Madi2hottyy — Streamer University stream analytics — Jul 20, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 20, 2026 · VOD 2824408557

Chat mood & viewers

34,464 MSGS

Positive

3,326

9.7% of msgs

Negative

434

1.3% of msgs

Neutral

30,704

89.1% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,326 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

91 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

91 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED11 CLIP-WORTHY

01:00EMOTES×2.8clip suggested Watch VOD
72 emote msgs — ×2.8 the average
- treadzonrollor: we’re glitch nigga
- aniyla_25: FINALLYYYY
01:00SPIKE×1.7 Watch VOD
644 msgs — ×1.7 the stream average
- treadzonrollor: we’re glitch nigga
- aniyla_25: FINALLYYYY
02:00EMOTES×3.8clip suggested Watch VOD
98 emote msgs — ×3.8 the average
- imjust_chill: GLITCHY BOY MADIIIIIIIIII
- gzzwopp: LIGHTTTT ERETHINGGGG UPPPP EERBODYYYY GET HITTT
03:00EMOTES×3.5clip suggested Watch VOD
92 emote msgs — ×3.5 the average
- annababes007: 🤣🤣🤣🤣🤣
- HanselFlux: WWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWWW
04:00EMOTES×5.4clip suggested Watch VOD
142 emote msgs — ×5.4 the average
- bailoutblickin00: go do something fake demons
- wokkyyyyy: pussy ass shit

Keyword tracker

TOP 14

streams639
consecutive635
madi532
clip476
free445
bilzo413
madi2hottyy389
here385
been369
izzy367
https362
twitch362
lmaoo361
watch334

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	450	1.00	known	known bot account
streamelements	133	1.00	known	known bot account
nightbot	52	1.00	known	known bot account
biasani	195	0.75	high	repeated one message ×119 (61% of output) · 153 messages fired <2s apart
saucedupmuri	71	0.75	high	repeated one message ×36 (51% of output) · 42 messages fired <2s apart
2xvarjbo	8	0.75	high	repeated one message ×8 (100% of output) · 5 messages fired <2s apart
feelssunnyman	8	0.75	high	repeated one message ×6 (75% of output) · 3 messages fired <2s apart
taigh219	5	0.75	high	repeated one message ×4 (80% of output) · 3 messages fired <2s apart
excusemeee__	644	0.55	medium	227 messages fired <2s apart · 7.2 msgs/min sustained
dalihndrxx	644	0.55	medium	283 messages fired <2s apart · 7.7 msgs/min sustained
dagoatdev13	513	0.55	medium	9 messages fired <2s apart · 9.3 msgs/min sustained
checcss	50	0.55	medium	3 messages fired <2s apart · 7.8 msgs/min sustained
eh_im_making_noise	29	0.55	medium	5 messages fired <2s apart · 7.7 msgs/min sustained
barcola_7777	24	0.55	medium	7 messages fired <2s apart · 8.3 msgs/min sustained
cloverforlife1of1	20	0.55	medium	10 messages fired <2s apart · 20 msgs/min sustained

Emote pulse

TOP 8

madi2hGlitchhh3,604
StreamerU2026944
madi2hLoyals832
PogChamp770
madi2hQueens705
madi2h2h559
LUL452
silkyFunny451

Evidence tape

6 MSGS

00:00Agent_classicOPENER
wwwww
01:00treadzonrollorPEAK
we’re glitch nigga
01:00kk65455666PEAK
that staying longer
01:00jaleb2525xPEAK
wwwwwwwwwwwwwwwwwwwwwww
01:00urmamaishugePEAK
MADDIDIIIIIII
01:00semuuuuuuuuPEAK
WWWWWWWWWWWWWWWWWWWWWWWWWW

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

ExcuseMeee__

MSGS
SENT

FIRST SEEN 1:00 · 1.9% OF ALL CHATSUBVIP

Unique chatters

5,272

1% of viewers

Msgs / chatter

6.5

34,464 msgs total

From subs

15%

5,187 msgs

Bots filtered

635 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS17% OF CHAT

#	Chatter	Badges	Msgs	Share
01	ExcuseMeee__	SUBVIP	644	1.9%
02	dalihndrxx	VIP	644	1.9%
03	dagoatdev13		513	1.5%
04	Fossabot	MODBOT	450	1.3%
05	Dvradiclez2H	MODSUB	380	1.1%
06	wrldofbreexyz	MOD	317	0.9%
07	gognaasus		298	0.9%
08	niyahndrxx	VIP	277	0.8%
09	idkjalayah		248	0.7%
10	AbdulA1i	SUB	223	0.6%
11	30fpsjay_	SUB	203	0.6%
12	BiaSani	SUB	195	0.6%
13	100bandjugg		181	0.5%
14	kingjay45121		177	0.5%
15	fatboyquisss		158	0.5%
16	s4matic	SUB	158	0.5%
17	rvigns_axx		158	0.5%
18	the_onlytru	SUB	157	0.5%
19	pybhhhh		154	0.4%
20	Ballinsx	VIP	153	0.4%

User types · badge mix

98 BADGES

SUBSCRIBER4,403 · 13%
TURBO2,684 · 8%
BLOSSOM-BADGE2,115 · 6%
PREMIUM1,992 · 6%
VIP1,796 · 5%
FOOTBALL-FEST-20261,710 · 5%
MODERATOR1,523 · 4%
FOUNDER743 · 2%

New chatters · arrival curve

5272 TOTAL

first-message arrivals · 0m → 90m

428 joined in the first 2 minutes = 8% of all chatters

Returning

1450

≥5 msgs sent

One-and-done

2145

single message

Most mentioned

479 @s

@dvradiclez2h46 · 12u
@excusemeee__28 · 6u
@niyahndrxx25 · 5u
@dalihndrxx17 · 3u
@wrldofbreexyz15 · 7u
@biasani14 · 4u
@trisebk10 · 10u
@madi2hottyy8 · 6u

Top interactors

WHO PINGS MOST

streamelements112
fossabot74
excusemeee__25
dalihndrxx23
niyahndrxx18
wrldofbreexyz9
trisebk9
potatbotat7

Chat tape

NOTABLE MSGS

00:00Agent_classicOPENER
wwwww
01:00treadzonrollorPEAK
we’re glitch nigga
01:00kk65455666PEAK
that staying longer
01:00jaleb2525xPEAK
wwwwwwwwwwwwwwwwwwwwwww
01:00urmamaishugePEAK
MADDIDIIIIIII
01:00semuuuuuuuuPEAK
WWWWWWWWWWWWWWWWWWWWWWWWWW
01:00slimysllcPEAK
wwwwwwwwwwwww
02:00a_akazaWALL
madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead m

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

12%

3,994 msgs

Top 50 chatters

25%

8,762 msgs

Remaining

5222

share 75%

TOP 10 · 12%REST · 5262 CHATTERS · 88%

madi2hGlitchhh ×3604StreamerU2026 ×944madi2hLoyals ×832PogChamp ×770madi2hQueens ×705madi2h2h ×559LUL ×452silkyFunny ×451madi2hFlick ×378madi2hFriesdat ×230

Emote volume

MSGS W/ EMOTES

Of all messages

6.9%

34,464 msgs scanned

Emote codes

11,412 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

8,188

15,606

7,576

2,083

776

229

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

Median

10 ch

P90

37 ch

Max

494 ch

Chat DNA

% OF ALL MSGS

Caps rage

23.4%

8,053 msgs

Questions

1.8%

626 msgs

Mentions

1.4%

478 @calls

Commands

0.8%

278 !calls

CAPS23.4%
QUESTIONS1.8%
MENTIONS1.4%
COMMANDS0.8%

Top multiplier

#1 EMOTE

madi2hGlitchhh

official emote · per-minute flow

02StreamerU2026×944
03madi2hLoyals×832
04PogChamp×770

Emote leaderboard

OFFICIAL7TV-STYLE

madi2hGlitchhh×3,604
StreamerU2026×944
madi2hLoyals×832
PogChamp×770
madi2hQueens×705
madi2h2h×559
LUL×452
silkyFunny×451
madi2hFlick×378
madi2hFriesdat×230
madi2hBangyahead×172
TWITH×161
BratChat×142
madi2hFaded×125
fwhaydWRGB×120
NotLikeThis×117

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	😂😂😂😂😂	×381	192	0m→90m	VIRAL
02	😂😂😂😂	×367	196	0m→88m	VIRAL
03	LMAOO	×293	57	4m→87m	VIRAL
04	😂😂😂	×288	156	3m→90m	VIRAL
05	😂😂😂😂😂😂	×283	149	4m→88m	VIRAL
06	😂😂😂😂😂😂😂	×207	119	2m→90m	VIRAL
07	LMAO	×191	65	4m→90m	VIRAL
08	LMAOOOOO	×185	73	8m→90m	VIRAL
09	LMAOOOO	×184	85	5m→90m	VIRAL
10	LMAOOO	×181	89	0m→88m	VIRAL

Keyword cloud

TOP 18 TOKENS

streams₆₃₉consecutive₆₃₅madi₅₃₂clip₄₇₆free₄₄₅bilzo₄₁₃madi2hottyy₃₈₉here₃₈₅been₃₆₉izzy₃₆₇https₃₆₂twitch₃₆₂lmaoo₃₆₁watch₃₃₄reem₃₃₀this₃₂₈streak₃₁₇watched₃₁₅

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

01:00treadzonrollorPEAK
we’re glitch nigga
01:00kk65455666PEAK
that staying longer
01:00jaleb2525xPEAK
wwwwwwwwwwwwwwwwwwwwwww
01:00urmamaishugePEAK
MADDIDIIIIIII
01:00semuuuuuuuuPEAK
WWWWWWWWWWWWWWWWWWWWWWWWWW
01:00slimysllcPEAK
wwwwwwwwwwwww
02:00a_akazaWALL
madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead madi2hBangyahead m

User colors

TOP 16

Participation inequality

5,272 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

26%

53 users

Top 5%

49%

264 users

Top 10%

61%

527 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 msg2,145USERS2,145MSGS6.2%
2-4 msgs1,677USERS4,514MSGS13.1%
5-19 msgs1,150USERS10,219MSGS29.7%
20+ msgs300USERS17,586MSGS51.0%

300 super-active users (5.7% of chatters) wrote 51% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@dvradiclez2h46 · by 12 users
@excusemeee__28 · by 6 users
@niyahndrxx25 · by 5 users
@dalihndrxx17 · by 3 users
@wrldofbreexyz15 · by 7 users
@biasani14 · by 4 users
@trisebk10 · by 10 users
@madi2hottyy8 · by 6 users
@kaicenat7 · by 6 users
@mopojo15 · by 2 users

Top interactors

WHO REACHES OUT

streamelements112 sent
fossabot74 sent
excusemeee__25 sent
dalihndrxx23 sent
niyahndrxx18 sent
wrldofbreexyz9 sent
trisebk9 sent
potatbotat7 sent
saniyashantell5 sent
biasani5 sent

Badge mix

TOP 8

SUBSCRIBER4403 · 13%
TURBO2684 · 8%
BLOSSOM-BADGE2115 · 6%
PREMIUM1992 · 6%
VIP1796 · 5%
FOOTBALL-FEST-20261710 · 5%
MODERATOR1523 · 4%
FOUNDER743 · 2%

Core community

≥3 interactions

Drive-by

2,074

1 msg · 0 interactions

Mentions

479

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	dvradiclez2h	34
02	dalihndrxx	→	niyahndrxx	12
03	excusemeee__	→	niyahndrxx	10
04	niyahndrxx	→	excusemeee__	10
05	dalihndrxx	→	excusemeee__	9
06	niyahndrxx	→	dalihndrxx	8
07	excusemeee__	→	dalihndrxx	8
08	fossabot	→	biasani	7
09	streamelements	→	mopojo1	4
10	biasani	→	wrldofbreexyz	4
11	trisebk	→	25xxsoldierr	4
12	potatbotat	→	davidgoldbrock	3

Chat tape

NOTABLE MESSAGES

00:00Agent_classicOPENER
wwwww
01:00treadzonrollorPEAK
we’re glitch nigga
01:00kk65455666PEAK
that staying longer
01:00jaleb2525xPEAK
wwwwwwwwwwwwwwwwwwwwwww
01:00urmamaishugePEAK
MADDIDIIIIIII
01:00semuuuuuuuuPEAK
WWWWWWWWWWWWWWWWWWWWWWWWWW

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

0.1

chat depth

Community gini

0.69

0 = broad, 1 = few voices

Loyal chatters

1450

≥5 msgs

Sub messages

15%

paying-fan share

Brand safety

MEASURED · LEXICON

CSafety grade

Score / 100

PROFANITY1.0%
CAPS RAGE23.4%
SPAM/PASTA11.4%
BOT MSGS1.8%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×296	109	5m→90m	BOT TIMER
CMD	!watchtime	×89	74	1m→90m	ORGANIC
CMD	!clip	×54	16	4m→87m	ORGANIC
CMD	!gamble	×39	24	1m→90m	ORGANIC
LINK	clips.twitch.tv	×39	2	4m→87m	BOT TIMER
CMD	!vape	×23	15	10m→23m	ORGANIC
LINK	discord.gg	×22	2	3m→86m	BOT TIMER
CMD	!points	×15	14	6m→87m	ORGANIC
CMD	!discord	×9	8	3m→84m	ORGANIC
CMD	!followage	×7	7	16m→67m	ORGANIC
LINK	x.com	×6	2	7m→81m	BOT TIMER
CMD	!followers	×6	5	11m→78m	ORGANIC
CMD	!time	×4	1	1m→4m	ORGANIC
CMD	!com	×2	2	7m→30m	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

ES0.6%
EN10.9%
OTHER / EMOTE-ONLY88.5%

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 34,464CHATTERS 5272POS 3,326NEG 434TOP KEYWORD “STREAMS” ×639GINI 0.694BOTS 15PEAK ×7.5 @ 5m

Madi2hottyy's Streamer University stream "😈💫RISING STAR of S U 😈💫 LAST NIGHT OF STREAMER UNIVERSITY 😈💫 !com !discord !sub" on Jul 20, 2026 generated 34,464 messages from 5,272 unique chatters (378.7 msgs/min average, peaking at 644/min). Sentiment ran 3,326 positive vs 434 negative, and the top keyword was "streams" (×639). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Madi2hottyy stream analytics summary