Madi2hottyy — Streamer University stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 19, 2026 · VOD 2823946581

Chat mood & viewers

53,319 MSGS

Positive

2,309

4.3% of msgs

Negative

793

1.5% of msgs

Neutral

50,217

94.2% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

2,309 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

459 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

459 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×15.2clip suggested Watch VOD
54 emote msgs — ×15.2 the average
- tyymulann: good afternoonnnn madiiii baeeee
- lolo2smooth: yurrrrrrrrr
01:00SPIKE×5.3clip suggested Watch VOD
612 msgs — ×5.3 the stream average
- tyymulann: good afternoonnnn madiiii baeeee
- lolo2smooth: yurrrrrrrrr
02:00EMOTES×21.7clip suggested Watch VOD
77 emote msgs — ×21.7 the average
- skinnyminimimi: wwwwwwwwww
- nowhooperred: WWWWWWWWWW
03:00EMOTES×9.8clip suggested Watch VOD
35 emote msgs — ×9.8 the average
- therealclosetco: what happen. w rakai?
- jaybag20: BILZOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
04:00EMOTES×8.2clip suggested Watch VOD
29 emote msgs — ×8.2 the average
- purpleguy6483: madi2hQueens
- hcamcam: SPEND DAT

Keyword tracker

TOP 14

madi1,705
points1,685
what1,370
gamble1,231
bilzo1,150
that1,132
rakai1,034
they1,007
nigga910
this790
madi2hottyy770
izzy766
back710
watchtime703

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	1,531	1.00	known	known bot account
fossabot	540	1.00	known	known bot account
nightbot	216	1.00	known	known bot account
yasirrir	41	1.00	high	repeated one message ×21 (51% of output) · 9 messages fired <2s apart · 21.4 msgs/min sustained
vnozer	11	1.00	high	repeated one message ×6 (55% of output) · 3 messages fired <2s apart · 11 msgs/min sustained
kidvarsity	10	1.00	high	repeated one message ×6 (60% of output) · 4 messages fired <2s apart · 6.6 msgs/min sustained
zye_sh	75	0.70	high	repeated one message ×38 (51% of output) · 17.8 msgs/min sustained
twogunznoblazer	164	0.55	medium	10 messages fired <2s apart · 6.6 msgs/min sustained
unsanctionedape	52	0.55	medium	3 messages fired <2s apart · 6 msgs/min sustained
tro_xd1	28	0.55	medium	4 messages fired <2s apart · 6.1 msgs/min sustained
nowhooperred	27	0.55	medium	11 messages fired <2s apart · 24.5 msgs/min sustained
lloydnex	27	0.55	medium	6 messages fired <2s apart · 27 msgs/min sustained
official_shadey	23	0.55	medium	5 messages fired <2s apart · 14.1 msgs/min sustained
babyg25x	19	0.55	medium	6 messages fired <2s apart · 13.7 msgs/min sustained
jordanchasinpape	15	0.55	medium	3 messages fired <2s apart · 10.1 msgs/min sustained

Emote pulse

TOP 8

StreamerU20261,181
madi2hGlitchhh795
PogChamp670
madi2hLoyals573
madi2hQueens441
LUL428
madi2h2h378
madi2hFriesdat159

Evidence tape

6 MSGS

00:00osohauntedOPENER
finally nga
01:00tyymulannPEAK
good afternoonnnn madiiii baeeee
01:00lolo2smoothPEAK
yurrrrrrrrr
01:00in_grim939PEAK
What happened last night
01:00jurixkPEAK
brush you theeeetthhh ngaaa
01:00edzzz_90PEAK
😭😭😭nah gng

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

ExcuseMeee__

MSGS
SENT

FIRST SEEN 4:00 · 1.7% OF ALL CHATSUBVIP

Unique chatters

8,146

0% of viewers

Msgs / chatter

6.5

53,319 msgs total

From subs

19%

9,950 msgs

Bots filtered

2,287 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS15% OF CHAT

#	Chatter	Badges	Msgs	Share
01	StreamElements	MODBOT	1531	2.9%
02	ExcuseMeee__	SUBVIP	921	1.7%
03	Ballinsx	VIP	705	1.3%
04	Dvradiclez2H	MODSUB	588	1.1%
05	Fossabot	MODBOT	540	1.0%
06	dalihndrxx	VIP	500	0.9%
07	Backmanx		397	0.7%
08	kingjay45121		357	0.7%
09	CompEbk	MOD	300	0.6%
10	23fgrr	SUB	258	0.5%
11	narski1hunit	SUB	250	0.5%
12	404error004		243	0.5%
13	tamztello13		232	0.4%
14	Nightbot	MODBOT	216	0.4%
15	riplagging	SUB	210	0.4%
16	idkjalayah		190	0.4%
17	BiaSani	SUB	184	0.3%
18	SaucedUpMuri	MOD	171	0.3%
19	Chuukwuu		170	0.3%
20	twogunznoblazer		164	0.3%

User types · badge mix

90 BADGES

SUBSCRIBER8,706 · 16%
TURBO5,069 · 10%
MODERATOR3,562 · 7%
PREMIUM2,530 · 5%
VIP2,345 · 4%
BOT-BADGE2,288 · 4%
BLOSSOM-BADGE2,240 · 4%
FOOTBALL-FEST-20262,093 · 4%

New chatters · arrival curve

8146 TOTAL

first-message arrivals · 0m → 458m

446 joined in the first 2 minutes = 5% of all chatters

Returning

2135

≥5 msgs sent

One-and-done

3196

single message

Most mentioned

3,261 @s

@dvradiclez2h105 · 35u
@excusemeee__77 · 48u
@ballinsx67 · 43u
@madi2hottyy64 · 26u
@zgotmon46 · 28u
@compebk41 · 26u
@dariwaaz32 · 15u
@dalihndrxx27 · 13u

Top interactors

WHO PINGS MOST

streamelements884
fossabot281
excusemeee__72
meatslapu_____34
ballinsx31
babyghettoo25
coolwam24
dvradiclez2h22

Chat tape

NOTABLE MSGS

00:00osohauntedOPENER
finally nga
01:00tyymulannPEAK
good afternoonnnn madiiii baeeee
01:00lolo2smoothPEAK
yurrrrrrrrr
01:00in_grim939PEAK
What happened last night
01:00jurixkPEAK
brush you theeeetthhh ngaaa
01:00edzzz_90PEAK
😭😭😭nah gng
01:00TrvppperPEAK
let me see that boppppp
02:00lolo2smoothWALL
madi2hQueens madi2hLoyals madi2hQueens madi2hLoyals madi2hQueens madi2hLoyals madi2hQueens madi2hLoyals madi2hQueens mad

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

11%

6,097 msgs

Top 50 chatters

23%

12,117 msgs

Remaining

8096

share 77%

TOP 10 · 11%REST · 8136 CHATTERS · 89%

StreamerU2026 ×1181madi2hGlitchhh ×795PogChamp ×670madi2hLoyals ×573madi2hQueens ×441LUL ×428madi2h2h ×378madi2hFriesdat ×159FutureMan ×99<3 ×77

Emote volume

MSGS W/ EMOTES

Of all messages

3.1%

53,319 msgs scanned

Emote codes

5,944 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

8,358

21,993

16,741

4,898

1,190

134

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

Median

13 ch

P90

45 ch

Max

493 ch

Chat DNA

% OF ALL MSGS

Caps rage

16.2%

8,615 msgs

Questions

3.5%

1,842 msgs

Mentions

6.1%

3,262 @calls

Commands

4.9%

2,629 !calls

CAPS16.2%
QUESTIONS3.5%
MENTIONS6.1%
COMMANDS4.9%

Top multiplier

#1 EMOTE

StreamerU2026

official emote · per-minute flow

02madi2hGlitchhh×795
03PogChamp×670
04madi2hLoyals×573

Emote leaderboard

OFFICIAL7TV-STYLE

StreamerU2026×1,181
madi2hGlitchhh×795
PogChamp×670
madi2hLoyals×573
madi2hQueens×441
LUL×428
madi2h2h×378
madi2hFriesdat×159
FutureMan×99
<3×77
madi2hGlitch×76
madi2hWtw×63
NotLikeThis×59
x2xrakRakaiYGM×56
madi2hYeaaa×51
Shush×49

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!watchtime	×603	444	1m→458m	VIRAL
02	!gamble all	×209	131	3m→444m	VIRAL
03	!points	×180	120	3m→455m	VIRAL
04	LMAOO	×151	26	32m→442m	VIRAL
05	what happened	×148	109	5m→407m	VIRAL
06	😭😭😭	×137	61	9m→453m	VIRAL
07	!age	×136	107	37m→434m	VIRAL
08	😂😂😂😂😂	×120	66	20m→454m	VIRAL
09	😂😂😂😂	×113	90	11m→454m	VIRAL
10	!gamble 100	×107	78	4m→445m	VIRAL

Keyword cloud

TOP 18 TOKENS

madi₁₇₀₅points₁₆₈₅what₁₃₇₀gamble₁₂₃₁bilzo₁₁₅₀that₁₁₃₂rakai₁₀₃₄they₁₀₀₇nigga₉₁₀this₇₉₀madi2hottyy₇₇₀izzy₇₆₆back₇₁₀watchtime₇₀₃yall₆₄₁with₆₂₅hours₆₂₅watching₆₂₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

01:00tyymulannPEAK
good afternoonnnn madiiii baeeee
01:00lolo2smoothPEAK
yurrrrrrrrr
01:00in_grim939PEAK
What happened last night
01:00jurixkPEAK
brush you theeeetthhh ngaaa
01:00edzzz_90PEAK
😭😭😭nah gng
01:00TrvppperPEAK
let me see that boppppp
02:00lolo2smoothWALL
madi2hQueens madi2hLoyals madi2hQueens madi2hLoyals madi2hQueens madi2hLoyals madi2hQueens madi2hLoyals madi2hQueens mad

User colors

TOP 16

Participation inequality

8,146 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

28%

81 users

Top 5%

50%

407 users

Top 10%

62%

815 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 msg3,196USERS3,196MSGS6.0%
2-4 msgs2,815USERS7,427MSGS13.9%
5-19 msgs1,671USERS14,754MSGS27.7%
20+ msgs464USERS27,942MSGS52.4%

464 super-active users (5.7% of chatters) wrote 52% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@dvradiclez2h105 · by 35 users
@excusemeee__77 · by 48 users
@ballinsx67 · by 43 users
@madi2hottyy64 · by 26 users
@zgotmon46 · by 28 users
@compebk41 · by 26 users
@dariwaaz32 · by 15 users
@dalihndrxx27 · by 13 users
@chuukwuu24 · by 19 users
@meatslapu_____24 · by 16 users

Top interactors

WHO REACHES OUT

streamelements884 sent
fossabot281 sent
excusemeee__72 sent
meatslapu_____34 sent
ballinsx31 sent
babyghettoo25 sent
coolwam24 sent
dvradiclez2h22 sent
saucedupmuri21 sent
dalihndrxx20 sent

Badge mix

TOP 8

SUBSCRIBER8706 · 16%
TURBO5069 · 10%
MODERATOR3562 · 7%
PREMIUM2530 · 5%
VIP2345 · 4%
BOT-BADGE2288 · 4%
BLOSSOM-BADGE2240 · 4%
FOOTBALL-FEST-20262093 · 4%

Core community

478

≥3 interactions

Drive-by

2,915

1 msg · 0 interactions

Mentions

3,261

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	dvradiclez2h	52
02	babyghettoo	→	madi2hottyy	22
03	streamelements	→	paidinfull012	13
04	excusemeee__	→	dariwaaz	12
05	streamelements	→	young_jay973	10
06	streamelements	→	lancey_20	9
07	streamelements	→	cbuckets41	9
08	streamelements	→	theyhxteash_	8
09	streamelements	→	notclix555	7
10	streamelements	→	2kwillss	7
11	dariwaaz	→	excusemeee__	7
12	ballinsx	→	dalihndrxx	6

Chat tape

NOTABLE MESSAGES

00:00osohauntedOPENER
finally nga
01:00tyymulannPEAK
good afternoonnnn madiiii baeeee
01:00lolo2smoothPEAK
yurrrrrrrrr
01:00in_grim939PEAK
What happened last night
01:00jurixkPEAK
brush you theeeetthhh ngaaa
01:00edzzz_90PEAK
😭😭😭nah gng

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

2135

≥5 msgs

Sub messages

19%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.9%
CAPS RAGE16.2%
SPAM/PASTA5.1%
BOT MSGS4.3%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!gamble	×1193	387	1m→455m	ORGANIC
CMD	!watchtime	×694	472	1m→458m	ORGANIC
CMD	!points	×183	121	3m→455m	ORGANIC
LINK	twitch.tv	×148	35	0m→458m	BOT TIMER
CMD	!age	×139	110	37m→436m	ORGANIC
LINK	discord.gg	×94	3	0m→459m	BOT TIMER
CMD	!vape	×94	34	4m→452m	ORGANIC
CMD	!followage	×49	46	8m→427m	ORGANIC
LINK	x.com	×46	2	15m→456m	BOT TIMER
LINK	gosparq.co	×36	4	456m→458m	ORGANIC
CMD	!discord	×35	29	6m→459m	ORGANIC
CMD	!clip	×14	11	89m→452m	ORGANIC
CMD	!prime	×12	2	272m→386m	ORGANIC
LINK	gaming.amazon.com	×12	1	272m→386m	BOT TIMER

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%
EN21.9%
OTHER / EMOTE-ONLY77.2%

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 53,319CHATTERS 8146POS 2,309NEG 793TOP KEYWORD “MADI” ×1705GINI 0.699BOTS 15PEAK ×21.7 @ 2m

Madi2hottyy's Streamer University stream "🎒💫S.U Day 5 🎒💫 Im Not On What Ya ONNNN 🎒💫 !com !discord !sub" on Jul 19, 2026 generated 53,319 messages from 8,146 unique chatters (116.2 msgs/min average, peaking at 612/min). Sentiment ran 2,309 positive vs 793 negative, and the top keyword was "madi" (×1705). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Madi2hottyy stream analytics summary