k3soju — Teamfight Tactics stream analytics — Jul 10, 2026

FULL STREAM INTELLIGENCE · Teamfight Tactics

Jul 10, 2026 · VOD 2816522735

Chat mood & viewers

15,530 MSGS

Positive

1,293

8.3% of msgs

Negative

125

0.8% of msgs

Neutral

14,112

90.9% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,293 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

293 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

293 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

55:00INFLUX×8.1clip suggested Watch VOD
79 first-time chatters in one minute (raid-like influx)
- michaelbtcc: michaelbtcc gifted a Tier 1 sub to kunai7x!
- michaelbtcc: michaelbtcc gifted a Tier 1 sub to 瑞奇王!
55:00SPIKE×5.4clip suggested Watch VOD
284 msgs — ×5.4 the stream average
- michaelbtcc: michaelbtcc gifted a Tier 1 sub to kunai7x!
- michaelbtcc: michaelbtcc gifted a Tier 1 sub to 瑞奇王!
90:00EMOTES×4.6clip suggested Watch VOD
35 emote msgs — ×4.6 the average
- Nightbot: PogO x 136495
- ayr33x: Hanap ako ma totnak
138:00EMOTES×6.9clip suggested Watch VOD
52 emote msgs — ×6.9 the average
- dxtung1996: wasnt karma better?
- imsrypls: PauseChamp
181:00EMOTES×6.1clip suggested Watch VOD
46 emote msgs — ×6.1 the average
- AnnGury: claims to be not complaining and complains the very next second ICANT
- mrmattic1: He was Jhin 2 on stage 4

Keyword tracker

TOP 14

soji952
lets929
holy692
love574
https539
k3soju527
this508
scores487
riot324
cough315
game304
s17tc280
just268
good234

Bot radar

4 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	1,221	1.00	known	known bot account
streamelements	146	1.00	known	known bot account
snowballs	15	0.55	medium	14 messages fired <2s apart · 15 msgs/min sustained
xisaaaa	5	0.45	medium	repeated one message ×4 (80% of output)

Emote pulse

TOP 8

owoCheer865
peepoUppies513
PogO451
ICANT185
xdd149
LUL134
Pog116
:(102

Evidence tape

6 MSGS

00:00kurt123213OPENER
!time
02:00LeefezPING
Lyon won now it's your turn @k3soju
02:00geibrol_PING
@k3soju just put the house on you winning it all bro please u got this
02:00yoowskaPING
are you locked in? @k3soju
03:00NightbotPING
@k3soju -> The command "!scores" has been updated successfully.
03:00nitrojosPING
you have 666k followers sir @k3soju

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

Zenkaken

MSGS
SENT

FIRST SEEN 7:00 · 1.6% OF ALL CHAT

Unique chatters

2,863

2% of viewers

Msgs / chatter

5.4

15,530 msgs total

From subs

399 msgs

Bots filtered

1,367 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS21% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Nightbot	MODBOT	1221	7.9%
02	Zenkaken		243	1.6%
03	StreamElements	MODBOT	146	0.9%
04	eudaymonia		125	0.8%
05	JustJanYEP		122	0.8%
06	vioo0oo		120	0.8%
07	Misondrix		118	0.8%
08	大場薰		117	0.8%
09	1xblue		111	0.7%
10	MajinkenW		107	0.7%
11	coichiarecochicor		94	0.6%
12	Strucla		92	0.6%
13	murray1672		90	0.6%
14	rhsiuol		85	0.5%
15	wildriftboi1		84	0.5%
16	asurarusa_		83	0.5%
17	jason023_k		76	0.5%
18	UzumakiMiuraTargaryen		71	0.5%
19	shane_C069		69	0.4%
20	dung20045		69	0.4%

User types · badge mix

120 BADGES

MOMENTS2,436 · 16%
MODERATOR1,581 · 10%
BOT-BADGE1,367 · 9%
PREMIUM1,189 · 8%
NO_AUDIO964 · 6%
FIRST-STAND-2026-VIEWER462 · 3%
TURBO373 · 2%
SUBSCRIBER358 · 2%

New chatters · arrival curve

2863 TOTAL

first-message arrivals · 0m → 292m

60 joined in the first 2 minutes = 2% of all chatters

Returning

670

≥5 msgs sent

One-and-done

1342

single message

Most mentioned

1,044 @s

@k3soju195 · 121u
@frempo19 · 8u
@tleyds19 · 15u
@michaelbtcc16 · 16u
@vioo0oo16 · 11u
@xrafaam16 · 6u
@hashrosinkitten15 · 14u
@light12615 · 8u

Top interactors

WHO PINGS MOST

vioo0oo28
strucla25
wildriftboi118
wixlethepixle18
coichiarecochicor15
jjgyzmo14
fedevaiverde12
murray167210

Chat tape

NOTABLE MSGS

00:00kurt123213OPENER
!time
02:00LeefezPING
Lyon won now it's your turn @k3soju
02:00geibrol_PING
@k3soju just put the house on you winning it all bro please u got this
02:00yoowskaPING
are you locked in? @k3soju
03:00NightbotPING
@k3soju -> The command "!scores" has been updated successfully.
03:00nitrojosPING
you have 666k followers sir @k3soju
179:00BobowsciiWALL
yap barrier fatasswizardcastsbarrier yap barrier fatasswizardcastsbarrier yap barrier fatasswizardcastsbarrier yap barri
205:00DlinktpWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

16%

2,430 msgs

Top 50 chatters

30%

4,734 msgs

Remaining

2813

share 70%

TOP 10 · 16%REST · 2853 CHATTERS · 84%

owoCheer ×865peepoUppies ×513PogO ×451ICANT ×185xdd ×149LUL ×134Pog ×116:( ×102:D ×101:) ×94

Emote volume

MSGS W/ EMOTES

Of all messages

14.3%

15,530 msgs scanned

Emote codes

3,493 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

4,530

4,870

4,296

1,130

427

277

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

Median

11 ch

P90

45 ch

Max

490 ch

Chat DNA

% OF ALL MSGS

Caps rage

6.0%

925 msgs

Questions

6.8%

1,052 msgs

Mentions

6.7%

1,040 @calls

Commands

4.6%

709 !calls

CAPS6.0%
QUESTIONS6.8%
MENTIONS6.7%
COMMANDS4.6%

Top multiplier

#1 EMOTE

owoCheer

7tv-style token · per-minute flow

02peepoUppies×513
03PogO×451
04ICANT×185

Emote leaderboard

OFFICIAL7TV-STYLE

owoCheer×865
peepoUppies×513
PogO×451
ICANT×185
xdd×149
LUL×134
Pog×116
:(×102
:D×101
:)×94
HahaThink×92
Bedge×75
hesRight×69
Sadge×47
k3sojuScream×39
HUH×37

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!scores	×453	410	0m→292m	VIRAL
02	HOLY	×302	191	5m→291m	VIRAL
03	https://riot.com/S17TC	×278	1	3m→292m	NICHE
04	PogO	×244	149	5m→291m	VIRAL
05	HahaThink	×92	1	2m→292m	NICHE
06	LIMA OSCAR LIMA	×89	4	5m→292m	NICHE
07	!cough	×80	60	4m→274m	VIRAL
08	A message from our sponsor: Progressive Insurance has you covered! https://soar.link/PGR	×59	2	4m→289m	NICHE
09	MouseAmazon: https://rog.gg/VITXROG_Harpe_Ace_AMZBest Buy: https://rog.gg/VITXROG_Harpe_Ace_BBY	×58	1	4m→289m	NICHE
10	Bedge	×53	42	4m→281m	VIRAL

Keyword cloud

TOP 18 TOKENS

soji₉₅₂lets₉₂₉holy₆₉₂love₅₇₄https₅₃₉k3soju₅₂₇this₅₀₈scores₄₈₇riot₃₂₄cough₃₁₅game₃₀₄s17tc₂₈₀just₂₆₈good₂₃₄that₂₂₂soju₂₀₃about₁₈₉what₁₈₈

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

179:00BobowsciiWALL
yap barrier fatasswizardcastsbarrier yap barrier fatasswizardcastsbarrier yap barrier fatasswizardcastsbarrier yap barri
205:00DlinktpWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c
205:00micoosuWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c
205:00DlinktpWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c
206:00HyuuWhuWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c
207:00HyuuWhuWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c
207:00daleshaneyWALL
glorp buh CokeShakey nope catErm mlem wuh plink plonk plank :3 AREYOUAGIRL Awkward catBusiness catDisco catErm catKISS c

User colors

TOP 16

Participation inequality

2,863 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

24%

29 users

Top 5%

47%

143 users

Top 10%

60%

286 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 msg1,342USERS1,342MSGS8.6%
2-4 msgs851USERS2,231MSGS14.4%
5-19 msgs527USERS4,676MSGS30.1%
20+ msgs143USERS7,281MSGS46.9%

143 super-active users (5.0% of chatters) wrote 47% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@k3soju195 · by 121 users
@frempo19 · by 8 users
@tleyds19 · by 15 users
@michaelbtcc16 · by 16 users
@vioo0oo16 · by 11 users
@xrafaam16 · by 6 users
@hashrosinkitten15 · by 14 users
@light12615 · by 8 users
@wixlethepixle15 · by 3 users
@jjgyzmo13 · by 11 users

Top interactors

WHO REACHES OUT

vioo0oo28 sent
strucla25 sent
wildriftboi118 sent
wixlethepixle18 sent
coichiarecochicor15 sent
jjgyzmo14 sent
fedevaiverde12 sent
murray167210 sent
light12610 sent
sdgedfegw10 sent

Badge mix

TOP 8

MOMENTS2436 · 16%
MODERATOR1581 · 10%
BOT-BADGE1367 · 9%
PREMIUM1189 · 8%
NO_AUDIO964 · 6%
FIRST-STAND-2026-VIEWER462 · 3%
TURBO373 · 2%
SUBSCRIBER358 · 2%

Core community

199

≥3 interactions

Drive-by

1,248

1 msg · 0 interactions

Mentions

1,044

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	vioo0oo	→	frempo	11
02	sdgedfegw	→	setsuko	10
03	wixlethepixle	→	manuxzyy	10
04	mynameisd20	→	shilledawood	8
05	manuxzyy	→	wixlethepixle	8
06	wixlethepixle	→	howll_t	8
07	raueltheeternal	→	light126	6
08	vioo0oo	→	k3soju	6
09	shilledawood	→	mynameisd20	6
10	howll_t	→	wixlethepixle	6
11	strucla	→	xrafaam	6
12	ice_steam	→	k3soju	6

Chat tape

NOTABLE MESSAGES

00:00kurt123213OPENER
!time
02:00LeefezPING
Lyon won now it's your turn @k3soju
02:00geibrol_PING
@k3soju just put the house on you winning it all bro please u got this
02:00yoowskaPING
are you locked in? @k3soju
03:00NightbotPING
@k3soju -> The command "!scores" has been updated successfully.
03:00nitrojosPING
you have 666k followers sir @k3soju

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

0.68

0 = broad, 1 = few voices

Loyal chatters

670

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.3%
CAPS RAGE6.0%
SPAM/PASTA13.4%
BOT MSGS8.8%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!scores	×469	415	0m→293m	ORGANIC
LINK	riot.com	×282	2	0m→293m	BOT TIMER
LINK	rog.gg	×176	1	1m→291m	BOT TIMER
CMD	!cough	×84	60	4m→274m	ORGANIC
LINK	soar.link	×59	2	4m→289m	BOT TIMER
CMD	!score	×32	30	16m→293m	ORGANIC
CMD	!love	×25	17	0m→292m	ORGANIC
LINK	youtube.com	×20	1	11m→281m	BOT TIMER
CMD	!cheer	×12	8	14m→208m	ORGANIC
CMD	!buh	×9	7	19m→269m	ORGANIC
CMD	!time	×6	6	0m→259m	ORGANIC
CMD	!scorese	×6	6	140m→141m	ORGANIC
CMD	!ohshit	×5	5	0m→96m	ORGANIC
CMD	!cuh	×5	5	19m→268m	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

ES1.1%
EN19.0%
OTHER / EMOTE-ONLY79.9%

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 15,530CHATTERS 2863POS 1,293NEG 125TOP KEYWORD “SOJI” ×952GINI 0.678BOTS 4PEAK ×8.1 @ 55m

k3soju's Teamfight Tactics stream "WORLDS DAY 1 g g" on Jul 10, 2026 generated 15,530 messages from 2,863 unique chatters (53 msgs/min average, peaking at 333/min). Sentiment ran 1,293 positive vs 125 negative, and the top keyword was "soji" (×952). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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