angryginge13 — Just Chatting stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 18, 2026 · VOD 2823007233

Chat mood & viewers

11,584 MSGS

Positive

780

6.7% of msgs

Negative

0.8% of msgs

Neutral

10,712

92.5% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

780 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

198:000.29→0.00Δ-0.29

Mood regime · per minute

241 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

241 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

02:00SPIKE×7.3clip suggested Watch VOD
349 msgs — ×7.3 the stream average
- JordanTSmall: Wwwwwww a BOV house?!?!?!
- quokkam: wsp ginge
02:00EMOTES×6.5clip suggested Watch VOD
18 emote msgs — ×6.5 the average
- JordanTSmall: Wwwwwww a BOV house?!?!?!
- quokkam: wsp ginge
03:00EMOTES×23.1clip suggested Watch VOD
64 emote msgs — ×23.1 the average
- justjon90: g1ngeNAN g1ngeNAN g1ngeNAN g1ngeNAN g1ngeNAN g1ngeNAN g1ngeNAN g1ngeNAN g1ngeNAN
- micxael_1: g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoo
04:00EMOTES×7.2clip suggested Watch VOD
20 emote msgs — ×7.2 the average
- simplespace26: anniversary 🔥🔥🔥🔥
- Zakluce: 🇦🇷🇦🇷🇦🇷🇦🇷🇦🇷🇦🇷
04:00INFLUX×6.8clip suggested Watch VOD
62 first-time chatters in one minute (raid-like influx)
- simplespace26: anniversary 🔥🔥🔥🔥
- Zakluce: 🇦🇷🇦🇷🇦🇷🇦🇷🇦🇷🇦🇷

Keyword tracker

TOP 14

jakey372
tays364
ginge360
that323
subscribed243
streak238
watch218
what205
streams190
watched185
mate184
consecutive183
sparked183
beano183

Bot radar

5 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	202	1.00	known	known bot account
streamelements	1	1.00	known	known bot account
lewismud	7	0.75	high	repeated one message ×6 (86% of output) · 5 messages fired <2s apart
will76567	9	0.45	medium	repeated one message ×5 (56% of output)
jaxon_aitch13	8	0.45	medium	repeated one message ×4 (50% of output)

Emote pulse

TOP 8

g1ngeDTG946
LUL683
g1ngeBottleJob200
g1ngeBoogie184
g1ngeRedCard181
g1ngeYellowCard174
g1ngeLove145
g1ngeLNG69

Evidence tape

6 MSGS

00:00blueonescotlandOPENER
Scav
02:00JordanTSmallPEAK
Wwwwwww a BOV house?!?!?!
02:00ashtoncoysPEAK
NO WAYYYYYYYYYYY
02:00bouchra1608PEAK
FUCK OFF A HOUSE?
02:00hmfclpPEAK
Big up bov boys
02:00twilight6788PEAK
wwww new house

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

twilight6788

MSGS
SENT

FIRST SEEN 1:00 · 2.4% OF ALL CHATSUB

Unique chatters

2,183

1% of viewers

Msgs / chatter

5.3

11,584 msgs total

From subs

24%

2,779 msgs

Bots filtered

203 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS15% OF CHAT

#	Chatter	Badges	Msgs	Share
01	twilight6788	SUB	280	2.4%
02	Nightbot	MODBOT	202	1.7%
03	don_enzino		108	0.9%
04	Upsets		92	0.8%
05	User_E11even		89	0.8%
06	contay4life25		82	0.7%
07	blueonescotland		76	0.7%
08	adamdaggers		76	0.7%
09	Big_T2k		75	0.6%
10	tyronebabyy		73	0.6%
11	connxrrrrr7		71	0.6%
12	skelly_bones777		67	0.6%
13	deanmoran66		62	0.5%
14	Ldxv51		62	0.5%
15	loopzaaa		59	0.5%
16	toast_232	MOD	59	0.5%
17	mystictrip		58	0.5%
18	Kc087afc		58	0.5%
19	wolfbothd		57	0.5%
20	Zrilla08	MOD	55	0.5%

User types · badge mix

81 BADGES

SUBSCRIBER2,777 · 24%
WENT-OUTSIDE1,533 · 13%
PREMIUM1,195 · 10%
FOOTBALL-FEST-2026961 · 8%
TURBO675 · 6%
MODERATOR525 · 5%
TWITCH-RECAP-2025504 · 4%
SUB-GIFTER419 · 4%

New chatters · arrival curve

2183 TOTAL

first-message arrivals · 0m → 240m

128 joined in the first 2 minutes = 6% of all chatters

Returning

569

≥5 msgs sent

One-and-done

939

single message

Most mentioned

728 @s

@angryginge1373 · 28u
@shannonmarie66630 · 16u
@mrjammers0023 · 11u
@ismail_mufc423 · 18u
@upsets13 · 5u
@darrel_21112 · 5u
@leesonaboat0510 · 5u
@toast_23210 · 7u

Top interactors

WHO PINGS MOST

upsets22
leesonaboat0518
ismail_mufc417
mrjammers0015
toast_23215
shannonmarie66614
nightbot13
n_gribzx13

Chat tape

NOTABLE MSGS

00:00blueonescotlandOPENER
Scav
02:00JordanTSmallPEAK
Wwwwwww a BOV house?!?!?!
02:00ashtoncoysPEAK
NO WAYYYYYYYYYYY
02:00bouchra1608PEAK
FUCK OFF A HOUSE?
02:00hmfclpPEAK
Big up bov boys
02:00twilight6788PEAK
wwww new house
02:00hafsa_576PEAK
OMG BOV HOUSEEEW
02:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

10%

1,153 msgs

Top 50 chatters

27%

3,098 msgs

Remaining

2133

share 73%

TOP 10 · 10%REST · 2173 CHATTERS · 90%

g1ngeDTG ×946LUL ×683g1ngeBottleJob ×200g1ngeBoogie ×184g1ngeRedCard ×181g1ngeYellowCard ×174g1ngeLove ×145g1ngeLNG ×69taysmcW ×50jakeyd7Wjakey ×38

Emote volume

MSGS W/ EMOTES

Of all messages

5.8%

11,584 msgs scanned

Emote codes

3,005 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

2,076

4,154

3,615

1,380

330

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

Median

14 ch

P90

51 ch

Max

354 ch

Chat DNA

% OF ALL MSGS

Caps rage

10.6%

1,229 msgs

Questions

4.8%

560 msgs

Mentions

6.3%

728 @calls

Commands

0.1%

17 !calls

CAPS10.6%
QUESTIONS4.8%
MENTIONS6.3%
COMMANDS0.1%

Top multiplier

#1 EMOTE

g1ngeDTG

official emote · per-minute flow

02LUL×683
03g1ngeBottleJob×200
04g1ngeBoogie×184

Emote leaderboard

OFFICIAL7TV-STYLE

g1ngeDTG×946
LUL×683
g1ngeBottleJob×200
g1ngeBoogie×184
g1ngeRedCard×181
g1ngeYellowCard×174
g1ngeLove×145
g1ngeLNG×69
taysmcW×50
jakeyd7Wjakey×38
g1ngeWELLin×24
sploveDanceK×18
g1ngeNAN×17
mrdyla2BirdIsTheWord×17
g1ngeBov×17
FootYellow×16

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	wwwww	×79	68	0m→240m	VIRAL
02	wwww	×59	46	0m→240m	VIRAL
03	wwwwww	×58	50	0m→240m	VIRAL
04	hahahahaha	×57	30	4m→239m	VIRAL
05	hahahaha	×57	38	4m→231m	VIRAL
06	hahaha	×49	36	1m→239m	VIRAL
07	muted	×40	38	18m→216m	VIRAL
08	WWWW	×38	30	1m→240m	VIRAL
09	wwwwwww	×32	26	1m→240m	VIRAL
10	screen	×32	28	90m→228m	VIRAL

Keyword cloud

TOP 18 TOKENS

jakey₃₇₂tays₃₆₄ginge₃₆₀that₃₂₃subscribed₂₄₃streak₂₃₈watch₂₁₈what₂₀₅streams₁₉₀watched₁₈₅mate₁₈₄consecutive₁₈₃sparked₁₈₃beano₁₈₃house₁₇₇this₁₆₄have₁₅₅your₁₅₀

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

02:00JordanTSmallPEAK
Wwwwwww a BOV house?!?!?!
02:00ashtoncoysPEAK
NO WAYYYYYYYYYYY
02:00bouchra1608PEAK
FUCK OFF A HOUSE?
02:00hmfclpPEAK
Big up bov boys
02:00twilight6788PEAK
wwww new house
02:00hafsa_576PEAK
OMG BOV HOUSEEEW
03:00hafsa_576WALL
hafsa_576 watched 135 consecutive streams and sparked a watch streak! g1ngeDTG g1ngeDTG g1ngeDTG g1ngeDTG g1ngeDTG g1nge

User colors

TOP 16

Participation inequality

2,183 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

16%

22 users

Top 5%

41%

109 users

Top 10%

55%

218 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 msg939USERS939MSGS8.1%
2-4 msgs675USERS1,790MSGS15.5%
5-19 msgs451USERS3,937MSGS34.0%
20+ msgs118USERS4,918MSGS42.5%

118 super-active users (5.4% of chatters) wrote 42% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@angryginge1373 · by 28 users
@shannonmarie66630 · by 16 users
@mrjammers0023 · by 11 users
@ismail_mufc423 · by 18 users
@upsets13 · by 5 users
@darrel_21112 · by 5 users
@leesonaboat0510 · by 5 users
@toast_23210 · by 7 users
@deanmoran669 · by 9 users
@zrilla088 · by 5 users

Top interactors

WHO REACHES OUT

upsets22 sent
leesonaboat0518 sent
ismail_mufc417 sent
mrjammers0015 sent
toast_23215 sent
shannonmarie66614 sent
nightbot13 sent
n_gribzx13 sent
don_enzino11 sent
user_e11even11 sent

Badge mix

TOP 8

SUBSCRIBER2777 · 24%
WENT-OUTSIDE1533 · 13%
PREMIUM1195 · 10%
FOOTBALL-FEST-2026961 · 8%
TURBO675 · 6%
MODERATOR525 · 5%
TWITCH-RECAP-2025504 · 4%
SUB-GIFTER419 · 4%

Core community

128

≥3 interactions

Drive-by

874

1 msg · 0 interactions

Mentions

728

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	nightbot	→	angryginge13	12
02	upsets	→	shannonmarie666	9
03	charliemccauley	→	angryginge13	9
04	ooooo	→	angryginge13	8
05	shannonmarie666	→	upsets	8
06	mrjammers00	→	darrel_211	7
07	darrel_211	→	mrjammers00	6
08	upsets	→	angryginge13	5
09	toast_232	→	madmads1813	5
10	ma1xmax1	→	angryginge13	4
11	big_t2k	→	angryginge13	4
12	leesonaboat05	→	thomaspynr	4

Chat tape

NOTABLE MESSAGES

00:00blueonescotlandOPENER
Scav
02:00JordanTSmallPEAK
Wwwwwww a BOV house?!?!?!
02:00ashtoncoysPEAK
NO WAYYYYYYYYYYY
02:00bouchra1608PEAK
FUCK OFF A HOUSE?
02:00hmfclpPEAK
Big up bov boys
02:00twilight6788PEAK
wwww new house

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

0.64

0 = broad, 1 = few voices

Loyal chatters

569

≥5 msgs

Sub messages

24%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.7%
CAPS RAGE10.6%
SPAM/PASTA6.4%
BOT MSGS1.8%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×28	1	2m→226m	BOT TIMER
LINK	gaming.amazon.com	×15	1	1m→222m	BOT TIMER
LINK	instagram.com	×12	1	2m→222m	BOT TIMER
LINK	tiktok.com	×12	1	2m→222m	BOT TIMER
LINK	twitter.com	×12	1	2m→222m	BOT TIMER
CMD	!fortnite	×5	4	37m→155m	ORGANIC
LINK	fortnite.com	×5	2	38m→155m	BOT TIMER
CMD	!prime	×3	3	17m→182m	ORGANIC
CMD	!pred	×3	3	111m→112m	ORGANIC
LINK	discord.com	×1	1	37m→37m	BOT TIMER
CMD	!editcom	×1	1	38m→38m	ORGANIC
CMD	!philipsone	×1	1	95m→95m	ORGANIC
CMD	!fh	×1	1	103m→103m	ORGANIC
CMD	!fd	×1	1	104m→104m	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

ES1.6%
EN22.9%
OTHER / EMOTE-ONLY75.5%

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 11,584CHATTERS 2183POS 780NEG 92TOP KEYWORD “JAKEY” ×372GINI 0.644BOTS 5PEAK ×28.1 @ 7m

angryginge13's Just Chatting stream "🔥MICHEAL TAYLOR WANTED!🔥TUCK SHOP ROBBED!🔥CCTV🔥BO2!🔥LOOKIN FIT!🔥SOCCER AID MOTM! (X2)!🔥KOTJ🔥" on Jul 18, 2026 generated 11,584 messages from 2,183 unique chatters (48.1 msgs/min average, peaking at 349/min). Sentiment ran 780 positive vs 92 negative, and the top keyword was "jakey" (×372). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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angryginge13 stream analytics summary