zackrawrr — Just Chatting stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 18, 2026 · VOD 2823177928

Chat mood & viewers

87,719 MSGS

Positive

12,434

14.2% of msgs

Negative

899

1.0% of msgs

Neutral

74,386

84.8% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

12,434 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

300:000.43→0.03Δ-0.40
299:000.13→0.43Δ+0.30
59:000.11→0.40Δ+0.29
326:000.08→0.36Δ+0.28
327:000.36→0.08Δ-0.28
294:000.06→0.33Δ+0.27

Mood regime · per minute

391 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

391 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

34:00INFLUX×4.5clip suggested Watch VOD
125 first-time chatters in one minute (raid-like influx)
- th0rba1n: th0rba1n watched 175 consecutive streams and sparked a watch streak! 175 baby
- Paragen: new accent :O
57:00INFLUX×4.7clip suggested Watch VOD
129 first-time chatters in one minute (raid-like influx)
- lycanthrope90: soymongold lmao
- Levaress: De Pepper checks out
58:00INFLUX×4.6clip suggested Watch VOD
128 first-time chatters in one minute (raid-like influx)
- kaybar666: this is my roommate and her bf in the future
- ann3_f1ank: what in the welfare
63:00EMOTES×5clip suggested Watch VOD
110 emote msgs — ×5 the average
- NlRWANA: nina is asshole really, so laund af and anoying
- LoganGR_lol: kick her out
63:00INFLUX×3.9clip suggested Watch VOD
108 first-time chatters in one minute (raid-like influx)
- NlRWANA: nina is asshole really, so laund af and anoying
- LoganGR_lol: kick her out

Keyword tracker

TOP 14

that3,789
this3,667
they3,192
like2,329
what1,812
just1,783
have1,718
with1,573
game1,472
good1,408
people1,136
based1,118
your1,084
it's1,038

Bot radar

14 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	153	1.00	known	known bot account
zackrawrr	65	0.75	high	repeated one message ×39 (60% of output) · 63 messages fired <2s apart
somestoner936	14	0.55	medium	13 messages fired <2s apart · 14 msgs/min sustained
fugganserene	92	0.45	medium	repeated one message ×62 (67% of output)
shishetu	30	0.45	medium	repeated one message ×27 (90% of output)
cridge91	21	0.45	medium	repeated one message ×12 (57% of output)
byhergrace	12	0.45	medium	repeated one message ×7 (58% of output)
lorddeaath	9	0.45	medium	repeated one message ×5 (56% of output)
ipressbutton	9	0.45	medium	repeated one message ×7 (78% of output)
joocebocksgyro	9	0.45	medium	repeated one message ×5 (56% of output)
misinformedowl1	8	0.45	medium	repeated one message ×4 (50% of output)
pvc_melted	8	0.45	medium	repeated one message ×5 (63% of output)
internalizedanger	7	0.45	medium	repeated one message ×5 (71% of output)
adam7924adam	6	0.45	medium	repeated one message ×4 (67% of output)

Emote pulse

TOP 8

LUL5,811
KEKW811
Pog383
xdd312
Kappa302
pepeW302
NotLikeThis252
Clap232

Evidence tape

6 MSGS

00:00seasaltymanOPENER
Yo
00:00satitteringPING
@zackrawrr Good morning sunshine! riPepperonis
00:00MadErezPING
@zackrawrr AMAZING stream with Kaise man. I laughed SO HARD. Thank you
00:00dejavu0321PING
What up @zackrawrr
00:00Leaf0fFaithPING
mornin @zackrawrr
00:00StevenGB1900PING
big dookie stain 💩 @zackrawrr

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump391 min · 474,435 views

Chat rate · per minute

H 658AVG 224.36 PEAKS

burst heat · 0m → 390m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

0158:00 · 612 msgs×2.7
trending: “like”
- kaybar666: this is my roommate and her bf in the future
- ann3_f1ank: what in the welfare
- good_from_70: Dude had to move his hand for it
02113:00 · 658 msgs×2.9
trending: “this”
- danrugon: least deranged liberal
- the_sharpest_fork: @zackrawrr i mean hes acting like a women XD
- zodi4short: is this a skit?
03115:00 · 656 msgs×2.9
trending: “the”
- YTItzLucky: honestly just feel bad for the person how he got to this point
- mobilesuitrohan: how are there people standing thinking this is okay?
- smokedshrimps: its 100% a skit bro om om om
04154:00 · 636 msgs×2.8
trending: “the”
- Daemonikle: Clean the toilet my boy
- rdbrook: you look so happy
- C0PPRhead: “you said you liked the watch”
05188:00 · 608 msgs×2.7
trending: “the”
- repentordei: oh, the irl part
- PerpetualMutation: Oh hello!
- ObviALT: CUP = FOOD
06190:00 · 624 msgs×2.8
trending: “the”
- stuievonlouie: gold digger
- Collekt: FeelsGoodMan
- Professori: Marry immediately

Chat tape · highlights

00:00seasaltymanOPENER
Yo
00:00satitteringPING
@zackrawrr Good morning sunshine! riPepperonis
00:00MadErezPING
@zackrawrr AMAZING stream with Kaise man. I laughed SO HARD. Thank you
00:00dejavu0321PING
What up @zackrawrr
00:00Leaf0fFaithPING
mornin @zackrawrr
00:00StevenGB1900PING
big dookie stain 💩 @zackrawrr
27:00nynnjaWALL
you talk like socialism is such a bad thing, why? nordic countries are all about it, and look at all the happiness, low
51:00artemisio_orasWALL
just had one of these migrants shit himself right next to me in store. I am so damn close to taking a paycut and becomin

Top chatter

RANK 01

CarRacer

MSGS
SENT

FIRST SEEN 1:00 · 0.7% OF ALL CHAT

Unique chatters

10,786

2% of viewers

Msgs / chatter

8.1

87,719 msgs total

From subs

19%

16,379 msgs

Bots filtered

153 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS7% OF CHAT

#	Chatter	Badges	Msgs	Share
01	CarRacer		577	0.7%
02	Airborn009		534	0.6%
03	Zagubadu		476	0.5%
04	C0PPRhead	SUB	353	0.4%
05	andrew_litedj		348	0.4%
06	Credibility1988		308	0.4%
07	GodtierTraveler	SUB	290	0.3%
08	jarjarjuicin		258	0.3%
09	Reya_UwU	SUB	242	0.3%
10	anonymous_player_69		236	0.3%
11	sheencada		233	0.3%
12	mandelbrot___		232	0.3%
13	freebirdd95	SUB	230	0.3%
14	SentinelSeptim		229	0.3%
15	celest1alkn1ght	SUB	223	0.3%
16	RawKnee		212	0.2%
17	AmirNS612		210	0.2%
18	zodi4short		209	0.2%
19	ben118	SUB	207	0.2%
20	Redfoxcocoa		199	0.2%

User types · badge mix

186 BADGES

SUBSCRIBER16,066 · 18%
PREMIUM14,046 · 16%
RAGING-WOLF-HELM4,314 · 5%
BLOSSOM-BADGE3,214 · 4%
TURBO2,610 · 3%
NASA-ARTEMIS-II2,102 · 2%
BITS1,637 · 2%
CRYANA1,501 · 2%

New chatters · arrival curve

10786 TOTAL

first-message arrivals · 0m → 390m

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

Returning

3688

≥5 msgs sent

One-and-done

3855

single message

Most mentioned

4,784 @s

@zackrawrr3722 · 1383u
@zima_cyberia37 · 25u
@sss189716 · 13u
@locheraf10 · 8u
@zagubadu9 · 8u
@sheencada9 · 8u
@reya_uwu8 · 6u
@amirns6128 · 7u

Top interactors

WHO PINGS MOST

lichitashelp69
maderez64
beastmanrules1161
amirns61254
sheencada53
sentinelseptim48
departedhunter38
dailydoseofasmon38

Chat tape

NOTABLE MSGS

00:00seasaltymanOPENER
Yo
00:00satitteringPING
@zackrawrr Good morning sunshine! riPepperonis
00:00MadErezPING
@zackrawrr AMAZING stream with Kaise man. I laughed SO HARD. Thank you
00:00dejavu0321PING
What up @zackrawrr
00:00Leaf0fFaithPING
mornin @zackrawrr
00:00StevenGB1900PING
big dookie stain 💩 @zackrawrr
27:00nynnjaWALL
you talk like socialism is such a bad thing, why? nordic countries are all about it, and look at all the happiness, low
51:00artemisio_orasWALL
just had one of these migrants shit himself right next to me in store. I am so damn close to taking a paycut and becomin

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

3,622 msgs

Top 50 chatters

12%

10,415 msgs

Remaining

10736

share 88%

TOP 10 · 4%REST · 10776 CHATTERS · 96%

LUL ×5811KEKW ×811Pog ×383xdd ×312Kappa ×302pepeW ×302NotLikeThis ×252Clap ×232ICANT ×228HUH ×193

Emote volume

MSGS W/ EMOTES

Of all messages

9.7%

87,719 msgs scanned

Emote codes

11,052 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

19,372

25,441

28,081

11,482

3,063

277

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

Median

15 ch

P90

54 ch

Max

331 ch

Chat DNA

% OF ALL MSGS

Caps rage

6.9%

6,079 msgs

Questions

6.0%

5,240 msgs

Mentions

5.5%

4,781 @calls

Commands

0.0%

10 !calls

CAPS6.9%
QUESTIONS6.0%
MENTIONS5.5%
COMMANDS0.0%

Top multiplier

#1 EMOTE

LUL

official emote · per-minute flow

02KEKW×811
03Pog×383
04xdd×312

Emote leaderboard

OFFICIAL7TV-STYLE

LUL×5,811
KEKW×811
Pog×383
xdd×312
Kappa×302
pepeW×302
NotLikeThis×252
Clap×232
ICANT×228
HUH×193
<3×188
DinoDance×155
OMEGALUL×149
monkaW×142
WutFace×127
PogChamp×122

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	BASED	×524	361	1m→286m	VIRAL
02	Cinema	×450	301	20m→359m	VIRAL
03	KEKW	×376	179	2m→364m	VIRAL
04	CAUGHT	×336	221	27m→274m	VIRAL
05	Looking	×323	223	1m→385m	VIRAL
06	HOLY	×217	142	0m→350m	VIRAL
07	LMAO	×191	128	23m→336m	VIRAL
08	pepeW	×167	110	16m→273m	VIRAL
09	true	×165	131	6m→342m	VIRAL
10	OOOO	×143	107	18m→379m	VIRAL

Keyword cloud

TOP 18 TOKENS

that₃₇₈₉this₃₆₆₇they₃₁₉₂like₂₃₂₉what₁₈₁₂just₁₇₈₃have₁₇₁₈with₁₅₇₃game₁₄₇₂good₁₄₀₈people₁₁₃₆based₁₁₁₈your₁₀₈₄it's₁₀₃₈them₉₈₄lmao₈₄₇need₈₃₇shit₈₃₂

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

27:00nynnjaWALL
you talk like socialism is such a bad thing, why? nordic countries are all about it, and look at all the happiness, low
51:00artemisio_orasWALL
just had one of these migrants shit himself right next to me in store. I am so damn close to taking a paycut and becomin
91:00beastmanrules11WALL
@zackrawrr Halo: Campaign Evolved, the complete modern remake of the original 2001 shooter, officially launches worldwid
113:00danrugonPEAK
least deranged liberal
113:00the_sharpest_forkPEAK
@zackrawrr i mean hes acting like a women XD
113:00zodi4shortPEAK
is this a skit?
113:00LoboTheMercPEAK
i have to film this

User colors

TOP 16

Participation inequality

10,786 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

19%

108 users

Top 5%

45%

539 users

Top 10%

59%

1,079 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 msg3,855USERS3,855MSGS4.4%
2-4 msgs3,243USERS8,723MSGS9.9%
5-19 msgs2,698USERS24,671MSGS28.1%
20+ msgs990USERS50,470MSGS57.5%

990 super-active users (9.2% of chatters) wrote 58% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@zackrawrr3722 · by 1383 users
@zima_cyberia37 · by 25 users
@sss189716 · by 13 users
@locheraf10 · by 8 users
@zagubadu9 · by 8 users
@sheencada9 · by 8 users
@reya_uwu8 · by 6 users
@amirns6128 · by 7 users
@cridac__8 · by 6 users
@scaffenamtiskaw7 · by 7 users

Top interactors

WHO REACHES OUT

lichitashelp69 sent
maderez64 sent
beastmanrules1161 sent
amirns61254 sent
sheencada53 sent
sentinelseptim48 sent
departedhunter38 sent
dailydoseofasmon38 sent
lapisvr33 sent
beavisfu30 sent

Badge mix

TOP 8

SUBSCRIBER16066 · 18%
PREMIUM14046 · 16%
RAGING-WOLF-HELM4314 · 5%
BLOSSOM-BADGE3214 · 4%
TURBO2610 · 3%
NASA-ARTEMIS-II2102 · 2%
BITS1637 · 2%
CRYANA1501 · 2%

Core community

568

≥3 interactions

Drive-by

3,480

1 msg · 0 interactions

Mentions

4,784

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	lichitashelp	→	zackrawrr	68
02	maderez	→	zackrawrr	63
03	beastmanrules11	→	zackrawrr	61
04	departedhunter	→	zackrawrr	38
05	dailydoseofasmon	→	zackrawrr	38
06	lapisvr	→	zackrawrr	32
07	beavisfu	→	zackrawrr	30
08	amirns612	→	zackrawrr	29
09	zpanda_ms	→	zackrawrr	28
10	fubaoooo	→	zackrawrr	28
11	1fluffydough	→	zackrawrr	27
12	nemisizz	→	zackrawrr	27

Chat tape

NOTABLE MESSAGES

00:00seasaltymanOPENER
Yo
00:00satitteringPING
@zackrawrr Good morning sunshine! riPepperonis
00:00MadErezPING
@zackrawrr AMAZING stream with Kaise man. I laughed SO HARD. Thank you
00:00dejavu0321PING
What up @zackrawrr
00:00Leaf0fFaithPING
mornin @zackrawrr
00:00StevenGB1900PING
big dookie stain 💩 @zackrawrr

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

0.70

0 = broad, 1 = few voices

Loyal chatters

3688

≥5 msgs

Sub messages

19%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY2.4%
CAPS RAGE6.9%
SPAM/PASTA4.6%
BOT MSGS0.2%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×68	2	85m→276m	ORGANIC
LINK	discord.gg	×37	1	19m→388m	BOT TIMER
LINK	roachcouncil.com	×36	1	20m→389m	BOT TIMER
LINK	patreon.com	×35	1	19m→389m	BOT TIMER
LINK	btvcomic.com	×24	1	20m→379m	BOT TIMER
LINK	arazu.io	×10	1	237m→237m	ORGANIC
LINK	imgur.com	×6	1	71m→236m	ORGANIC
LINK	kickbot.com	×5	1	255m→256m	ORGANIC
LINK	x.com	×4	1	251m→253m	ORGANIC
LINK	fox2detroit.com	×2	1	250m→250m	ORGANIC
CMD	!task	×1	1	65m→65m	ORGANIC
CMD	!discord	×1	1	117m→117m	ORGANIC
CMD	!imageserch	×1	1	135m→135m	ORGANIC
CMD	!vanish	×1	1	178m→178m	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%
EN31.1%
OTHER / EMOTE-ONLY67.7%

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 87,719CHATTERS 10786POS 12,434NEG 899TOP KEYWORD “THAT” ×3789GINI 0.696BOTS 14PEAK ×5.2 @ 96m

zackrawrr's Just Chatting stream "[DROPS ON] BIG DAY HUGE DRAMA DAY PALWORL RELEAS TODAY NEW GAMES TODAY BIG NEWS AND GAMES MULTISTREAMING+REACTS | @asmongold247" on Jul 18, 2026 generated 87,719 messages from 10,786 unique chatters (224.3 msgs/min average, peaking at 658/min). Sentiment ran 12,434 positive vs 899 negative, and the top keyword was "that" (×3789). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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