Distortion2 — Welcome to the Game III stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Welcome to the Game III

Jul 17, 2026 · VOD 2822149236

Chat mood & viewers

21,924 MSGS

Positive

3,212

14.7% of msgs

Negative

258

1.2% of msgs

Neutral

18,454

84.2% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,212 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

509:00-0.03→0.52Δ+0.55
331:000.00→0.40Δ+0.40
521:000.04→0.43Δ+0.39
103:000.14→0.51Δ+0.37
168:000.08→0.45Δ+0.37
282:000.00→0.37Δ+0.37

Mood regime · per minute

605 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

605 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

11:00INFLUX×5.1clip suggested Watch VOD
20 first-time chatters in one minute (raid-like influx)
- bonjour_jourbon: Have you seen Noir Yesterday ?
- GrimmStarGaming: ITS TIME!
15:00INFLUX×6.6clip suggested Watch VOD
26 first-time chatters in one minute (raid-like influx)
- fraxus15: could you not skip the intro?
- ChaosLike: dist1 is streaming on youtube
19:00INFLUX×9.1clip suggested Watch VOD
36 first-time chatters in one minute (raid-like influx)
- fraxus15: GAMBA GAMBA GAMBA
- bonjour_jourbon: GL Prayge
27:00INFLUX×5.8clip suggested Watch VOD
23 first-time chatters in one minute (raid-like influx)
- ndrez: spicy spicy dist1
- GrimmStarGaming: PepeLaugh HE GOT THE POOPS
42:00INFLUX×8.6clip suggested Watch VOD
34 first-time chatters in one minute (raid-like influx)
- HatesXX: is this Adam's way to bringing back slots to twitch ? SUSSY
- Mersedy: so GAMBA is actually the strat

Keyword tracker

TOP 14

plink931
that779
lmao762
this694
gamba693
game668
tanner647
just614
what456
like436
have424
adam367
dist347
time329

Bot radar

10 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	247	1.00	known	known bot account
streamelements	1	1.00	known	known bot account
coco_frio	48	0.45	medium	repeated one message ×47 (98% of output)
shin1ng_	20	0.45	medium	repeated one message ×14 (70% of output)
erudiaborosu	12	0.45	medium	repeated one message ×7 (58% of output)
first2die_	10	0.45	medium	repeated one message ×5 (50% of output)
marzyboo	9	0.45	medium	repeated one message ×6 (67% of output)
goeguma	7	0.45	medium	repeated one message ×6 (86% of output)
inhuxd	6	0.45	medium	repeated one message ×6 (100% of output)
kalempong	6	0.45	medium	repeated one message ×4 (67% of output)

Emote pulse

TOP 8

xdd619
KEKW569
LUL568
dist1259
Pog251
distEvil210
bawkGoblin206
OMEGALUL193

Evidence tape

6 MSGS

00:00jon357OPENER
distArrive
06:00MatrixxStarPING
@distortion2 I hope its not datamined yet
06:00muska288PING
@Distortion2 will you stream on youtube?
10:00shellythegmPING
@Distortion2 have you ever played Look Outside?
12:00alexhelmaarPING
what have you done @Distortion2
15:00paosXOPING
turn light off pls @Distortion2

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

pixie_laluna

MSGS
SENT

FIRST SEEN 195:00 · 1.9% OF ALL CHAT

Unique chatters

2,382

2% of viewers

Msgs / chatter

9.2

21,924 msgs total

From subs

1,691 msgs

Bots filtered

248 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS18% OF CHAT

#	Chatter	Badges	Msgs	Share
01	pixie_laluna		413	1.9%
02	jiminy_xmas		333	1.5%
03	YuzukiKaze		291	1.3%
04	Nightbot	MODBOT	247	1.1%
05	WillMemeForFood		239	1.1%
06	BatootPC	SUB	225	1.0%
07	gluuman		193	0.9%
08	STPRODUTTORE		192	0.9%
09	Adventos		179	0.8%
10	Mersedy	VIP	178	0.8%
11	FatGuyOnDaBus		177	0.8%
12	GrimmStarGaming	VIP	174	0.8%
13	DarkestToaster		164	0.7%
14	kai_oz		161	0.7%
15	autistic_bruv	SUB	153	0.7%
16	TheAbyssLurks	VIP	137	0.6%
17	Grayoden		135	0.6%
18	Reinderp		135	0.6%
19	LeeSoonJae_		132	0.6%
20	bonjour_jourbon		127	0.6%

User types · badge mix

137 BADGES

UMBRELLA-CORPORATION1,820 · 8%
VIP1,625 · 7%
SUBSCRIBER1,540 · 7%
PREMIUM1,231 · 6%
RAGING-WOLF-HELM933 · 4%
FINAL-FANTASY-XIV-FAN-FESTIVAL-2026-NA---FAT-CAT850 · 4%
HORNET724 · 3%
ELDEN-RING-RECLUSE625 · 3%

New chatters · arrival curve

2382 TOTAL

first-message arrivals · 0m → 604m

17 joined in the first 2 minutes = 1% of all chatters

Returning

813

≥5 msgs sent

One-and-done

880

single message

Most mentioned

2,391 @s

@distortion2238 · 118u
@adamatreflectstudios87 · 66u
@darkesttoaster54 · 26u
@v_i_knight49 · 28u
@jackbraun47 · 44u
@yuzukikaze46 · 28u
@theabysslurks44 · 29u
@bonjour_jourbon42 · 33u

Top interactors

WHO PINGS MOST

v_i_knight71
pixie_laluna60
jackbraun60
autistic_bruv57
darkesttoaster57
yuzukikaze55
grimmstargaming52
dedovsky47

Chat tape

NOTABLE MSGS

00:00jon357OPENER
distArrive
06:00MatrixxStarPING
@distortion2 I hope its not datamined yet
06:00muska288PING
@Distortion2 will you stream on youtube?
10:00shellythegmPING
@Distortion2 have you ever played Look Outside?
12:00alexhelmaarPING
what have you done @Distortion2
15:00paosXOPING
turn light off pls @Distortion2
269:00autistic_bruvWALL
In the Jigglin axioms, catLick is defined as the successor of plink , written buh ( plink ). catJAM is defined as buh (
270:00MixtNutsWALL
@TheAbyssLurks You don't find it a wee bit strange that you are communicating with others by pasting walls of text? Ever

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

11%

2,490 msgs

Top 50 chatters

31%

6,881 msgs

Remaining

2332

share 69%

TOP 10 · 11%REST · 2372 CHATTERS · 89%

xdd ×619KEKW ×569LUL ×568dist1 ×259Pog ×251distEvil ×210bawkGoblin ×206OMEGALUL ×193distHug ×186widepeepoHappy ×159

Emote volume

MSGS W/ EMOTES

Of all messages

27.7%

21,924 msgs scanned

Emote codes

5,491 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

5,233

5,996

6,592

3,137

844

122

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

Median

15 ch

P90

57 ch

Max

497 ch

Chat DNA

% OF ALL MSGS

Caps rage

4.3%

938 msgs

Questions

9.3%

2,030 msgs

Mentions

10.4%

2,284 @calls

Commands

0.6%

123 !calls

CAPS4.3%
QUESTIONS9.3%
MENTIONS10.4%
COMMANDS0.6%

Top multiplier

#1 EMOTE

xdd

7tv-style token · per-minute flow

02KEKW×569
03LUL×568
04dist1×259

Emote leaderboard

OFFICIAL7TV-STYLE

xdd×619
KEKW×569
LUL×568
dist1×259
Pog×251
distEvil×210
bawkGoblin×206
OMEGALUL×193
distHug×186
widepeepoHappy×159
Clap×148
distH×128
distFreaky×126
lookUp×125
forsenCD×111
:)×99

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	lmao	×469	179	11m→596m	VIRAL
02	KEKW	×350	164	11m→596m	VIRAL
03	plink	×275	161	5m→604m	VIRAL
04	GAMBA	×200	120	13m→601m	VIRAL
05	dist1	×121	92	2m→581m	VIRAL
06	OMEGALUL	×114	73	11m→595m	VIRAL
07	Wokege	×107	73	8m→590m	VIRAL
08	lookUp	×86	61	11m→603m	VIRAL
09	distEvil	×84	54	3m→591m	VIRAL
10	HACKERMANS	×67	47	51m→592m	VIRAL

Keyword cloud

TOP 18 TOKENS

plink₉₃₁that₇₇₉lmao₇₆₂this₆₉₄gamba₆₉₃game₆₆₈tanner₆₄₇just₆₁₄what₄₅₆like₄₃₆have₄₂₄adam₃₆₇dist₃₄₇time₃₂₉chat₃₁₂with₂₈₈your₂₈₆there₂₆₀

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

269:00autistic_bruvWALL
In the Jigglin axioms, catLick is defined as the successor of plink , written buh ( plink ). catJAM is defined as buh (
270:00MixtNutsWALL
@TheAbyssLurks You don't find it a wee bit strange that you are communicating with others by pasting walls of text? Ever
270:00jiminy_xmasWALL
@TheAbyssLurks You don't find it a wee bit strange that you are communicating with others by pasting walls of text? Ever
282:00YuzukiKazeWALL
@dragonfirez_ So you're going by "distortion2" now nerd? Haha whats up douche bag, it's Tanner from Highschool. Remember
343:00autistic_bruvWALL
@TheAbyssLurks You don't find it a wee bit strange that you are communicating with others by pasting walls of uuh ? Ever
453:00AkiBoBakiiPEAK
NOW THAT'S A LOT OF DAMAGE bawkStab
453:00GemmlockPEAK
lmao yeeeees

User colors

TOP 16

Participation inequality

2,382 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

20%

24 users

Top 5%

47%

119 users

Top 10%

62%

238 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 msg880USERS880MSGS4.0%
2-4 msgs689USERS1,839MSGS8.4%
5-19 msgs556USERS5,171MSGS23.6%
20+ msgs257USERS14,034MSGS64.0%

257 super-active users (10.8% of chatters) wrote 64% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@distortion2238 · by 118 users
@adamatreflectstudios87 · by 66 users
@darkesttoaster54 · by 26 users
@v_i_knight49 · by 28 users
@jackbraun47 · by 44 users
@yuzukikaze46 · by 28 users
@theabysslurks44 · by 29 users
@bonjour_jourbon42 · by 33 users
@autistic_bruv42 · by 26 users
@pixie_laluna42 · by 28 users

Top interactors

WHO REACHES OUT

v_i_knight71 sent
pixie_laluna60 sent
jackbraun60 sent
autistic_bruv57 sent
darkesttoaster57 sent
yuzukikaze55 sent
grimmstargaming52 sent
dedovsky47 sent
theabysslurks41 sent
reinderp34 sent

Badge mix

TOP 8

UMBRELLA-CORPORATION1820 · 8%
VIP1625 · 7%
SUBSCRIBER1540 · 7%
PREMIUM1231 · 6%
RAGING-WOLF-HELM933 · 4%
FINAL-FANTASY-XIV-FAN-FESTIVAL-2026-NA---FAT-CAT850 · 4%
HORNET724 · 3%
ELDEN-RING-RECLUSE625 · 3%

Core community

323

≥3 interactions

Drive-by

788

1 msg · 0 interactions

Mentions

2,391

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	dedovsky	→	v_i_knight	13
02	v_i_knight	→	dedovsky	11
03	diamondogs	→	distortion2	10
04	yuzukikaze	→	darkesttoaster	10
05	insym	→	distortion2	10
06	matrixxstar	→	distortion2	9
07	danis	→	distortion2	9
08	b1sontv	→	distortion2	9
09	seeto1234	→	distortion2	8
10	willistung	→	distortion2	8
11	darkesttoaster	→	yuzukikaze	8
12	cryptokey64	→	distortion2	7

Chat tape

NOTABLE MESSAGES

00:00jon357OPENER
distArrive
06:00MatrixxStarPING
@distortion2 I hope its not datamined yet
06:00muska288PING
@Distortion2 will you stream on youtube?
10:00shellythegmPING
@Distortion2 have you ever played Look Outside?
12:00alexhelmaarPING
what have you done @Distortion2
15:00paosXOPING
turn light off pls @Distortion2

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

0.2

chat depth

Community gini

0.72

0 = broad, 1 = few voices

Loyal chatters

813

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.2%
CAPS RAGE4.3%
SPAM/PASTA11.2%
BOT MSGS1.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×126	3	1m→601m	BOT TIMER
LINK	twitch.tv	×42	23	30m→602m	BOT TIMER
LINK	clips.twitch.tv	×22	3	22m→581m	BOT TIMER
LINK	twitter.com	×20	1	21m→592m	BOT TIMER
CMD	!plink	×15	9	71m→603m	ORGANIC
LINK	discord.gg	×10	1	51m→591m	BOT TIMER
CMD	!plink2	×9	6	71m→593m	ORGANIC
CMD	!ban	×9	5	120m→584m	ORGANIC
LINK	steamcommunity.com	×9	7	168m→530m	ORGANIC
CMD	!dungeater	×8	5	22m→513m	ORGANIC
CMD	!why	×5	5	36m→589m	ORGANIC
CMD	!tanner	×4	3	75m→277m	ORGANIC
CMD	!elena2	×4	3	226m→450m	ORGANIC
LINK	store.steampowered.com	×4	2	241m→315m	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

ES1.0%
EN27.9%
OTHER / EMOTE-ONLY71.1%

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 21,924CHATTERS 2382POS 3,212NEG 258TOP KEYWORD “PLINK” ×931GINI 0.723BOTS 10PEAK ×9.3 @ 453m

Distortion2's Welcome to the Game III stream "WELCOME TO THE GAME 3 - ITS HERE!! Time for Suffering" on Jul 17, 2026 generated 21,924 messages from 2,382 unique chatters (36.2 msgs/min average, peaking at 271/min). Sentiment ran 3,212 positive vs 258 negative, and the top keyword was "plink" (×931). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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