From subs

20%

20,420 msgs

Bots filtered

4,025 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS14% OF CHAT

#	Chatter	Badges	Msgs	Share
01	StreamElements	MODBOT	3066	2.9%
02	Dvradiclez2H	MODSUB	1857	1.8%
03	wrldofbreexyz	MODSUB	1196	1.1%
04	Ballinsx	VIP	1160	1.1%
05	Fossabot	MODBOT	649	0.6%
06	ExcuseMeee__	SUBVIP	593	0.6%
07	Backmanx		542	0.5%
08	mar2benty_		527	0.5%
09	balencifeind		492	0.5%
10	cjay2hotty		467	0.4%
11	Nykpedro	SUB	459	0.4%
12	BiaSani	SUB	453	0.4%
13	margieliellie	SUB	415	0.4%
14	JuuKrafty	SUB	403	0.4%
15	RxzzLIVE	SUB	362	0.3%
16	d0lo5k	SUB	345	0.3%
17	jadamaria1		344	0.3%
18	BlankieTvYT		318	0.3%
19	Nightbot	MODBOT	310	0.3%
20	idkjalayah		306	0.3%

User types · badge mix

111 BADGES

SUBSCRIBER19,201 · 18%
TURBO8,063 · 8%
MODERATOR7,709 · 7%
PREMIUM5,754 · 5%
BOT-BADGE4,026 · 4%
FOOTBALL-FEST-20263,433 · 3%
SUB-GIFTER2,877 · 3%
NO_VIDEO2,049 · 2%

New chatters · arrival curve

14008 TOTAL

first-message arrivals · 0m → 969m

488 joined in the first 2 minutes = 3% of all chatters

Returning

3818

≥5 msgs sent

One-and-done

5611

single message

Most mentioned

5,684 @s

@madi2hottyy177 · 82u
@dvradiclez2h147 · 80u
@ballinsx83 · 51u
@excusemeee__66 · 33u
@shizzy2thurl48 · 10u
@biasani41 · 23u
@wrldofbreexyz35 · 26u
@streamelements31 · 26u

Top interactors

WHO PINGS MOST

streamelements1,563
fossabot197
dvradiclez2h95
excusemeee__69
biasani69
getbusybizz54
wrldofbreexyz40
meatslapu_____37

Chat tape

NOTABLE MSGS

00:00stacksandrackzOPENER
refresh
05:00stacksandrackzPING
@Madi2hottyy rzzz sleep?
05:00stacksandrackzPING
@Madi2hottyy I think razz sleep
06:00stacksandrackzPING
@Madi2hottyy 3 days now show???
06:00stacksandrackzPING
@Madi2hottyy 3 days no show bro???
09:00beenchasinitPING
kai send he might extend days @madi2hottyy
16:00yungweirdo0WALL
x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrakRakaiholdlaugh x2xrakRakaiholdlaugh x2xrak
26:00boss_haideriraqWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

10%

10,549 msgs

Top 50 chatters

20%

21,224 msgs

Remaining

13958

share 80%

TOP 10 · 10%REST · 13998 CHATTERS · 90%

madi2hGlitchhh ×2494StreamerU2026 ×2018PogChamp ×1286LUL ×918ynlgeoL ×800x2xrak25 ×773madi2hLoyals ×627madi2h2h ×476kaicSturdyy ×346madi2hQueens ×302

Emote volume

MSGS W/ EMOTES

Of all messages

3.3%

104,678 msgs scanned

Emote codes

13,777 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

17,387

43,634

32,566

8,816

1,975

287

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

Median

13 ch

P90

42 ch

Max

492 ch

Chat DNA

% OF ALL MSGS

Caps rage

17.3%

18,121 msgs

Questions

3.0%

3,124 msgs

Mentions

5.4%

5,698 @calls

Commands

4.8%

5,020 !calls

CAPS17.3%
QUESTIONS3.0%
MENTIONS5.4%
COMMANDS4.8%

Top multiplier

#1 EMOTE

madi2hGlitchhh

official emote · per-minute flow

02StreamerU2026×2018
03PogChamp×1286
04LUL×918

Emote leaderboard

OFFICIAL7TV-STYLE

madi2hGlitchhh×2,494
StreamerU2026×2,018
PogChamp×1,286
LUL×918
ynlgeoL×800
x2xrak25×773
madi2hLoyals×627
madi2h2h×476
kaicSturdyy×346
madi2hQueens×302
madi2hGlitchh×299
madi2hFriesdat×190
TwitchConHYPE×186
madi2hBalluptopp×173
BratChat×172
NonbinaryPride×164

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!watchtime	×987	636	4m→962m	VIRAL
02	!gamble all	×502	254	4m→964m	VIRAL
03	!points	×361	212	9m→966m	VIRAL
04	!gamble 100	×255	168	10m→947m	VIRAL
05	!gamble 10	×226	143	10m→947m	VIRAL
06	LMAOO	×212	39	50m→951m	VIRAL
07	!gamble 50	×206	125	10m→946m	VIRAL
08	😂😂😂😂	×185	123	3m→951m	VIRAL
09	!gamble 20	×173	116	9m→965m	VIRAL
10	LLLLL	×173	94	71m→939m	VIRAL

Keyword cloud

TOP 18 TOKENS

madi₅₃₈₂points₃₉₈₇gamble₃₀₅₆rakai₂₄₀₇this₁₇₈₁they₁₇₆₁that₁₇₀₃what₁₆₅₆izzy₁₆₄₃nigga₁₄₅₂with₁₃₆₃yall₁₂₉₈madi2hottyy₁₁₈₂chat₁₁₈₂watchtime₁₁₆₀check₁₁₂₈your₁₁₂₅roulette₁₁₀₇

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

16:00yungweirdo0WALL
x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrak25 x2xrakRakaiholdlaugh x2xrakRakaiholdlaugh x2xrak
26:00boss_haideriraqWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
98:00arnold_tobyPEAK
she mad gang
98:00xxAJxx000PEAK
LLLLLLLLL MANS
98:00manickiaPEAK
LLLLLLLLLLLll
98:00jiqxsaPEAK
YOOO ITS FRIESS GANGGG
98:00papemd8PEAK
Some gooners in here😂😂

User colors

TOP 16

Participation inequality

14,008 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

31%

140 users

Top 5%

54%

700 users

Top 10%

66%

1,401 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 msg5,611USERS5,611MSGS5.4%
2-4 msgs4,579USERS12,182MSGS11.6%
5-19 msgs2,904USERS25,748MSGS24.6%
20+ msgs914USERS61,137MSGS58.4%

914 super-active users (6.5% of chatters) wrote 58% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@madi2hottyy177 · by 82 users
@dvradiclez2h147 · by 80 users
@ballinsx83 · by 51 users
@excusemeee__66 · by 33 users
@shizzy2thurl48 · by 10 users
@biasani41 · by 23 users
@wrldofbreexyz35 · by 26 users
@streamelements31 · by 26 users
@mar2benty_31 · by 29 users
@boom_2raw755730 · by 10 users

Top interactors

WHO REACHES OUT

streamelements1563 sent
fossabot197 sent
dvradiclez2h95 sent
excusemeee__69 sent
biasani69 sent
getbusybizz54 sent
wrldofbreexyz40 sent
meatslapu_____37 sent
2xtoknowzay36 sent
1of1imlani34 sent

Badge mix

TOP 8

SUBSCRIBER19201 · 18%
TURBO8063 · 8%
MODERATOR7709 · 7%
PREMIUM5754 · 5%
BOT-BADGE4026 · 4%
FOOTBALL-FEST-20263433 · 3%
SUB-GIFTER2877 · 3%
NO_VIDEO2049 · 2%

Core community

801

≥3 interactions

Drive-by

5,178

1 msg · 0 interactions

Mentions

5,684

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	streamelements	→	jj2goated77	21
02	streamelements	→	boom_2raw7557	21
03	potatbotat	→	shizzy2thurl	19
04	streamelements	→	bankroll_ash	18
05	biasani	→	dvradiclez2h	18
06	gximey8	→	streameruniversityclipsi	15
07	streamelements	→	shizzy2thurl	15
08	streamelements	→	kamorigetsraccs	14
09	streamelements	→	qxvslz0x	13
10	biasani	→	madi2hottyy	12
11	fossabot	→	dvradiclez2h	11
12	streamelements	→	majtofunny215	11

Chat tape

NOTABLE MESSAGES

00:00stacksandrackzOPENER
refresh
05:00stacksandrackzPING
@Madi2hottyy rzzz sleep?
05:00stacksandrackzPING
@Madi2hottyy I think razz sleep
06:00stacksandrackzPING
@Madi2hottyy 3 days now show???
06:00stacksandrackzPING
@Madi2hottyy 3 days no show bro???
09:00beenchasinitPING
kai send he might extend days @madi2hottyy

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

3818

≥5 msgs

Sub messages

20%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY2.1%
CAPS RAGE17.3%
SPAM/PASTA4.6%
BOT MSGS3.8%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!gamble	×2986	709	0m→966m	ORGANIC
CMD	!watchtime	×1138	671	4m→962m	ORGANIC
LINK	twitch.tv	×380	111	1m→969m	BOT TIMER
CMD	!points	×367	212	9m→966m	ORGANIC
LINK	discord.gg	×112	2	7m→969m	BOT TIMER
LINK	x.com	×103	4	7m→959m	BOT TIMER
CMD	!age	×36	31	153m→823m	ORGANIC
CMD	!followage	×34	33	12m→908m	ORGANIC
CMD	!discord	×23	20	11m→969m	ORGANIC
CMD	!watch	×17	13	129m→961m	ORGANIC
LINK	streamelements.com	×15	1	24m→795m	BOT TIMER
CMD	!clip	×15	7	33m→863m	ORGANIC
CMD	!vape	×14	10	143m→869m	ORGANIC
LINK	vm.tiktok.com	×12	1	20m→859m	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

ES0.8%
EN19.2%
OTHER / EMOTE-ONLY80.0%

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 104,678CHATTERS 14008POS 4,045NEG 2,512TOP KEYWORD “MADI” ×5382GINI 0.729BOTS 15PEAK ×21.6 @ 197m

Madi2hottyy's Streamer University stream "🎒💫S.U Day 4 🎒💫 Im Not On What Ya ONNNN 🎒💫 !com !discord !sub" on Jul 18, 2026 generated 104,678 messages from 14,008 unique chatters (107.9 msgs/min average, peaking at 651/min). Sentiment ran 4,045 positive vs 2,512 negative, and the top keyword was "madi" (×5382). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Madi2hottyy stream analytics summary