caseoh_ — Just Chatting stream analytics — Jul 20, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 20, 2026 · VOD 2824292950

Chat mood & viewers

117,731 MSGS

Positive

13,322

11.3% of msgs

Negative

2,758

2.3% of msgs

Neutral

101,651

86.3% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

13,322 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

215:000.13→-0.19Δ-0.32
216:00-0.19→0.11Δ+0.30
155:000.11→-0.16Δ-0.27

Mood regime · per minute

247 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

247 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

19:00EMOTES×9.5clip suggested Watch VOD
650 emote msgs — ×9.5 the average
- happiestgoober_: caseohPinkballon caseohPinkballon caseohPinkballon caseohPinkballon caseohPinkba
- leighleigh1233: OSFrog OSFrog OSFrog
20:00EMOTES×9.6clip suggested Watch VOD
656 emote msgs — ×9.6 the average
- darocha_frombrazil: caseohLockincaseoh caseohLockincaseoh caseohLockincaseoh caseohLockincaseoh case
- SkullAlexa24: BloodTrail BloodTrail BloodTrail BloodTrail BloodTrail BloodTrail
21:00EMOTES×8.4clip suggested Watch VOD
576 emote msgs — ×8.4 the average
- copegoat9: PixelBob PixelBob PixelBob PixelBob
- traerblx: DansGame DansGame DansGame DansGame DansGame DansGame DansGame
22:00EMOTES×9clip suggested Watch VOD
615 emote msgs — ×9 the average
- caseohsbuttcheeks124: caseohDailydoodlestwerk caseohDailydoodlestwerk caseohDailydoodlestwerk caseohDa
- Mochii__xx: flaskn1Shrek flaskn1Shrek flaskn1Shrek flaskn1Shrek
23:00EMOTES×8.4clip suggested Watch VOD
574 emote msgs — ×8.4 the average
- lacyfan_4: EWCcrush EWCcrush EWCcrush EWCcrush EWCcrush EWCcrush EWCcrush EWCcrush EWCcrush
- Bluumb: SUBtember SUBtember SUBtember

Keyword tracker

TOP 14

case5,832
subscribed2,756
that2,521
what2,241
streak2,085
this1,823
caseoh1,760
watch1,724
just1,722
your1,707
like1,681
granny1,566
with1,562
tier1,546

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	204	1.00	known	known bot account
deformedsilver	114	0.55	medium	5 messages fired <2s apart · 13.7 msgs/min sustained
landonhashuzz	28	0.55	medium	8 messages fired <2s apart · 6.6 msgs/min sustained
benjsdookiediapers	26	0.55	medium	24 messages fired <2s apart · 26 msgs/min sustained
agreeabledrip29	20	0.55	medium	6 messages fired <2s apart · 20 msgs/min sustained
jzlupt202	18	0.55	medium	4 messages fired <2s apart · 15.2 msgs/min sustained
hion60fpss	18	0.55	medium	13 messages fired <2s apart · 18 msgs/min sustained
razyd144	16	0.55	medium	9 messages fired <2s apart · 16 msgs/min sustained
aledagreat123	15	0.55	medium	7 messages fired <2s apart · 15 msgs/min sustained
slayuerohz32	15	0.55	medium	7 messages fired <2s apart · 14.8 msgs/min sustained
davider210	15	0.55	medium	7 messages fired <2s apart · 8.3 msgs/min sustained
sirenscall77	13	0.55	medium	10 messages fired <2s apart · 10.8 msgs/min sustained
untitledcreepp	13	0.55	medium	4 messages fired <2s apart · 13 msgs/min sustained
shibarixgumiho	11	0.55	medium	10 messages fired <2s apart · 11 msgs/min sustained
grayandslay	11	0.55	medium	10 messages fired <2s apart · 11 msgs/min sustained

Emote pulse

TOP 8

caseohDailydoodlestwerk10,704
caseohSpookydailydoodles7,886
caseohLockincaseoh5,919
LUL5,731
caseohComeoncuh5,428
caseohDailydoodledance5,403
caseohPink5,151
caseohLife4,578

Evidence tape

6 MSGS

00:00rawwbeOPENER
WSGG
04:00StevenGB1900PING
@caseoh_ if you were a hamburger what kind would you be
05:00m1guelee_PING
@caseoh_ yo is the stream 4:3
05:00oliveschmolivePING
@caseoh_ i went to branson this weekend and almost drowned, i wanted to tell you that you’re not alone and i see you
05:00caseoh_kcPING
@caseoh_ case what we doing tonight?
05:00bmmikeePING
@caseoh_ Your normal stream room is chill but i love when you stream from the garage

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump246 min · 1,066,657 views

Chat rate · per minute

H 693AVG 476.66 PEAKS

burst heat · 0m → 246m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

017:00 · 693 msgs×1.5
trending: “you”
- staarshapedcereal: staarshapedcereal watched 15 consecutive streams and sparked a watch streak! YEAHHHH
- usagi_istuff: GET A LOW TAPER FADE
- alexthebigmac: hairy tomato 🍅
0219:00 · 680 msgs×1.4
trending: “DinoDance”
- happiestgoober_: caseohPinkballon caseohPinkballon caseohPinkballon caseohPinkballon caseohPinkballon
- leighleigh1233: OSFrog OSFrog OSFrog
- emoji_moai: BigSad BigSad BigSad BigSad BigSad BigSad BigSad BigSad BigSad BigSad BigSad BigSad BigSad
0376:00 · 674 msgs×1.4
trending: “caseohSpookydailydoodles”
- caseohiscute6767: caseohRipted caseohRipted caseohRipted caseohRipted
- ch1cken_enchilada: WHAT LMAOOO
- miguel0nfg: wallahiii
04103:00 · 680 msgs×1.4
trending: “the”
- baseballnerdykid: BigBrother
- 3feeeeesh1: Use the slingshot
- creamy_swissroll: take your time mijo 🥹🥹❤️❤️❤️
05105:00 · 683 msgs×1.4
trending: “grandpa”
- boltybolt150: He fell down the stairs
- soph2cool_: case drawls off if he doesn’t come in the next 2 mins
- dgkotf5: gramps is MHOB
06124:00 · 682 msgs×1.4
trending: “caseohDailydoodlestwerk”
- itzmarcusxdlol: lets goo I’m subbed
- filaondy: Gggggggggggssssss cuh
- blyiselsewhere: hacked but at least you wont be limping

Chat tape · highlights

00:00rawwbeOPENER
WSGG
04:00StevenGB1900PING
@caseoh_ if you were a hamburger what kind would you be
05:00m1guelee_PING
@caseoh_ yo is the stream 4:3
05:00oliveschmolivePING
@caseoh_ i went to branson this weekend and almost drowned, i wanted to tell you that you’re not alone and i see you
05:00caseoh_kcPING
@caseoh_ case what we doing tonight?
05:00bmmikeePING
@caseoh_ Your normal stream room is chill but i love when you stream from the garage
07:00staarshapedcerealPEAK
staarshapedcereal watched 15 consecutive streams and sparked a watch streak! YEAHHHH
07:00usagi_istuffPEAK
GET A LOW TAPER FADE

Top chatter

RANK 01

nerospardasfav

MSGS
SENT

FIRST SEEN 0:00 · 0.5% OF ALL CHAT

Unique chatters

20,508

2% of viewers

Msgs / chatter

5.7

117,731 msgs total

From subs

28%

33,473 msgs

Bots filtered

204 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS5% OF CHAT

#	Chatter	Badges	Msgs	Share
01	nerospardasfav		530	0.5%
02	CaseohxBuffet		491	0.4%
03	maddy1911		444	0.4%
04	boltybolt150		426	0.4%
05	IdkFindWonnie	SUB	361	0.3%
06	FahimManWick		345	0.3%
07	casethegoat16378	SUB	343	0.3%
08	samwichwfries		327	0.3%
09	vanillawafflezz	SUB	310	0.3%
10	xWiiZeStrafeZz	MOD	306	0.3%
11	pksuwa		276	0.2%
12	an0malies_		263	0.2%
13	0rangeLemon		251	0.2%
14	kushizm762		238	0.2%
15	oilers_fan9	SUB	236	0.2%
16	spuffyomelete		227	0.2%
17	boogely_woogely		212	0.2%
18	Nightbot	MODBOT	204	0.2%
19	theeactualxutao		201	0.2%
20	ch1ll20		198	0.2%

User types · badge mix

177 BADGES

SUBSCRIBER32,847 · 28%
BLOSSOM-BADGE10,888 · 9%
PREDICTIONS8,504 · 7%
PREMIUM7,364 · 6%
BITS5,569 · 5%
SUB-GIFTER2,596 · 2%
TWITCH-RECAP-20252,227 · 2%
TWITCH-RECAP-20241,794 · 2%

New chatters · arrival curve

20508 TOTAL

first-message arrivals · 0m → 246m

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

Returning

5289

≥5 msgs sent

One-and-done

8985

single message

Most mentioned

1,190 @s

@caseoh_373 · 198u
@magicalgirlfromspace16 · 15u
@morecaseoh15 · 1u
@clipz_21111 · 10u
@xwiizestrafezz7 · 7u
@lizzythecollie6 · 6u
@mezzdup_bun6 · 4u
@kristinamoon6 · 6u

Top interactors

WHO PINGS MOST

nightbot65
idkfindwonnie40
britbret12329
chloschmoo25
sophiapickleangel1823
mezzdup_bun15
kissa_rissa14
caseohshousemaid14

Chat tape

NOTABLE MSGS

00:00rawwbeOPENER
WSGG
04:00StevenGB1900PING
@caseoh_ if you were a hamburger what kind would you be
05:00m1guelee_PING
@caseoh_ yo is the stream 4:3
05:00oliveschmolivePING
@caseoh_ i went to branson this weekend and almost drowned, i wanted to tell you that you’re not alone and i see you
05:00caseoh_kcPING
@caseoh_ case what we doing tonight?
05:00bmmikeePING
@caseoh_ Your normal stream room is chill but i love when you stream from the garage
07:00staarshapedcerealPEAK
staarshapedcereal watched 15 consecutive streams and sparked a watch streak! YEAHHHH
07:00usagi_istuffPEAK
GET A LOW TAPER FADE

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

3,883 msgs

Top 50 chatters

10,659 msgs

Remaining

20458

share 91%

TOP 10 · 3%REST · 20498 CHATTERS · 97%

caseohDailydoodlestwerk ×10704caseohSpookydailydoodles ×7886caseohLockincaseoh ×5919LUL ×5731caseohComeoncuh ×5428caseohDailydoodledance ×5403caseohPink ×5151caseohLife ×4578NotLikeThis ×4245caseohKittyyy ×3840

Emote volume

MSGS W/ EMOTES

Of all messages

14.3%

117,731 msgs scanned

Emote codes

101,474 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

26,218

36,161

33,565

13,520

5,935

2,274

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

Median

14 ch

P90

67 ch

Max

546 ch

Chat DNA

% OF ALL MSGS

Caps rage

23.5%

27,663 msgs

Questions

4.1%

4,831 msgs

Mentions

1.0%

1,167 @calls

Commands

0.1%

144 !calls

CAPS23.5%
QUESTIONS4.1%
MENTIONS1.0%
COMMANDS0.1%

Top multiplier

#1 EMOTE

caseohDailydoodlestwerk

official emote · per-minute flow

02caseohSpookydailydoodles×7886
03caseohLockincaseoh×5919
04LUL×5731

Emote leaderboard

OFFICIAL7TV-STYLE

caseohDailydoodlestwerk×10,704
caseohSpookydailydoodles×7,886
caseohLockincaseoh×5,919
LUL×5,731
caseohComeoncuh×5,428
caseohDailydoodledance×5,403
caseohPink×5,151
caseohLife×4,578
NotLikeThis×4,245
caseohKittyyy×3,840
caseohPinkballon×3,304
DinoDance×2,875
caseohThumbsup×2,767
caseohArt×2,151
caseohAlpha×2,140
PogChamp×1,949

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMAO	×600	397	5m→246m	VIRAL
02	LMAOOO	×271	197	3m→245m	VIRAL
03	WWWW	×270	209	0m→246m	VIRAL
04	WWWWW	×262	208	0m→246m	VIRAL
05	LMAOOOO	×260	179	5m→236m	VIRAL
06	WHAT	×197	152	3m→245m	VIRAL
07	WWWWWW	×191	170	0m→246m	VIRAL
08	W STREAM	×176	86	8m→246m	VIRAL
09	L ADS	×165	141	0m→217m	VIRAL
10	LOLLL	×162	114	5m→240m	VIRAL

Keyword cloud

TOP 18 TOKENS

case₅₈₃₂subscribed₂₇₅₆that₂₅₂₁what₂₂₄₁streak₂₀₈₅this₁₈₂₃caseoh₁₇₆₀watch₁₇₂₄just₁₇₂₂your₁₇₀₇like₁₆₈₁granny₁₅₆₆with₁₅₆₂tier₁₅₄₆streams₁₅₃₄play₁₄₄₇they've₁₄₂₂watched₁₄₁₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

07:00staarshapedcerealPEAK
staarshapedcereal watched 15 consecutive streams and sparked a watch streak! YEAHHHH
07:00usagi_istuffPEAK
GET A LOW TAPER FADE
07:00alexthebigmacPEAK
hairy tomato 🍅
07:00BadtzmikaPEAK
Badtzmika subscribed at Tier 1.
07:00justacooldude1PEAK
justacooldude1 subscribed at Tier 1. They've subscribed for 13 months!
07:00samoisniPEAK
CASSSSEEEEEEE
11:00SniffinMuffin_WALL
SniffinMuffin_ watched 70 consecutive streams and sparked a watch streak! 70 OF THOSE THINGYMATHANGS caseohDailydoodlest

User colors

TOP 16

Participation inequality

20,508 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

20%

205 users

Top 5%

44%

1,025 users

Top 10%

58%

2,051 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 msg8,985USERS8,985MSGS7.6%
2-4 msgs6,234USERS16,536MSGS14.0%
5-19 msgs4,099USERS36,650MSGS31.1%
20+ msgs1,190USERS55,560MSGS47.2%

1,190 super-active users (5.8% of chatters) wrote 47% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@caseoh_373 · by 198 users
@magicalgirlfromspace16 · by 15 users
@morecaseoh15 · by 1 users
@clipz_21111 · by 10 users
@xwiizestrafezz7 · by 7 users
@lizzythecollie6 · by 6 users
@mezzdup_bun6 · by 4 users
@kristinamoon6 · by 6 users
@idkfindwonnie6 · by 5 users
@sophiapickleangel185 · by 2 users

Top interactors

WHO REACHES OUT

nightbot65 sent
idkfindwonnie40 sent
britbret12329 sent
chloschmoo25 sent
sophiapickleangel1823 sent
mezzdup_bun15 sent
kissa_rissa14 sent
caseohshousemaid14 sent
imdiamondninja11 sent
commandoadventuresyt10 sent

Badge mix

TOP 8

SUBSCRIBER32847 · 28%
BLOSSOM-BADGE10888 · 9%
PREDICTIONS8504 · 7%
PREMIUM7364 · 6%
BITS5569 · 5%
SUB-GIFTER2596 · 2%
TWITCH-RECAP-20252227 · 2%
TWITCH-RECAP-20241794 · 2%

Core community

142

≥3 interactions

Drive-by

8,841

1 msg · 0 interactions

Mentions

1,190

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	idkfindwonnie	→	caseoh_	38
02	nightbot	→	morecaseoh	15
03	kissa_rissa	→	caseoh_	14
04	nightbot	→	caseoh_	12
05	commandoadventuresyt	→	caseoh_	10
06	imdiamondninja	→	caseoh_	10
07	heathers737	→	caseoh_	8
08	cybrgon	→	caseoh_	8
09	vince_miller	→	caseoh_	7
10	moofds	→	caseoh_	6
11	killicode	→	caseoh_	4
12	passionchandlerxo	→	caseoh_	4

Chat tape

NOTABLE MESSAGES

00:00rawwbeOPENER
WSGG
04:00StevenGB1900PING
@caseoh_ if you were a hamburger what kind would you be
05:00m1guelee_PING
@caseoh_ yo is the stream 4:3
05:00oliveschmolivePING
@caseoh_ i went to branson this weekend and almost drowned, i wanted to tell you that you’re not alone and i see you
05:00caseoh_kcPING
@caseoh_ case what we doing tonight?
05:00bmmikeePING
@caseoh_ Your normal stream room is chill but i love when you stream from the garage

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

0.67

0 = broad, 1 = few voices

Loyal chatters

5289

≥5 msgs

Sub messages

28%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.0%
CAPS RAGE23.5%
SPAM/PASTA3.3%
BOT MSGS0.2%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×37	33	13m→235m	ORGANIC
LINK	youtube.com	×27	1	15m→237m	BOT TIMER
LINK	caseohgames.com	×20	1	13m→243m	BOT TIMER
LINK	starforgepc.com	×16	1	14m→237m	BOT TIMER
CMD	!followage	×15	14	4m→211m	ORGANIC
CMD	!weather	×14	10	5m→200m	ORGANIC
LINK	usecheeky.com	×13	1	14m→237m	BOT TIMER
LINK	discord.gg	×13	1	47m→237m	BOT TIMER
LINK	kontrolfreek.pro	×12	1	11m→221m	BOT TIMER
LINK	btvcomic.com	×11	1	28m→224m	BOT TIMER
CMD	!discord	×6	5	48m→191m	ORGANIC
LINK	gamersupps.gg	×5	1	26m→236m	BOT TIMER
CMD	!chair	×5	5	48m→166m	ORGANIC
CMD	!game	×4	4	97m→221m	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%
EN22.0%
OTHER / EMOTE-ONLY76.9%

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 117,731CHATTERS 20508POS 13,322NEG 2,758TOP KEYWORD “CASE” ×5832GINI 0.671BOTS 15PEAK ×9.6 @ 20m

caseoh_'s Just Chatting stream "🟨LOSING MY MIND🟨" on Jul 20, 2026 generated 117,731 messages from 20,508 unique chatters (476.6 msgs/min average, peaking at 693/min). Sentiment ran 13,322 positive vs 2,758 negative, and the top keyword was "case" (×5832). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

caseoh_ stream analytics summary