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
54 emote msgs — ×15.2 the average
- tyymulann: good afternoonnnn madiiii baeeee
- lolo2smooth: yurrrrrrrrr
612 msgs — ×5.3 the stream average
- tyymulann: good afternoonnnn madiiii baeeee
- lolo2smooth: yurrrrrrrrr
77 emote msgs — ×21.7 the average
- skinnyminimimi: wwwwwwwwww
- nowhooperred: WWWWWWWWWW
35 emote msgs — ×9.8 the average
- therealclosetco: what happen. w rakai?
- jaybag20: BILZOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
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
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
0
mood swings
Bots
15
suspects flagged
Total messagesverified chat dump459 min · 1,700,507 views
Chat rate · per minute
H 612AVG 116.26 PEAKS
Cumulative messages
RUNNING TOTAL
New chatters / min
FIRST SEEN
Top chatter
RANK 01
ExcuseMeee__
MSGS
SENT
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
3
2,287 msgs flagged
Dominance
TOP 10
TOP-10 SHARE
Leaderboard · Top 20
BY MSGS15% OF CHAT
| # | Chatter | Badges | Msgs | Activity 0m→458m | 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
40
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
60
distinct pairs
Mention flows · top pairs
TOP 12 OF 60
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 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
no *_viewers.json dump found · run scripts/fetchTwitchTracker.ts to capture one
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 stream analytics summary
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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