caseoh_ — Just Chatting stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 17, 2026 · VOD 2821871483

Chat mood & viewers

100,788 MSGS

Positive

10,993

10.9% of msgs

Negative

3,372

3.3% of msgs

Neutral

86,423

85.7% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

10,993 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

17:00-0.36→0.06Δ+0.42
16:000.00→-0.36Δ-0.36
49:00-0.15→0.11Δ+0.26

Mood regime · per minute

193 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

193 MIN0 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

03:00INFLUX×3.9clip suggested Watch VOD
350 first-time chatters in one minute (raid-like influx)
- xWiiZeStrafeZz: xwiizePray xwiizePray
- idkimjusthere_69: Was in hear with just 9 now it's 16.5k
04:00INFLUX×3.8clip suggested Watch VOD
340 first-time chatters in one minute (raid-like influx)
- gjgames_: Just started stream btw
- deziluvzcase: YOOOOOOOOOOOO
05:00EMOTES×7.6clip suggested Watch VOD
481 emote msgs — ×7.6 the average
- caserubbedhimselfonme: can I get a shoutout my names John and it’s my 17th birthday
- nysto8: I LOKE SMELLING YOUR BELLY ROLLS
06:00EMOTES×9.5clip suggested Watch VOD
603 emote msgs — ×9.5 the average
- simplygracieee: caseohPink caseohPink caseohPink caseohPink caseohPink caseohPink caseohPink
- thatwitchygirly: caseohPetkitty caseohPetkitty
07:00EMOTES×8.9clip suggested Watch VOD
564 emote msgs — ×8.9 the average
- bugjuiiice: caseohNoodles
- ColaSnake1: BloodTrail BloodTrail BloodTrail BloodTrail BloodTrail

Keyword tracker

TOP 14

case4,677
that2,747
this2,265
what2,112
watch1,885
just1,878
streak1,756
lmao1,526
streams1,520
like1,498
watched1,456
consecutive1,403
sparked1,403
subscribed1,385

Bot radar

14 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	154	1.00	known	known bot account
karamonio	37	0.55	medium	7 messages fired <2s apart · 9.6 msgs/min sustained
caseohssmellyleftcheek	10	0.55	medium	3 messages fired <2s apart · 10 msgs/min sustained
readyp3	23	0.45	medium	repeated one message ×16 (70% of output)
koleasc2	19	0.45	medium	repeated one message ×10 (53% of output)
jennarator_8	18	0.45	medium	repeated one message ×11 (61% of output)
strawbeary_mae	12	0.45	medium	repeated one message ×7 (58% of output)
briizzy93	10	0.45	medium	repeated one message ×5 (50% of output)
caasileiy	10	0.45	medium	repeated one message ×5 (50% of output)
dalylahk03	8	0.45	medium	repeated one message ×4 (50% of output)
mattwitchthew	8	0.45	medium	repeated one message ×4 (50% of output)
spartannewt	6	0.45	medium	repeated one message ×4 (67% of output)
juliaskzver	6	0.45	medium	repeated one message ×4 (67% of output)
miquellestedx	5	0.45	medium	repeated one message ×4 (80% of output)

Emote pulse

TOP 8

caseohDailydoodlestwerk15,097
caseohSpookydailydoodles8,135
LUL5,387
caseohLockincaseoh3,310
caseohDailydoodledance3,181
caseohPink3,128
caseohComeoncuh2,731
caseohKittyyy2,662

Evidence tape

6 MSGS

00:00chesterzillaOPENER
Yooooo
01:00sentient_grandpaPING
@caseoh_ Is a styrofoam box or a cardboard better for takeout
02:00bunchofboosPING
POP POP WHATS GOOD @caseoh_
06:00zachistrappedincaseohsvanWALL
Cheer10000 not the 10k bits i want to send, was gonna send these a few days ago but i didn't wanna kill the stream vibe.
12:00cam_a2011WALL
caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPi
14:00IdkFindWonniePING
@caseoh_ U ACTUALLY JUST CHEATED

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

nerospardasfav

MSGS
SENT

FIRST SEEN 0:00 · 0.4% OF ALL CHAT

Unique chatters

17,275

2% of viewers

Msgs / chatter

5.8

100,788 msgs total

From subs

31%

31,446 msgs

Bots filtered

154 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS4% OF CHAT

#	Chatter	Badges	Msgs	Share
01	nerospardasfav		445	0.4%
02	casethegoat16378	SUB	309	0.3%
03	joey_leviathan212		288	0.3%
04	CaseohxBuffet		271	0.3%
05	nikkie196		240	0.2%
06	xWiiZeStrafeZz	MOD	221	0.2%
07	snailfishboi	SUB	221	0.2%
08	tetobutasahelldiver	SUB	216	0.2%
09	oilers_fan9	SUB	195	0.2%
10	vanillawafflezz	SUB	192	0.2%
11	sfghfghfghfg		192	0.2%
12	FahimManWick		182	0.2%
13	mezzdup_bun		178	0.2%
14	kimzoni_kimz14	SUB	168	0.2%
15	chloschmoo	SUB	168	0.2%
16	MelekTheDonut		167	0.2%
17	WheZhaPed		166	0.2%
18	anonymousstar		165	0.2%
19	d6g6u		165	0.2%
20	desperate_little_chicken	SUB	164	0.2%

User types · badge mix

177 BADGES

SUBSCRIBER31,118 · 31%
BLOSSOM-BADGE10,028 · 10%
PREMIUM7,624 · 8%
BITS5,476 · 5%
SUB-GIFTER2,322 · 2%
PREDICTIONS1,817 · 2%
TWITCH-RECAP-20251,729 · 2%
TURBO1,500 · 1%

New chatters · arrival curve

17275 TOTAL

first-message arrivals · 0m → 192m

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

Returning

4452

≥5 msgs sent

One-and-done

7595

single message

Most mentioned

780 @s

@caseoh_275 · 157u
@morecaseoh12 · 1u
@perception0048 · 2u
@sophiapickleangel188 · 5u
@mezzdup_bun7 · 6u
@cutest_ismile6 · 6u
@t0masvl5 · 4u
@caseoh5 · 2u

Top interactors

WHO PINGS MOST

nightbot53
sophiapickleangel1820
mezzdup_bun17
katthewolfy13
sawjacksoul11
caseohbellylicker10
silversurfer3229
chloschmoo8

Chat tape

NOTABLE MSGS

00:00chesterzillaOPENER
Yooooo
01:00sentient_grandpaPING
@caseoh_ Is a styrofoam box or a cardboard better for takeout
02:00bunchofboosPING
POP POP WHATS GOOD @caseoh_
06:00zachistrappedincaseohsvanWALL
Cheer10000 not the 10k bits i want to send, was gonna send these a few days ago but i didn't wanna kill the stream vibe.
12:00cam_a2011WALL
caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPi
14:00IdkFindWonniePING
@caseoh_ U ACTUALLY JUST CHEATED
14:00maul0660PING
WWWWW WORDLE WARRIOR @caseoh_ caseohDailydoodlestwerk caseohDailydoodlestwerk caseohDailydoodlestwerk caseohDailydoodle
14:00IdkFindWonniePING
@caseoh_ U CHEATED DUDE

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

2,598 msgs

Top 50 chatters

8,568 msgs

Remaining

17225

share 91%

TOP 10 · 3%REST · 17265 CHATTERS · 97%

caseohDailydoodlestwerk ×15097caseohSpookydailydoodles ×8135LUL ×5387caseohLockincaseoh ×3310caseohDailydoodledance ×3181caseohPink ×3128caseohComeoncuh ×2731caseohKittyyy ×2662DinoDance ×2275caseohPinkballon ×2118

Emote volume

MSGS W/ EMOTES

Of all messages

12.1%

100,788 msgs scanned

Emote codes

75,911 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

23,737

31,915

28,536

10,561

4,148

1,859

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

Median

13 ch

P90

59 ch

Max

500 ch

Chat DNA

% OF ALL MSGS

Caps rage

24.0%

24,230 msgs

Questions

3.8%

3,805 msgs

Mentions

0.8%

790 @calls

Commands

0.1%

76 !calls

CAPS24.0%
QUESTIONS3.8%
MENTIONS0.8%
COMMANDS0.1%

Top multiplier

#1 EMOTE

caseohDailydoodlestwerk

official emote · per-minute flow

02caseohSpookydailydoodles×8135
03LUL×5387
04caseohLockincaseoh×3310

Emote leaderboard

OFFICIAL7TV-STYLE

caseohDailydoodlestwerk×15,097
caseohSpookydailydoodles×8,135
LUL×5,387
caseohLockincaseoh×3,310
caseohDailydoodledance×3,181
caseohPink×3,128
caseohComeoncuh×2,731
caseohKittyyy×2,662
DinoDance×2,275
caseohPinkballon×2,118
NotLikeThis×1,858
caseohAlpha×1,780
caseohArt×1,676
caseohThumbsup×1,616
caseohDoodlesdailyimhalima×1,566
caseohPetkitty×1,303

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMAO	×842	444	0m→192m	VIRAL
02	LMAOOO	×350	242	14m→192m	VIRAL
03	LMAOOOO	×285	205	1m→192m	VIRAL
04	L ADS	×261	207	1m→187m	VIRAL
05	LOLLL	×204	135	13m→192m	VIRAL
06	LMAOO	×191	125	16m→192m	VIRAL
07	lmao	×178	145	1m→192m	VIRAL
08	LMAOOOOO	×167	121	1m→192m	VIRAL
09	WHAT	×159	139	17m→192m	VIRAL
10	LOLL	×150	106	15m→182m	VIRAL

Keyword cloud

TOP 18 TOKENS

case₄₆₇₇that₂₇₄₇this₂₂₆₅what₂₁₁₂watch₁₈₈₅just₁₈₇₈streak₁₇₅₆lmao₁₅₂₆streams₁₅₂₀like₁₄₉₈watched₁₄₅₆consecutive₁₄₀₃sparked₁₄₀₃subscribed₁₃₈₅your₁₃₃₂caseoh₁₂₄₄with₁₁₈₇game₁₀₆₅

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

06:00zachistrappedincaseohsvanWALL
Cheer10000 not the 10k bits i want to send, was gonna send these a few days ago but i didn't wanna kill the stream vibe.
12:00cam_a2011WALL
caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPi
21:00dubster3600PEAK
BROS LEARNING
21:00bobepicklesPEAK
U WERE SAYING BOOTY
21:00syyguyy2PEAK
booty college
21:00littletinymushroomPEAK
Did you already do wordle?
21:00superduckyman247PEAK
caseohThumbsup caseohThumbsup caseohThumbsup caseohThumbsup caseohThumbsup

User colors

TOP 16

Participation inequality

17,275 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

19%

173 users

Top 5%

45%

864 users

Top 10%

59%

1,728 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 msg7,595USERS7,595MSGS7.5%
2-4 msgs5,228USERS13,900MSGS13.8%
5-19 msgs3,420USERS30,688MSGS30.4%
20+ msgs1,032USERS48,605MSGS48.2%

1,032 super-active users (6.0% of chatters) wrote 48% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@caseoh_275 · by 157 users
@morecaseoh12 · by 1 users
@perception0048 · by 2 users
@sophiapickleangel188 · by 5 users
@mezzdup_bun7 · by 6 users
@cutest_ismile6 · by 6 users
@t0masvl5 · by 4 users
@caseoh5 · by 2 users
@rawwbe5 · by 3 users
@wicked_magican5 · by 4 users

Top interactors

WHO REACHES OUT

nightbot53 sent
sophiapickleangel1820 sent
mezzdup_bun17 sent
katthewolfy13 sent
sawjacksoul11 sent
caseohbellylicker10 sent
silversurfer3229 sent
chloschmoo8 sent
darkeuy_8 sent
t0masvl7 sent

Badge mix

TOP 8

SUBSCRIBER31118 · 31%
BLOSSOM-BADGE10028 · 10%
PREMIUM7624 · 8%
BITS5476 · 5%
SUB-GIFTER2322 · 2%
PREDICTIONS1817 · 2%
TWITCH-RECAP-20251729 · 2%
TURBO1500 · 1%

Core community

≥3 interactions

Drive-by

7,503

1 msg · 0 interactions

Mentions

780

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	katthewolfy	→	caseoh_	13
02	nightbot	→	morecaseoh	12
03	caseohbellylicker	→	caseoh_	10
04	silversurfer322	→	caseoh_	9
05	darkeuy_	→	caseoh_	8
06	nightbot	→	caseoh_	7
07	sophiapickleangel18	→	perception004	7
08	maul0660	→	caseoh_	6
09	t0masvl	→	caseoh_	5
10	itzkatiebaby	→	caseoh_	5
11	kissa_rissa	→	caseoh_	5
12	kyergjohns	→	caseoh_	5

Chat tape

NOTABLE MESSAGES

00:00chesterzillaOPENER
Yooooo
01:00sentient_grandpaPING
@caseoh_ Is a styrofoam box or a cardboard better for takeout
02:00bunchofboosPING
POP POP WHATS GOOD @caseoh_
06:00zachistrappedincaseohsvanWALL
Cheer10000 not the 10k bits i want to send, was gonna send these a few days ago but i didn't wanna kill the stream vibe.
12:00cam_a2011WALL
caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPinkballon caseohPink caseohPi
14:00IdkFindWonniePING
@caseoh_ U ACTUALLY JUST CHEATED

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

4452

≥5 msgs

Sub messages

31%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.0%
CAPS RAGE24.0%
SPAM/PASTA3.9%
BOT MSGS0.2%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×19	1	15m→177m	BOT TIMER
CMD	!watchtime	×14	14	24m→180m	ORGANIC
CMD	!followage	×13	12	17m→167m	ORGANIC
LINK	discord.gg	×12	1	2m→187m	BOT TIMER
LINK	caseohgames.com	×12	1	13m→177m	BOT TIMER
LINK	starforgepc.com	×12	1	14m→177m	BOT TIMER
LINK	btvcomic.com	×10	1	12m→192m	BOT TIMER
LINK	usecheeky.com	×10	1	14m→178m	BOT TIMER
LINK	kontrolfreek.pro	×9	1	11m→191m	BOT TIMER
CMD	!game	×6	4	110m→188m	ORGANIC
CMD	!discord	×5	5	15m→170m	ORGANIC
LINK	gamersupps.gg	×5	1	26m→146m	BOT TIMER
LINK	twitch.tv	×4	1	60m→176m	BOT TIMER
CMD	!time	×3	3	23m→169m	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

ES1.5%
EN23.0%
OTHER / EMOTE-ONLY75.4%

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 100,788CHATTERS 17275POS 10,993NEG 3,372TOP KEYWORD “CASE” ×4677GINI 0.675BOTS 14PEAK ×10.1 @ 12m

caseoh_'s Just Chatting stream "🟨LOSING MY MIND🟨" on Jul 17, 2026 generated 100,788 messages from 17,275 unique chatters (522.2 msgs/min average, peaking at 677/min). Sentiment ran 10,993 positive vs 3,372 negative, and the top keyword was "case" (×4677). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

caseoh_ stream analytics summary