Grubby — Warcraft III stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Warcraft III

Jul 18, 2026 · VOD 2823106882

Chat mood & viewers

5,025 MSGS

Positive

585

11.6% of msgs

Negative

1.4% of msgs

Neutral

4,371

87.0% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

585 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

354:00-0.25→0.57Δ+0.82
118:00-0.50→0.20Δ+0.70
335:000.00→0.67Δ+0.67
336:000.67→0.00Δ-0.67
319:000.29→-0.25Δ-0.54
58:000.20→-0.33Δ-0.53

Mood regime · per minute

408 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

408 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

28:00EMOTES×5.7clip suggested Watch VOD
11 emote msgs — ×5.7 the average
- sieveciph: I thought we were doing aoe2 team games
- questionable_micro: you gotta babysit him now in the tg so he doesnt tilt further
34:00INFLUX×6.4clip suggested Watch VOD
18 first-time chatters in one minute (raid-like influx)
- Skorne117: gg Salute
- deacon_dude: Grubby gotta LOCK IN
34:00EMOTES×5.2clip suggested Watch VOD
10 emote msgs — ×5.2 the average
- Skorne117: gg Salute
- deacon_dude: Grubby gotta LOCK IN
51:00EMOTES×5.2clip suggested Watch VOD
10 emote msgs — ×5.2 the average
- tomszee: that was epic
- ic3b3am: elite peon guard workWork
97:00EMOTES×5.2clip suggested Watch VOD
10 emote msgs — ×5.2 the average
- mastershitfu_99: ASS = COILED
- diffserv: ass coil?

Keyword tracker

TOP 14

grubby243
hera206
that204
with183
have167
like161
just151
team144
they141
this134
ghay128
play110
game103
what101

Bot radar

3 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	47	1.00	known	known bot account
k1re_kara	13	0.55	medium	10 messages fired <2s apart · 11 msgs/min sustained
dreamteamswag	10	0.45	medium	repeated one message ×6 (60% of output)

Emote pulse

TOP 8

LUL198
KEKW84
xdd74
Kappa56
grubFace56
HUH53
:D37
Pog35

Evidence tape

6 MSGS

00:00PoohdeeOPENER
hello
03:00JoeCoupPING
Hey @Grubby just got into WC3 from your collab with T1 a bit ago. Very fun and great collabs
06:001MartyrTVPING
can i request today or nah? @Grubby
15:00youssaaayPING
@Grubby try mongols its really similar play style to wei
15:00StreamElementsPING
Much of Grubby's variety gameplay such as Darkest Dungeon runs are curated and uploaded to https://youtube.com/@GrubbyPl
16:00RuhigengeistPING
@Grubby in past 2 months, 276 hours aoe2, 107 hours wc3, 9 hours hots, 7 hours chameleon

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump408 min · 72,732 views

Chat rate · per minute

H 82AVG 12.36 PEAKS

burst heat · 0m → 407m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

0134:00 · 45 msgs×3.7
trending: “girl”
- Skorne117: gg Salute
- deacon_dude: Grubby gotta LOCK IN
- Ruhigengeist: !chatis tts booster
02106:00 · 42 msgs×3.4
trending: “Kappa”
- gogogolfball: i want grubby to bathe me
- vDaishar: Me either
- Excalibur_Z: yeah it's a little weird that it exists at all
03237:00 · 82 msgs×6.7
trending: “Romans”
- AnderTed: BiggusDickus
- domram1234: Adding unnecessary stress to any animal will make their meat taste worse
- The_Firewall: Bet on vikings.
04255:00 · 52 msgs×4.2
trending: “HUH”
- vDaishar: round 2 here we go
- StreamElements: Much of Grubby's variety gameplay such as Darkest Dungeon runs are curated and uploaded to
- iimnnmii_: understand him so
05307:00 · 44 msgs×3.6
trending: “you”
- DinklexSprinkle: You are in GHAY, you know plenty about rainbows
- savage27g: Your Team had NO raids either
- Rockin_Rocket: Its a TG you can just trade though
06407:00 · 51 msgs×4.1
trending: “you”
- Azu110: How about mongols? KEKW
- domram1234: woah all the people who hate you for civpicking will be cheering with joy
- whataremyteammatesdoing: gosh grubby ur lookin extra cute today

Chat tape · highlights

00:00PoohdeeOPENER
hello
03:00JoeCoupPING
Hey @Grubby just got into WC3 from your collab with T1 a bit ago. Very fun and great collabs
06:001MartyrTVPING
can i request today or nah? @Grubby
15:00youssaaayPING
@Grubby try mongols its really similar play style to wei
15:00StreamElementsPING
Much of Grubby's variety gameplay such as Darkest Dungeon runs are curated and uploaded to https://youtube.com/@GrubbyPl
16:00RuhigengeistPING
@Grubby in past 2 months, 276 hours aoe2, 107 hours wc3, 9 hours hots, 7 hours chameleon
216:00oldfolk_WALL
a) If you have the original CD keys: Download the Battle.net launcher Log in, but choose to run it in offline
237:00AnderTedPEAK
BiggusDickus

Top chatter

RANK 01

Rockin_Rocket

MSGS
SENT

FIRST SEEN 18:00 · 3.4% OF ALL CHATMODSUB

Unique chatters

1,147

2% of viewers

Msgs / chatter

4.4

5,025 msgs total

From subs

21%

1,056 msgs

Bots filtered

47 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS23% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Rockin_Rocket	MODSUB	169	3.4%
02	Ruhigengeist		108	2.1%
03	SquoogleZaxx	SUB	98	2.0%
04	sekundaari	SUB	72	1.4%
05	Poldon	SUB	70	1.4%
06	vDaishar		61	1.2%
07	sieveciph	SUB	59	1.2%
08	LimeNade	MOD	54	1.1%
09	Azu110		51	1.0%
10	StreamElements	MODBOT	47	0.9%
11	PvtFunnyToaster		45	0.9%
12	Tunatunatun		44	0.9%
13	siralliumcepa		42	0.8%
14	krillindiesagain		38	0.8%
15	domram1234	SUB	36	0.7%
16	hyep		33	0.7%
17	bombrSquirrel	SUB	33	0.7%
18	Kastorex		31	0.6%
19	murphelele		30	0.6%
20	Steuer_Fahndung	SUB	30	0.6%

User types · badge mix

87 BADGES

SUBSCRIBER1,048 · 21%
PREMIUM720 · 14%
MODERATOR335 · 7%
MOMENTS283 · 6%
SHARE-THE-LOVE166 · 3%
LEAD_MODERATOR137 · 3%
TWITCH-RECAP-2023131 · 3%
RAGING-WOLF-HELM120 · 2%

New chatters · arrival curve

1147 TOTAL

first-message arrivals · 0m → 407m

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

Returning

274

≥5 msgs sent

One-and-done

506

single message

Most mentioned

698 @s

@grubby112 · 67u
@ruhigengeist33 · 25u
@rockin_rocket16 · 15u
@grubbyplays14 · 1u
@yamatocannon14 · 13u
@followgrubby13 · 1u
@chocolatewarfare10 · 5u
@squooglezaxx9 · 8u

Top interactors

WHO PINGS MOST

ruhigengeist83
streamelements30
krillindiesagain16
domram123415
azu11014
xcrono13
gui_doteiro11
the_hand_11

Chat tape

NOTABLE MSGS

00:00PoohdeeOPENER
hello
03:00JoeCoupPING
Hey @Grubby just got into WC3 from your collab with T1 a bit ago. Very fun and great collabs
06:001MartyrTVPING
can i request today or nah? @Grubby
15:00youssaaayPING
@Grubby try mongols its really similar play style to wei
15:00StreamElementsPING
Much of Grubby's variety gameplay such as Darkest Dungeon runs are curated and uploaded to https://youtube.com/@GrubbyPl
16:00RuhigengeistPING
@Grubby in past 2 months, 276 hours aoe2, 107 hours wc3, 9 hours hots, 7 hours chameleon
216:00oldfolk_WALL
a) If you have the original CD keys: Download the Battle.net launcher Log in, but choose to run it in offline
237:00AnderTedPEAK
BiggusDickus

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

16%

789 msgs

Top 50 chatters

36%

1,813 msgs

Remaining

1097

share 64%

TOP 10 · 16%REST · 1137 CHATTERS · 84%

LUL ×198KEKW ×84xdd ×74Kappa ×56grubFace ×56HUH ×53:D ×37Pog ×35heraCoiled ×24widepeepoHappy ×21

Emote volume

MSGS W/ EMOTES

Of all messages

15.7%

5,025 msgs scanned

Emote codes

917 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

738

1,035

1,884

1,004

314

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

Median

23 ch

P90

71 ch

Max

500 ch

Chat DNA

% OF ALL MSGS

Caps rage

2.8%

143 msgs

Questions

9.7%

488 msgs

Mentions

13.9%

697 @calls

Commands

0.4%

21 !calls

CAPS2.8%
QUESTIONS9.7%
MENTIONS13.9%
COMMANDS0.4%

Top multiplier

#1 EMOTE

LUL

official emote · per-minute flow

02KEKW×84
03xdd×74
04Kappa×56

Emote leaderboard

OFFICIAL7TV-STYLE

LUL×198
KEKW×84
xdd×74
Kappa×56
grubFace×56
HUH×53
:D×37
Pog×35
heraCoiled×24
widepeepoHappy×21
Sadge×19
grubArthas×18
grubPog×18
monkaS×17
widepeepoShy×16
:)×15

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	KEKW	×60	39	38m→337m	VIRAL
02	Much of Grubby's variety gameplay such as Darkest Dungeon runs are curated and uploaded to https://youtube.com/@GrubbyPlays	×14	1	15m→405m	NICHE
03	Missed a WC3 stream? Fret not! Daily video uploads to http://youtube.com/@FollowGrubby	×13	1	21m→393m	NICHE
04	Gayge	×12	12	28m→225m	VIRAL
05	Kappa	×11	7	17m→322m	NICHE
06	hesRight	×11	9	134m→368m	NICHE
07	lmao	×9	7	27m→307m	NICHE
08	KEKL	×9	7	56m→368m	NICHE
09	vikings	×8	8	237m→237m	NICHE
10	romans	×8	8	237m→237m	NICHE

Keyword cloud

TOP 18 TOKENS

grubby₂₄₃hera₂₀₆that₂₀₄with₁₈₃have₁₆₇like₁₆₁just₁₅₁team₁₄₄they₁₄₁this₁₃₄ghay₁₂₈play₁₁₀game₁₀₃what₁₀₁more₉₆it's₈₈good₈₄your₇₈

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

216:00oldfolk_WALL
a) If you have the original CD keys: Download the Battle.net launcher Log in, but choose to run it in offline
237:00AnderTedPEAK
BiggusDickus
237:00domram1234PEAK
Adding unnecessary stress to any animal will make their meat taste worse
237:00The_FirewallPEAK
Bet on vikings.
237:00bombrSquirrelPEAK
More than one rooster for 8-12 chickens is guaranteed they will compete over eggs
237:00flemishmilitiaguynr67PEAK
shuromankings
237:00DelebrielPEAK
Romans, infantry ftw

User colors

TOP 16

Participation inequality

1,147 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

17%

11 users

Top 5%

38%

57 users

Top 10%

51%

115 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 msg506USERS506MSGS10.1%
2-4 msgs367USERS966MSGS19.2%
5-19 msgs236USERS1,957MSGS38.9%
20+ msgs38USERS1,596MSGS31.8%

38 super-active users (3.3% of chatters) wrote 32% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@grubby112 · by 67 users
@ruhigengeist33 · by 25 users
@rockin_rocket16 · by 15 users
@grubbyplays14 · by 1 users
@yamatocannon14 · by 13 users
@followgrubby13 · by 1 users
@chocolatewarfare10 · by 5 users
@squooglezaxx9 · by 8 users
@the_firewall9 · by 8 users
@oldfolk_8 · by 3 users

Top interactors

WHO REACHES OUT

ruhigengeist83 sent
streamelements30 sent
krillindiesagain16 sent
domram123415 sent
azu11014 sent
xcrono13 sent
gui_doteiro11 sent
the_hand_11 sent
phant2110 sent
ljosapaldr10 sent

Badge mix

TOP 8

SUBSCRIBER1048 · 21%
PREMIUM720 · 14%
MODERATOR335 · 7%
MOMENTS283 · 6%
SHARE-THE-LOVE166 · 3%
LEAD_MODERATOR137 · 3%
TWITCH-RECAP-2023131 · 3%
RAGING-WOLF-HELM120 · 2%

Core community

134

≥3 interactions

Drive-by

441

1 msg · 0 interactions

Mentions

698

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	streamelements	→	grubbyplays	14
02	streamelements	→	followgrubby	13
03	azu110	→	grubby	10
04	ruhigengeist	→	grubby	9
05	ruhigengeist	→	oldfolk_	6
06	bombrsquirrel	→	grubby	5
07	ruhigengeist	→	pvtfunnytoaster	4
08	t_o_p_x_i	→	robitony	4
09	limenade	→	grubby	4
10	ruhigengeist	→	candybomberz	4
11	mahazama	→	grubby	4
12	tomszee	→	grubby	3

Chat tape

NOTABLE MESSAGES

00:00PoohdeeOPENER
hello
03:00JoeCoupPING
Hey @Grubby just got into WC3 from your collab with T1 a bit ago. Very fun and great collabs
06:001MartyrTVPING
can i request today or nah? @Grubby
15:00youssaaayPING
@Grubby try mongols its really similar play style to wei
15:00StreamElementsPING
Much of Grubby's variety gameplay such as Darkest Dungeon runs are curated and uploaded to https://youtube.com/@GrubbyPl
16:00RuhigengeistPING
@Grubby in past 2 months, 276 hours aoe2, 107 hours wc3, 9 hours hots, 7 hours chameleon

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

0.60

0 = broad, 1 = few voices

Loyal chatters

274

≥5 msgs

Sub messages

21%

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY0.4%
CAPS RAGE2.8%
SPAM/PASTA4.4%
BOT MSGS0.9%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×28	2	15m→405m	BOT TIMER
LINK	ggtalent.gg	×6	1	7m→57m	BOT TIMER
CMD	!elo	×2	2	17m→248m	ORGANIC
CMD	!mmr	×2	2	17m→244m	ORGANIC
LINK	w3champions.com	×2	1	17m→244m	BOT TIMER
CMD	!setgame	×2	1	27m→213m	ORGANIC
CMD	!chatis	×2	1	34m→97m	ORGANIC
CMD	!critters	×2	2	85m→113m	ORGANIC
CMD	!match	×2	2	309m→331m	ORGANIC
CMD	!gs	×1	1	169m→169m	ORGANIC
LINK	en.wiktionary.org	×1	1	196m→196m	ORGANIC
CMD	!rank	×1	1	248m→248m	ORGANIC
LINK	op.gg	×1	1	248m→248m	BOT TIMER
CMD	!website	×1	1	249m→249m	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%
EN38.1%
OTHER / EMOTE-ONLY60.4%

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 5,025CHATTERS 1147POS 585NEG 69TOP KEYWORD “GRUBBY” ×243GINI 0.604BOTS 3PEAK ×10 @ 237m

Grubby's Warcraft III stream "WC3, Age of Empires and Slay the Spire 2 | Solo and w/ @Hera, @YamatoCannon and @Atrioc" on Jul 18, 2026 generated 5,025 messages from 1,147 unique chatters (12.3 msgs/min average, peaking at 82/min). Sentiment ran 585 positive vs 69 negative, and the top keyword was "grubby" (×243). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Grubby stream analytics summary