angryginge13 — IRL stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · IRL

Jul 17, 2026 · VOD 2822199178

Chat mood & viewers

34,159 MSGS

Positive

2,512

7.4% of msgs

Negative

213

0.6% of msgs

Neutral

31,434

92.0% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

2,512 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

471:000.00→0.38Δ+0.38
200:000.29→0.00Δ-0.29
01:000.31→0.06Δ-0.25
472:000.38→0.13Δ-0.25
529:000.28→0.03Δ-0.25

Mood regime · per minute

750 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

750 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×10.6clip suggested Watch VOD
44 emote msgs — ×10.6 the average
- 4its_has786: gingeeeee
- RiloYE: Bro ye is so goated
02:00EMOTES×13.5clip suggested Watch VOD
56 emote msgs — ×13.5 the average
- streamwithcal: PewPewPew PewPewPew
- emmyix: HEYYYYY CHAT
03:00INFLUX×13.1clip suggested Watch VOD
70 first-time chatters in one minute (raid-like influx)
- seantay08: g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
- blakey_004: blakey_004 watched 30 consecutive streams and sparked a watch streak!
360:00EMOTES×15.1clip suggested Watch VOD
63 emote msgs — ×15.1 the average
- jamie7948: g1ngeBoogie g1ngeBoogie g1ngeBoogie
- farhaanbwfc1: strait4DJdarbo strait4DJdarbo strait4DJdarbo strait4DJdarbo
367:00EMOTES×16.6clip suggested Watch VOD
69 emote msgs — ×16.6 the average
- archielp14: All of me
- JasmineBkrr: yeahhh🤣🤣

Keyword tracker

TOP 14

ginge1,105
that981
this778
what651
with530
like499
mate492
subscribed482
tays481
just475
your428
tier388
good380
streak364

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	693	1.00	known	known bot account
streamelements	7	1.00	known	known bot account
taylofy	23	0.75	high	repeated one message ×12 (52% of output) · 3 messages fired <2s apart
itfcharvey	8	0.75	high	repeated one message ×8 (100% of output) · 7 messages fired <2s apart
road9x	7	0.75	high	repeated one message ×4 (57% of output) · 4 messages fired <2s apart
mattycap91	18	0.55	medium	15 messages fired <2s apart · 8 msgs/min sustained
idkslay1234	13	0.55	medium	3 messages fired <2s apart · 13 msgs/min sustained
loopylouiselou	11	0.55	medium	10 messages fired <2s apart · 11 msgs/min sustained
hwj678	22	0.45	medium	repeated one message ×15 (68% of output)
xxzdrn89	16	0.45	medium	repeated one message ×14 (88% of output)
hurracain_	12	0.45	medium	repeated one message ×6 (50% of output)
brettladen93	10	0.45	medium	repeated one message ×5 (50% of output)
zoe___________a	9	0.45	medium	repeated one message ×5 (56% of output)
t_aaron_	8	0.45	medium	repeated one message ×4 (50% of output)
usmaan00	8	0.45	medium	repeated one message ×4 (50% of output)

Emote pulse

TOP 8

g1ngeLNG5,271
g1ngeBoogie5,137
LUL2,376
nykchaDANCE660
g1ngeBottleJob234
DinoDance228
taysmcW214
g1ngeLove140

Evidence tape

6 MSGS

00:00Zrilla08OPENER
W
01:00elishamccxWALL
TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchCo
15:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
34:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
54:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
75:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump750 min · 590,989 views

Chat rate · per minute

H 314AVG 45.56 PEAKS

burst heat · 0m → 749m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

011:00 · 226 msgs×5
trending: “g1ngeBoogie”
- 4its_has786: gingeeeee
- RiloYE: Bro ye is so goated
- contay4life25: New intro
023:00 · 241 msgs×5.3
trending: “wwwww”
- seantay08: g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
- blakey_004: blakey_004 watched 30 consecutive streams and sparked a watch streak!
- Parker_435: ahahahw whys this on
03344:00 · 228 msgs×5
trending: “shop”
- ronnie45_897: Ginge are we LNG tonight?
- entyfusionz12345: I redeemed a sub @angryginge13
- gidsyy: big divock is the goat
04412:00 · 314 msgs×6.9
trending: “g1ngeWELLin”
- chazibbitson: dead trim m8
- itzmekrystal: woof woof
- AFCsaka77: 🥶 🥶 🥶 🥶 🥶
05416:00 · 206 msgs×4.5
trending: “g1ngeLNG”
- summer122111: horror game
- gingesupport: BIT QUIET BOSS
- karlwithak__: any po box?
06564:00 · 226 msgs×5
trending: “g1ngeLNG”
- emilypalmerf_: g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG
- 4harryyy: g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG
- brando_i3: GOES OFF IN HERE

Chat tape · highlights

00:00Zrilla08OPENER
W
01:00elishamccxWALL
TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchCo
15:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
34:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
54:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
75:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
94:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
361:00callumcoygWALL
nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE

Top chatter

RANK 01

brando_i3

MSGS
SENT

FIRST SEEN 54:00 · 1.5% OF ALL CHATSUB

Unique chatters

3,997

1% of viewers

Msgs / chatter

8.5

34,159 msgs total

From subs

29%

9,744 msgs

Bots filtered

700 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS15% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Nightbot	MODBOT	693	2.0%
02	brando_i3	SUB	506	1.5%
03	twilight6788	SUB	398	1.2%
04	JamesLVP	MOD	340	1.0%
05	deanmoran66		318	0.9%
06	toast_232	MOD	317	0.9%
07	Sccrubba		279	0.8%
08	emmyix	SUB	255	0.7%
09	darrel_211	SUB	220	0.6%
10	blueonescotland		208	0.6%
11	mwhittle25		197	0.6%
12	Ravseecharan5954	SUB	185	0.5%
13	bogtrott	MOD	185	0.5%
14	JVGPUSB		180	0.5%
15	joanapereirr_	SUB	172	0.5%
16	sammck133		171	0.5%
17	Zrilla08	MOD	170	0.5%
18	susie2kuk	SUBVIP	169	0.5%
19	id3vinexi		168	0.5%
20	user725396	SUB	162	0.5%

User types · badge mix

104 BADGES

SUBSCRIBER9,546 · 28%
PREMIUM4,396 · 13%
WENT-OUTSIDE4,204 · 12%
FOOTBALL-FEST-20262,483 · 7%
MODERATOR2,245 · 7%
TURBO1,751 · 5%
SUB-GIFTER1,605 · 5%
PREDICTIONS1,169 · 3%

New chatters · arrival curve

3997 TOTAL

first-message arrivals · 0m → 749m

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

Returning

1285

≥5 msgs sent

One-and-done

1567

single message

Most mentioned

3,024 @s

@toast_232133 · 37u
@jameslvp128 · 65u
@angryginge13116 · 48u
@darrel_21182 · 25u
@bogtrott60 · 26u
@sccrubba59 · 37u
@edwardn198648 · 18u
@itz_jess10440 · 18u

Top interactors

WHO PINGS MOST

darrel_211108
toast_232107
jameslvp92
sccrubba84
emmyix72
nightbot52
fishscfc9749
jvgpusb41

Chat tape

NOTABLE MSGS

00:00Zrilla08OPENER
W
01:00elishamccxWALL
TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchCo
15:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
34:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
54:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
75:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
94:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
361:00callumcoygWALL
nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

10%

3,534 msgs

Top 50 chatters

25%

8,698 msgs

Remaining

3947

share 75%

TOP 10 · 10%REST · 3987 CHATTERS · 90%

g1ngeLNG ×5271g1ngeBoogie ×5137LUL ×2376nykchaDANCE ×660g1ngeBottleJob ×234DinoDance ×228taysmcW ×214g1ngeLove ×140g1ngeRedCard ×138jakeyd7Wjakey ×130

Emote volume

MSGS W/ EMOTES

Of all messages

9.1%

34,159 msgs scanned

Emote codes

15,947 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

5,843

11,320

11,116

4,463

1,164

250

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

Median

15 ch

P90

55 ch

Max

491 ch

Chat DNA

% OF ALL MSGS

Caps rage

7.2%

2,447 msgs

Questions

4.5%

1,550 msgs

Mentions

8.8%

3,021 @calls

Commands

0.2%

83 !calls

CAPS7.2%
QUESTIONS4.5%
MENTIONS8.8%
COMMANDS0.2%

Top multiplier

#1 EMOTE

g1ngeLNG

official emote · per-minute flow

02g1ngeBoogie×5137
03LUL×2376
04nykchaDANCE×660

Emote leaderboard

OFFICIAL7TV-STYLE

g1ngeLNG×5,271
g1ngeBoogie×5,137
LUL×2,376
nykchaDANCE×660
g1ngeBottleJob×234
DinoDance×228
taysmcW×214
g1ngeLove×140
g1ngeRedCard×138
jakeyd7Wjakey×130
g1ngeDTG×124
TwitchConHYPE×123
g1ngeSoooo×104
strait4DJdarbo×103
g1ngeWELLin×100
g1ngeFacePalm×94

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	wwww	×189	133	0m→749m	VIRAL
02	wwwww	×158	110	0m→749m	VIRAL
03	g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie	×155	89	1m→674m	VIRAL
04	hahahaha	×155	93	3m→739m	VIRAL
05	g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie	×129	84	0m→748m	VIRAL
06	hahahahaha	×123	69	3m→729m	VIRAL
07	g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG	×115	78	125m→749m	VIRAL
08	hahaha	×114	76	11m→725m	VIRAL
09	wwwwww	×111	86	0m→749m	VIRAL
10	g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG g1ngeLNG	×109	74	127m→749m	VIRAL

Keyword cloud

TOP 18 TOKENS

ginge₁₁₀₅that₉₈₁this₇₇₈what₆₅₁with₅₃₀like₄₉₉mate₄₉₂subscribed₄₈₂tays₄₈₁just₄₇₅your₄₂₈tier₃₈₈good₃₈₀streak₃₆₄have₃₅₅hahahaha₃₄₃back₃₃₅jakey₃₃₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

01:00elishamccxWALL
TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchCo
361:00callumcoygWALL
nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE nykchaDANCE
375:00lucee_wbyWALL
g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
378:00deshiinnWALL
g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
380:00mrmassagegunWALL
@bellorosie nykchaTakis nykchaTakis nykchaTakis nykchaTakis nykchaTakis nykchaTakis GoalHype GoalHype BisexualPride Bise
412:00chazibbitsonPEAK
dead trim m8
412:00AFCsaka77PEAK
🥶 🥶 🥶 🥶 🥶

User colors

TOP 16

Participation inequality

3,997 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

23%

40 users

Top 5%

49%

200 users

Top 10%

63%

400 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 msg1,567USERS1,567MSGS4.6%
2-4 msgs1,145USERS3,107MSGS9.1%
5-19 msgs914USERS8,424MSGS24.7%
20+ msgs371USERS21,061MSGS61.7%

371 super-active users (9.3% of chatters) wrote 62% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@toast_232133 · by 37 users
@jameslvp128 · by 65 users
@angryginge13116 · by 48 users
@darrel_21182 · by 25 users
@bogtrott60 · by 26 users
@sccrubba59 · by 37 users
@edwardn198648 · by 18 users
@itz_jess10440 · by 18 users
@zrilla0838 · by 21 users
@emmyix36 · by 15 users

Top interactors

WHO REACHES OUT

darrel_211108 sent
toast_232107 sent
jameslvp92 sent
sccrubba84 sent
emmyix72 sent
nightbot52 sent
fishscfc9749 sent
jvgpusb41 sent
bogtrott34 sent
itz_jess10429 sent

Badge mix

TOP 8

SUBSCRIBER9546 · 28%
PREMIUM4396 · 13%
WENT-OUTSIDE4204 · 12%
FOOTBALL-FEST-20262483 · 7%
MODERATOR2245 · 7%
TURBO1751 · 5%
SUB-GIFTER1605 · 5%
PREDICTIONS1169 · 3%

Core community

397

≥3 interactions

Drive-by

1,472

1 msg · 0 interactions

Mentions

3,024

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	nightbot	→	angryginge13	37
02	darrel_211	→	toast_232	18
03	bethanyc13	→	darrel_211	17
04	darrel_211	→	bethanyc13	17
05	bazzh__	→	toast_232	17
06	fishscfc97	→	deanmoran66	16
07	toast_232	→	darrel_211	15
08	darrel_211	→	mrjammers00	15
09	emmyix	→	simmo_368	15
10	jameslvp	→	toast_232	13
11	simmo_368	→	emmyix	13
12	wfcdylan	→	bogtrott	13

Chat tape

NOTABLE MESSAGES

00:00Zrilla08OPENER
W
01:00elishamccxWALL
TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchCo
15:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
34:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
54:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |
75:00NightbotPING
Youtube: https://www.youtube.com/channel/UCQIdhgHHjGbkrThGV64bVzw | Instagram: https://www.instagram.com/angryginge13 |

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

0.72

0 = broad, 1 = few voices

Loyal chatters

1285

≥5 msgs

Sub messages

29%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.8%
CAPS RAGE7.2%
SPAM/PASTA6.4%
BOT MSGS2.0%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×90	2	15m→749m	BOT TIMER
LINK	gaming.amazon.com	×42	1	14m→735m	BOT TIMER
LINK	tiktok.com	×39	1	15m→735m	BOT TIMER
LINK	instagram.com	×37	1	15m→735m	BOT TIMER
LINK	twitter.com	×37	1	15m→735m	BOT TIMER
LINK	open.spotify.com	×11	2	170m→562m	BOT TIMER
CMD	!prime	×10	8	46m→735m	ORGANIC
CMD	!playlist	×10	8	170m→562m	ORGANIC
LINK	twitch.tv	×7	2	46m→660m	BOT TIMER
CMD	!sub	×6	4	46m→660m	ORGANIC
CMD	!pred	×6	4	168m→531m	ORGANIC
CMD	!meta	×6	5	382m→510m	ORGANIC
CMD	!redbull	×5	5	340m→590m	ORGANIC
CMD	!title	×4	1	147m→464m	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

ES0.9%
EN23.9%
OTHER / EMOTE-ONLY75.1%

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 34,159CHATTERS 3997POS 2,512NEG 213TOP KEYWORD “GINGE” ×1105GINI 0.723BOTS 15PEAK ×29.3 @ 564m

angryginge13's IRL stream "🔥BUNGI EXERCISING WITH MINIMISE & TAYS!🔥FRIDAY!!!🔥DTG!🔥CAMPING DONE!🔥LOOKIN FIT!🔥SOCCER AID MOTM! (X2)!🔥KOTJ🔥" on Jul 17, 2026 generated 34,159 messages from 3,997 unique chatters (45.5 msgs/min average, peaking at 314/min). Sentiment ran 2,512 positive vs 213 negative, and the top keyword was "ginge" (×1105). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

angryginge13 stream analytics summary