Reginald — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823232084

Chat mood & viewers

43,920 MSGS

Positive

3,744

8.5% of msgs

Negative

859

2.0% of msgs

Neutral

39,317

89.5% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,744 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

114:000.03→-0.51Δ-0.54
107:000.03→-0.44Δ-0.47
116:00-0.20→0.24Δ+0.44
152:000.03→0.42Δ+0.39
01:000.43→0.05Δ-0.38
42:00-0.13→0.23Δ+0.36

Mood regime · per minute

534 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

534 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×23clip suggested Watch VOD
330 first-time chatters in one minute (raid-like influx)
- kaiyahkozart: 😅😅😅😅😂😂😂😂😂😂😂😂
- kimora_brownskin: omggggggg
04:00INFLUX×19.3clip suggested Watch VOD
277 first-time chatters in one minute (raid-like influx)
- christatlikethat: oh hell naw
- bishopnehru: BAD CLIPS GANG LMAOOOO
05:00INFLUX×14.5clip suggested Watch VOD
208 first-time chatters in one minute (raid-like influx)
- EonBS1: 😂😂😂😂😂😂😂😂😂
- theyknowliyah: WTFFFFF REGGIEEEE
06:00INFLUX×11.9clip suggested Watch VOD
171 first-time chatters in one minute (raid-like influx)
- ankennedy: they snitching
- KhiDropEmOfff: lil E from round the way
06:00EMOTES×11.1clip suggested Watch VOD
58 emote msgs — ×11.1 the average
- ankennedy: they snitching
- KhiDropEmOfff: lil E from round the way

Keyword tracker

TOP 14

reggie1,427
that953
they944
nigga586
just511
fanum502
follow463
what453
followers445
welcome435
coming418
this404
follows378
like375

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	473	1.00	known	known bot account
notdripland	25	0.75	high	repeated one message ×23 (92% of output) · 12 messages fired <2s apart
relltewlitt	8	0.75	high	repeated one message ×6 (75% of output) · 7 messages fired <2s apart
xxvectonxx	12	0.55	medium	3 messages fired <2s apart · 12 msgs/min sustained
tristan4tw7	12	0.55	medium	3 messages fired <2s apart · 10 msgs/min sustained
sdotdabiggest	12	0.55	medium	4 messages fired <2s apart · 12 msgs/min sustained
theonlykbandz	10	0.45	medium	repeated one message ×5 (50% of output)
tezgocrazy	9	0.45	medium	repeated one message ×5 (56% of output)
alondraa67777	9	0.45	medium	repeated one message ×5 (56% of output)
ooagent_jay237	8	0.45	medium	repeated one message ×4 (50% of output)
aquariuslove00	7	0.45	medium	repeated one message ×4 (57% of output)
ray_rakai_edits34	7	0.45	medium	repeated one message ×4 (57% of output)
dreadheadnai	6	0.45	medium	repeated one message ×4 (67% of output)
derrick4444444	6	0.45	medium	repeated one message ×4 (67% of output)
demuregg_	6	0.45	medium	repeated one message ×4 (67% of output)

Emote pulse

TOP 8

girlheYUH2,396
girlheSmiling1,659
LUL1,300
girlheGG71,153
girlheDoubleR1,139
girlheTurnt976
girlheGG3848
stabeBlue796

Evidence tape

6 MSGS

00:00StreamElementsOPENER
Reginald IS NOW WITH GRANNY Streamer University: STREAMER U CLASS OF 2025 WE MADE IT!
03:00kaiyahkozartPEAK
😅😅😅😅😂😂😂😂😂😂😂😂
03:00newgodlove1PEAK
WTF IS THAT
03:00trenchdollPEAK
ain’t been here a hour already expelled
03:00StreamElementsPEAK
LONG LIVE GRANNY
03:004thaluvofkPEAK
he already starting😂😂😂😂

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

yungenshawn

MSGS
SENT

FIRST SEEN 2:00 · 2.8% OF ALL CHAT

Unique chatters

7,651

0% of viewers

Msgs / chatter

5.7

43,920 msgs total

From subs

25%

10,998 msgs

Bots filtered

473 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS19% OF CHAT

#	Chatter	Badges	Msgs	Share
01	yungenshawn		1216	2.8%
02	ドラウト	MODSUB	767	1.7%
03	4ourty5ivegg	MODSUB	587	1.3%
04	WizeBot	MOD	584	1.3%
05	moneyybagz7	MODSUB	543	1.2%
06	bleachupnext	MOD	489	1.1%
07	StreamElements	MODBOT	473	1.1%
08	ogskywalker1GG	SUBVIP	432	1.0%
09	lowkeybennn	SUBVIP	406	0.9%
10	ReggienotRodney	MODSUB	395	0.9%
11	lordevmonyun		366	0.8%
12	beezyb100	SUB	317	0.7%
13	khygg4life	SUBVIP	293	0.7%
14	jdottygg4l	SUB	243	0.6%
15	menxtdoorx	MODSUB	232	0.5%
16	sins_________		224	0.5%
17	pkmb21		200	0.5%
18	SupremeTeam242		194	0.4%
19	a1ghost99	SUB	176	0.4%
20	Lamondoe	SUB	171	0.4%

User types · badge mix

123 BADGES

SUBSCRIBER10,574 · 24%
MODERATOR4,351 · 10%
TURBO3,246 · 7%
PREMIUM3,196 · 7%
VIP2,702 · 6%
FOOTBALL-FEST-20262,646 · 6%
SUB-GIFTER1,716 · 4%
TWITCH-RECAP-20241,302 · 3%

New chatters · arrival curve

7651 TOTAL

first-message arrivals · 0m → 533m

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

Returning

1571

≥5 msgs sent

One-and-done

3582

single message

Most mentioned

972 @s

@reginald21 · 16u
@jdottygg4l17 · 13u
@skimasktazz17 · 14u
@yungenshawn14 · 14u
@lifeofbritneey13 · 10u
@saibaman711 · 11u
@jankyx411 · 10u
@moethanfriendz_tdfoe10 · 4u

Top interactors

WHO PINGS MOST

droughtskl25
skimasktazz24
streamelements21
sssdeea18
saibaman716
skibabyslatt16
a1ghost9915
goattalk30815

Chat tape

NOTABLE MSGS

00:00StreamElementsOPENER
Reginald IS NOW WITH GRANNY Streamer University: STREAMER U CLASS OF 2025 WE MADE IT!
03:00kaiyahkozartPEAK
😅😅😅😅😂😂😂😂😂😂😂😂
03:00newgodlove1PEAK
WTF IS THAT
03:00trenchdollPEAK
ain’t been here a hour already expelled
03:00StreamElementsPEAK
LONG LIVE GRANNY
03:004thaluvofkPEAK
he already starting😂😂😂😂
03:00iamtorytPEAK
what they do?
03:00nlbshaneWALL
girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

13%

5,892 msgs

Top 50 chatters

28%

12,208 msgs

Remaining

7601

share 72%

TOP 10 · 13%REST · 7641 CHATTERS · 87%

girlheYUH ×2396girlheSmiling ×1659LUL ×1300girlheGG7 ×1153girlheDoubleR ×1139girlheTurnt ×976girlheGG3 ×848stabeBlue ×796girlheGG ×573StreamerU2026 ×438

Emote volume

MSGS W/ EMOTES

Of all messages

6.3%

43,920 msgs scanned

Emote codes

17,385 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

9,936

17,060

12,967

2,900

951

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

Median

12 ch

P90

39 ch

Max

457 ch

Chat DNA

% OF ALL MSGS

Caps rage

11.7%

5,154 msgs

Questions

2.2%

968 msgs

Mentions

2.2%

975 @calls

Commands

0.2%

105 !calls

CAPS11.7%
QUESTIONS2.2%
MENTIONS2.2%
COMMANDS0.2%

Top multiplier

#1 EMOTE

girlheYUH

official emote · per-minute flow

02girlheSmiling×1659
03LUL×1300
04girlheGG7×1153

Emote leaderboard

OFFICIAL7TV-STYLE

girlheYUH×2,396
girlheSmiling×1,659
LUL×1,300
girlheGG7×1,153
girlheDoubleR×1,139
girlheTurnt×976
girlheGG3×848
stabeBlue×796
girlheGG×573
StreamerU2026×438
girlheGG5×430
girlheGG6×406
girlheStaring×402
girlheOHMYGOD×388
girlheGranny×354
girlheGG4×350

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	😂😂😂😂	×432	225	1m→532m	VIRAL
02	😂😂😂😂😂	×393	187	1m→505m	VIRAL
03	😂😂😂	×316	206	1m→532m	VIRAL
04	😂😂😂😂😂😂	×276	138	1m→459m	VIRAL
05	😭😭😭😭	×187	114	2m→532m	VIRAL
06	😂😂😂😂😂😂😂	×168	94	1m→480m	VIRAL
07	😭😭😭	×150	98	2m→516m	VIRAL
08	😭😭😭😭😭	×135	80	1m→461m	VIRAL
09	😂😂	×130	91	1m→505m	VIRAL
10	🤣🤣🤣🤣	×120	80	1m→494m	VIRAL

Keyword cloud

TOP 18 TOKENS

reggie₁₄₂₇that₉₅₃they₉₄₄nigga₅₈₆just₅₁₁fanum₅₀₂follow₄₆₃what₄₅₃followers₄₄₅welcome₄₃₅coming₄₁₈this₄₀₄follows₃₇₈like₃₇₅others₃₇₂chat₃₆₁gang₃₄₀shit₃₃₀

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

03:00kaiyahkozartPEAK
😅😅😅😅😂😂😂😂😂😂😂😂
03:00newgodlove1PEAK
WTF IS THAT
03:00trenchdollPEAK
ain’t been here a hour already expelled
03:00StreamElementsPEAK
LONG LIVE GRANNY
03:004thaluvofkPEAK
he already starting😂😂😂😂
03:00iamtorytPEAK
what they do?
03:00nlbshaneWALL
girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH girlheYUH

User colors

TOP 16

Participation inequality

7,651 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

33%

77 users

Top 5%

54%

383 users

Top 10%

65%

765 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 msg3,582USERS3,582MSGS8.2%
2-4 msgs2,498USERS6,555MSGS14.9%
5-19 msgs1,235USERS10,728MSGS24.4%
20+ msgs336USERS23,055MSGS52.5%

336 super-active users (4.4% of chatters) wrote 52% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@reginald21 · by 16 users
@jdottygg4l17 · by 13 users
@skimasktazz17 · by 14 users
@yungenshawn14 · by 14 users
@lifeofbritneey13 · by 10 users
@saibaman711 · by 11 users
@jankyx411 · by 10 users
@moethanfriendz_tdfoe10 · by 4 users
@kmils310 · by 7 users
@goattalk30810 · by 5 users

Top interactors

WHO REACHES OUT

droughtskl25 sent
skimasktazz24 sent
streamelements21 sent
sssdeea18 sent
saibaman716 sent
skibabyslatt16 sent
a1ghost9915 sent
goattalk30815 sent
nba4kttgg15 sent
xxxxzaxxxx14 sent

Badge mix

TOP 8

SUBSCRIBER10574 · 24%
MODERATOR4351 · 10%
TURBO3246 · 7%
PREMIUM3196 · 7%
VIP2702 · 6%
FOOTBALL-FEST-20262646 · 6%
SUB-GIFTER1716 · 4%
TWITCH-RECAP-20241302 · 3%

Core community

177

≥3 interactions

Drive-by

3,458

1 msg · 0 interactions

Mentions

972

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	sharkthegr8	→	moethanfriendz_tdfoe	4
02	jankyx4	→	lifeofbritneey	4
03	moethanfriendz_tdfoe	→	goattalk308	4
04	goattalk308	→	moethanfriendz_tdfoe	4
05	megalodong32	→	mydarockst4r	4
06	skibabyslatt	→	oldthyme_blur	4
07	ogskywalker1gg	→	menxtdoorx	3
08	mallyblive	→	reginald	3
09	moethanfriendz_tdfoe	→	sharkthegr8	3
10	menxtdoorx	→	sixtyhallow	3
11	nba4kttgg	→	kentrovv	3
12	1saysoo__	→	islandboii_	3

Chat tape

NOTABLE MESSAGES

00:00StreamElementsOPENER
Reginald IS NOW WITH GRANNY Streamer University: STREAMER U CLASS OF 2025 WE MADE IT!
03:00kaiyahkozartPEAK
😅😅😅😅😂😂😂😂😂😂😂😂
03:00newgodlove1PEAK
WTF IS THAT
03:00trenchdollPEAK
ain’t been here a hour already expelled
03:00StreamElementsPEAK
LONG LIVE GRANNY
03:004thaluvofkPEAK
he already starting😂😂😂😂

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

0.71

0 = broad, 1 = few voices

Loyal chatters

1571

≥5 msgs

Sub messages

25%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.3%
CAPS RAGE11.7%
SPAM/PASTA7.6%
BOT MSGS1.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	instagram.com	×107	1	2m→532m	BOT TIMER
CMD	!updates	×43	1	24m→533m	ORGANIC
LINK	x.com	×43	1	24m→533m	BOT TIMER
CMD	!clip	×11	7	3m→397m	ORGANIC
CMD	!followage	×10	10	25m→531m	ORGANIC
CMD	!followers	×9	9	154m→356m	ORGANIC
LINK	clips.twitch.tv	×8	1	3m→398m	ORGANIC
CMD	!watchtime	×8	8	38m→531m	ORGANIC
CMD	!discord	×4	4	47m→303m	ORGANIC
LINK	discord.gg	×4	1	47m→303m	BOT TIMER
CMD	!gift	×3	3	439m→440m	ORGANIC
CMD	!settitle	×2	1	1m→103m	ORGANIC
CMD	!sub	×2	2	12m→42m	ORGANIC
CMD	!gamble	×2	2	44m→218m	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%
EN17.3%
OTHER / EMOTE-ONLY82.1%

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 43,920CHATTERS 7651POS 3,744NEG 859TOP KEYWORD “REGGIE” ×1427GINI 0.709BOTS 15PEAK ×23 @ 3m

Reginald's Streamer University stream "STREAMER U CLASS OF 2025 WE MADE IT!" on Jul 18, 2026 generated 43,920 messages from 7,651 unique chatters (82.2 msgs/min average, peaking at 688/min). Sentiment ran 3,744 positive vs 859 negative, and the top keyword was "reggie" (×1427). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Reginald stream analytics summary