k3soju — Teamfight Tactics stream analytics — Jul 11, 2026

FULL STREAM INTELLIGENCE · Teamfight Tactics

Jul 11, 2026 · VOD 2817360181

Chat mood & viewers

29,316 MSGS

Positive

3,866

13.2% of msgs

Negative

204

0.7% of msgs

Neutral

25,246

86.1% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,866 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

88:000.46→0.05Δ-0.41
281:000.01→0.31Δ+0.30
282:000.31→0.02Δ-0.29
326:000.06→0.35Δ+0.29
195:000.02→0.29Δ+0.27
18:000.25→0.00Δ-0.25

Mood regime · per minute

350 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

350 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

87:00INFLUX×5.7clip suggested Watch VOD
68 first-time chatters in one minute (raid-like influx)
- moekatshadows: same board xdd
- khalid_spectral: @Snycq ball knower
275:00EMOTES×5.7clip suggested Watch VOD
58 emote msgs — ×5.7 the average
- MajinkenW: camera on spot = print soj
- stisher7: LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI o
281:00EMOTES×5.4clip suggested Watch VOD
55 emote msgs — ×5.4 the average
- imsrypls: RIVEN Pog
- 2shar999: buhOverShakeyFlipExplode
281:00INFLUX×5.2clip suggested Watch VOD
62 first-time chatters in one minute (raid-like influx)
- imsrypls: RIVEN Pog
- 2shar999: buhOverShakeyFlipExplode
301:00EMOTES×5.1clip suggested Watch VOD
52 emote msgs — ×5.1 the average
- s3xibeast123: can you lose econ and hold gnar pls, he looks cute
- imsrypls: Prayge 5 streak

Keyword tracker

TOP 14

soji4,575
lets4,319
holy1,082
love1,044
scores991
k3soju915
this872
https728
riot692
game651
just475
goat445
games444
cough434

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	1,982	1.00	known	known bot account
streamelements	174	1.00	known	known bot account
venemous96	16	0.45	medium	repeated one message ×9 (56% of output)
lysander1234	14	0.45	medium	repeated one message ×10 (71% of output)
teratl	14	0.45	medium	repeated one message ×8 (57% of output)
sluonyou	11	0.45	medium	repeated one message ×7 (64% of output)
kroestt	11	0.45	medium	repeated one message ×6 (55% of output)
colat	11	0.45	medium	repeated one message ×6 (55% of output)
klaid___	11	0.45	medium	repeated one message ×6 (55% of output)
furowin	10	0.45	medium	repeated one message ×5 (50% of output)
6peklife	10	0.45	medium	repeated one message ×7 (70% of output)
springisgonebychance	9	0.45	medium	repeated one message ×5 (56% of output)
arqamknight	8	0.45	medium	repeated one message ×4 (50% of output)
cleontwitch	8	0.45	medium	repeated one message ×4 (50% of output)
profeneos	7	0.45	medium	repeated one message ×7 (100% of output)

Emote pulse

TOP 8

owoCheer4,392
peepoUppies825
PogO500
xdd375
ICANT274
Pog201
Clap188
rcdHands184

Evidence tape

6 MSGS

00:00xt0micOPENER
SMOJI!!!
00:00NightbotPING
@k3soju -> The command "!format" has been added successfully.
04:00hamaji22PING
Gl Buddy @k3soju
04:00aliobaid678PING
@k3soju Good luck man, just focus
05:00bellumPING
@k3soju U ARE VERY HANDSOME
05:00Nekroar2PING
@k3soju U ARE VERY HANDSOME

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

Zenkaken

MSGS
SENT

FIRST SEEN 6:00 · 1.4% OF ALL CHAT

Unique chatters

4,172

2% of viewers

Msgs / chatter

7.0

29,316 msgs total

From subs

788 msgs

Bots filtered

2,156 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS18% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Nightbot	MODBOT	1982	6.8%
02	Zenkaken		396	1.4%
03	rasser123456789		281	1.0%
04	Misondrix		226	0.8%
05	igyeih24		198	0.7%
06	eudaymonia		185	0.6%
07	1xblue		181	0.6%
08	sonnelol12345		179	0.6%
09	StreamElements	MODBOT	174	0.6%
10	vioo0oo		165	0.6%
11	imsrypls		164	0.6%
12	ahmdyn		157	0.5%
13	togabe		138	0.5%
14	Pebbels21	SUB	136	0.5%
15	MajinkenW		135	0.5%
16	the_blubster		129	0.4%
17	c4ll15		125	0.4%
18	Niicoo_G		121	0.4%
19	Aseborn		120	0.4%
20	seriouso1	VIP	118	0.4%

User types · badge mix

130 BADGES

MOMENTS4,668 · 16%
PREMIUM2,643 · 9%
MODERATOR2,515 · 9%
BOT-BADGE2,152 · 7%
NO_AUDIO1,502 · 5%
SUBSCRIBER743 · 3%
TURBO634 · 2%
TWITCH-RECAP-2023573 · 2%

New chatters · arrival curve

4172 TOTAL

first-message arrivals · 0m → 349m

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

Returning

1158

≥5 msgs sent

One-and-done

1762

single message

Most mentioned

1,030 @s

@k3soju236 · 144u
@vitality39 · 38u
@rasser12345678924 · 20u
@vioo0oo17 · 14u
@beefer_9917 · 15u
@markokob11 · 11u
@solstafirtft8 · 6u
@tleyds8 · 8u

Top interactors

WHO PINGS MOST

zenkaken17
sonnelol1234517
eudaymonia14
beefer_9913
murray167212
solstafirtft12
lares__12
narvin211

Chat tape

NOTABLE MSGS

00:00xt0micOPENER
SMOJI!!!
00:00NightbotPING
@k3soju -> The command "!format" has been added successfully.
04:00hamaji22PING
Gl Buddy @k3soju
04:00aliobaid678PING
@k3soju Good luck man, just focus
05:00bellumPING
@k3soju U ARE VERY HANDSOME
05:00Nekroar2PING
@k3soju U ARE VERY HANDSOME
73:00MilitaryMopWALL
widetimepls OH SHIT MR SOJI widetimepls OH SHIT MR SOJI widetimepls OH SHIT MR SOJI widetimepls OH SHIT MR SOJI widetime
88:00MilitaryMopWALL
YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRI

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

14%

3,967 msgs

Top 50 chatters

27%

7,921 msgs

Remaining

4122

share 73%

TOP 10 · 14%REST · 4162 CHATTERS · 86%

owoCheer ×4392peepoUppies ×825PogO ×500xdd ×375ICANT ×274Pog ×201Clap ×188rcdHands ×184LUL ×142HUH ×120

Emote volume

MSGS W/ EMOTES

Of all messages

12.2%

29,316 msgs scanned

Emote codes

8,361 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

9,384

9,877

6,968

1,578

556

952

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

Median

9 ch

P90

42 ch

Max

500 ch

Chat DNA

% OF ALL MSGS

Caps rage

10.9%

3,204 msgs

Questions

5.4%

1,580 msgs

Mentions

3.5%

1,022 @calls

Commands

5.0%

1,473 !calls

CAPS10.9%
QUESTIONS5.4%
MENTIONS3.5%
COMMANDS5.0%

Top multiplier

#1 EMOTE

owoCheer

7tv-style token · per-minute flow

02peepoUppies×825
03PogO×500
04xdd×375

Emote leaderboard

OFFICIAL7TV-STYLE

owoCheer×4,392
peepoUppies×825
PogO×500
xdd×375
ICANT×274
Pog×201
Clap×188
rcdHands×184
LUL×142
HUH×120
HahaThink×118
hesRight×109
Bedge×103
:D×83
OMEGALUL×81
:)×76

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!scores	×930	806	1m→349m	VIRAL
02	HOLY	×497	268	25m→346m	VIRAL
03	https://riot.com/S17TC	×422	1	1m→349m	NICHE
04	PogO	×307	185	18m→323m	VIRAL
05	LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer	×188	77	11m→337m	VIRAL
06	LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer LETS GO SOJI owoCheer ͏	×176	75	271m→327m	VIRAL
07	CAUGHT	×168	132	330m→345m	VIRAL
08	LIMA OSCAR LIMA	×148	5	7m→349m	NICHE
09	Smilers	×133	107	62m→343m	VIRAL
10	!format	×124	117	1m→349m	VIRAL

Keyword cloud

TOP 18 TOKENS

soji₄₅₇₅lets₄₃₁₉holy₁₀₈₂love₁₀₄₄scores₉₉₁k3soju₉₁₅this₈₇₂https₇₂₈riot₆₉₂game₆₅₁just₄₇₅goat₄₄₅games₄₄₄cough₄₃₄s17tc₄₂₂letsgo₃₈₆what₃₅₀bitch₃₂₃

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

73:00MilitaryMopWALL
widetimepls OH SHIT MR SOJI widetimepls OH SHIT MR SOJI widetimepls OH SHIT MR SOJI widetimepls OH SHIT MR SOJI widetime
88:00MilitaryMopWALL
YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRI
155:00seriouso1WALL
ppL ppPoof ppPoof ppOverheat ppOverheat SOJI NUMBA ONE ppOverheat ppOverheat ppL ppOverheat ppPoof ppPoof ppL ppPoof pp
326:00GALLICKWALL
fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswiz
326:00GALLICKWALL
fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswiz
327:00tstsjjjjjWALL
fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswiz
327:00GALLICKWALL
fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswizardcastsbarrier YAP BARRIER fatasswiz

User colors

TOP 16

Participation inequality

4,172 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

25%

42 users

Top 5%

49%

209 users

Top 10%

63%

417 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 msg1,762USERS1,762MSGS6.0%
2-4 msgs1,252USERS3,318MSGS11.3%
5-19 msgs858USERS7,723MSGS26.3%
20+ msgs300USERS16,513MSGS56.3%

300 super-active users (7.2% of chatters) wrote 56% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@k3soju236 · by 144 users
@vitality39 · by 38 users
@rasser12345678924 · by 20 users
@vioo0oo17 · by 14 users
@beefer_9917 · by 15 users
@markokob11 · by 11 users
@solstafirtft8 · by 6 users
@tleyds8 · by 8 users
@bellum7 · by 7 users
@setsuko7 · by 4 users

Top interactors

WHO REACHES OUT

zenkaken17 sent
sonnelol1234517 sent
eudaymonia14 sent
beefer_9913 sent
murray167212 sent
solstafirtft12 sent
lares__12 sent
narvin211 sent
venemous9611 sent
goldencalamar10 sent

Badge mix

TOP 8

MOMENTS4668 · 16%
PREMIUM2643 · 9%
MODERATOR2515 · 9%
BOT-BADGE2152 · 7%
NO_AUDIO1502 · 5%
SUBSCRIBER743 · 3%
TURBO634 · 2%
TWITCH-RECAP-2023573 · 2%

Core community

201

≥3 interactions

Drive-by

1,680

1 msg · 0 interactions

Mentions

1,030

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	venemous96	→	k3soju	11
02	lares__	→	k3soju	7
03	notd4k	→	k3soju	7
04	aymen_dx	→	k3soju	6
05	fablorv	→	k3soju	6
06	bellum	→	k3soju	5
07	onwynn	→	k3soju	5
08	narvin2	→	k3soju	5
09	lelexbalex	→	k3soju	5
10	murray1672	→	mortdog	5
11	eggobertus	→	tftdisco	4
12	isshinenjoyer	→	k3soju	4

Chat tape

NOTABLE MESSAGES

00:00xt0micOPENER
SMOJI!!!
00:00NightbotPING
@k3soju -> The command "!format" has been added successfully.
04:00hamaji22PING
Gl Buddy @k3soju
04:00aliobaid678PING
@k3soju Good luck man, just focus
05:00bellumPING
@k3soju U ARE VERY HANDSOME
05:00Nekroar2PING
@k3soju U ARE VERY HANDSOME

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

0.71

0 = broad, 1 = few voices

Loyal chatters

1158

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.5%
CAPS RAGE10.9%
SPAM/PASTA13.7%
BOT MSGS7.4%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!scores	×963	814	1m→349m	ORGANIC
LINK	riot.com	×422	1	1m→349m	BOT TIMER
LINK	rog.gg	×208	1	5m→347m	BOT TIMER
CMD	!cough	×127	83	1m→334m	ORGANIC
CMD	!format	×126	119	1m→350m	ORGANIC
CMD	!score	×83	83	37m→349m	ORGANIC
LINK	soar.link	×70	1	4m→349m	BOT TIMER
CMD	!love	×30	20	1m→335m	ORGANIC
CMD	!cheer	×28	11	11m→334m	ORGANIC
LINK	youtube.com	×23	1	7m→337m	BOT TIMER
CMD	!coolcaterpillarsmoki	×9	8	14m→294m	ORGANIC
CMD	!buh	×4	4	14m→327m	ORGANIC
CMD	!econ	×4	3	88m→113m	ORGANIC
CMD	!gamba	×4	1	109m→298m	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%
EN15.7%
OTHER / EMOTE-ONLY82.7%

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 29,316CHATTERS 4172POS 3,866NEG 204TOP KEYWORD “SOJI” ×4575GINI 0.711BOTS 15PEAK ×12.2 @ 332m

k3soju's Teamfight Tactics stream "WORLDS DAY 1 g g !scores" on Jul 11, 2026 generated 29,316 messages from 4,172 unique chatters (83.8 msgs/min average, peaking at 612/min). Sentiment ran 3,866 positive vs 204 negative, and the top keyword was "soji" (×4575). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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