HappyHappyGal — Fortnite stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Fortnite

Jul 18, 2026 · VOD 2823153785

Chat mood & viewers

12,393 MSGS

Positive

928

7.5% of msgs

Negative

0.4% of msgs

Neutral

11,417

92.1% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

928 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

133:000.07→0.42Δ+0.35
134:000.42→0.11Δ-0.31
57:000.00→0.28Δ+0.28
110:000.10→0.36Δ+0.26

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

00:00EMOTES×5.3clip suggested Watch VOD
50 emote msgs — ×5.3 the average
- BURNT_MARSHMALLOW88: happyh57ChickenDuckThing happyh57ChickenDuckThing happyh57ChickenDuckThing
- bigdawgg95408: GANG GANGGGG
01:00EMOTES×12.2clip suggested Watch VOD
114 emote msgs — ×12.2 the average
- samiiithomp: sandychBlushing
- PUMATwO: TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE
01:00SPIKE×5.6clip suggested Watch VOD
281 msgs — ×5.6 the stream average
- samiiithomp: sandychBlushing
- PUMATwO: TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE
02:00EMOTES×12.3clip suggested Watch VOD
115 emote msgs — ×12.3 the average
- tstuhre: PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
- kezza8816: happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57
02:00SPIKE×5.8clip suggested Watch VOD
293 msgs — ×5.8 the stream average
- tstuhre: PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
- kezza8816: happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57

Keyword tracker

TOP 14

happy799
have567
streak443
sprite414
batman410
watch401
streams396
that381
watched380
consecutive378
sparked378
found352
with332
seven330

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	185	1.00	known	known bot account
pumatwo	17	0.55	medium	5 messages fired <2s apart · 17 msgs/min sustained
velveetah02	11	0.55	medium	9 messages fired <2s apart · 11 msgs/min sustained
testingts_1234	25	0.45	medium	repeated one message ×13 (52% of output)
jh3dxfb	20	0.45	medium	repeated one message ×16 (80% of output)
karah2real	10	0.45	medium	repeated one message ×5 (50% of output)
olliedagoat1234091	9	0.45	medium	repeated one message ×6 (67% of output)
madaytocool	8	0.45	medium	repeated one message ×4 (50% of output)
skinnernumber1viewer	7	0.45	medium	repeated one message ×4 (57% of output)
notme2442	7	0.45	medium	repeated one message ×7 (100% of output)
steban567	6	0.45	medium	repeated one message ×4 (67% of output)
lman13459	6	0.45	medium	repeated one message ×6 (100% of output)
unknownfits01	6	0.45	medium	repeated one message ×6 (100% of output)
amrmahmoud12345854	5	0.45	medium	repeated one message ×4 (80% of output)
fisheish	5	0.45	medium	repeated one message ×4 (80% of output)

Emote pulse

TOP 8

happyh57Happyyy380
happyh57CURVEY364
happyh57WalkingSideToSide321
happyh57Deaddance289
happyh57Ohemgee234
happyh57Prediction233
happyh57BirdIsTheWord212
LUL200

Evidence tape

6 MSGS

00:00BURNT_MARSHMALLOW88OPENER
happyh57ChickenDuckThing happyh57ChickenDuckThing happyh57ChickenDuckThing
01:00happyliz95WALL
happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingS
01:00StreamElementsWALL
To subscribe for free using Prime, First go to https://gaming.amazon.com/links/twitch/manage and select "Link a Twitch a
02:00tstuhrePEAK
PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
02:00kezza8816PEAK
happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57Wobb
02:00chloefill101PEAK
happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump246 min · 98,700 views

Chat rate · per minute

H 293AVG 50.26 PEAKS

burst heat · 0m → 246m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

010:00 · 213 msgs×4.2
trending: “happyh57Ohemgee”
- BURNT_MARSHMALLOW88: happyh57ChickenDuckThing happyh57ChickenDuckThing happyh57ChickenDuckThing
- bigdawgg95408: GANG GANGGGG
- girlgamer_0102: my show is on
022:00 · 293 msgs×5.8
trending: “happyh57Happyyy”
- tstuhre: PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
- kezza8816: happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy
- chloefill101: happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo
03160:00 · 244 msgs×4.9
trending: “found”
- paigeb951: found nothing
- fearlesstwix: It was amazing
- deadlyassassin01: I didnt play
04162:00 · 167 msgs×3.3
trending: “got”
- cheesynugget912: I got almost all the air babys except gummy
- callum232311: I got the holofoil bat man!!
- Its_Nixk_: I got vini jr and holofoil and gold seven and galaxy dream
05177:00 · 186 msgs×3.7
trending: “happyh57CURVEY”
- reeceslay: beautiful 😍
- levi878755: happy I got a galaxy 7 I was so happy
- lauruhh420: go hire poison ivy
06237:00 · 166 msgs×3.3
trending: “happyh57Ohemgee”
- WheezyShmeezy: !watchtime @crackly
- StreamElements: @WheezyShmeezy Crackly has spent 1 day 7 hours watching happyhappygal
- Preci0us_23: looking at you looking at me

Chat tape · highlights

00:00BURNT_MARSHMALLOW88OPENER
happyh57ChickenDuckThing happyh57ChickenDuckThing happyh57ChickenDuckThing
01:00happyliz95WALL
happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingS
01:00StreamElementsWALL
To subscribe for free using Prime, First go to https://gaming.amazon.com/links/twitch/manage and select "Link a Twitch a
02:00tstuhrePEAK
PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
02:00kezza8816PEAK
happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57Wobb
02:00chloefill101PEAK
happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo
02:00MrsKDxPEAK
happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY
02:00evaldas22qPEAK
IAmClap IAmClap GriddyGoose lydiavPika

Top chatter

RANK 01

xxoitsJas

MSGS
SENT

FIRST SEEN 11:00 · 2.2% OF ALL CHATMOD

Unique chatters

2,999

3% of viewers

Msgs / chatter

4.1

12,393 msgs total

From subs

33%

4,076 msgs

Bots filtered

185 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS16% OF CHAT

#	Chatter	Badges	Msgs	Share
01	xxoitsJas	MOD	278	2.2%
02	StreamElements	MODBOT	185	1.5%
03	3jayys__		144	1.2%
04	LuvlySunflower	MOD	128	1.0%
05	afrenchiee		113	0.9%
06	basedkay	SUB	111	0.9%
07	autumntheanklebiter	VIP	109	0.9%
08	MissNova999		91	0.7%
09	kylie_turpin	SUB	90	0.7%
10	WheezyShmeezy	SUB	87	0.7%
11	happyliz95	SUB	82	0.7%
12	elliee_88	MOD	80	0.6%
13	pandamanduhh	SUB	74	0.6%
14	DanciestRobin45	SUB	71	0.6%
15	ellerobbe		70	0.6%
16	marisoulplays		66	0.5%
17	chaosg3	SUB	65	0.5%
18	bernicesanderz	SUB	64	0.5%
19	gibbbyyy420	SUB	53	0.4%
20	shroomstar420	SUB	48	0.4%

User types · badge mix

88 BADGES

SUBSCRIBER4,018 · 32%
BLOSSOM-BADGE3,214 · 26%
PREMIUM2,103 · 17%
PREDICTIONS1,648 · 13%
MODERATOR912 · 7%
VIP504 · 4%
SUB-GIFTER420 · 3%
BLOOM-BADGE385 · 3%

New chatters · arrival curve

2999 TOTAL

first-message arrivals · 0m → 246m

260 joined in the first 2 minutes = 9% of all chatters

Returning

580

≥5 msgs sent

One-and-done

1447

single message

Most mentioned

933 @s

@xxoitsjas40 · 21u
@missnova99931 · 21u
@elliee_8824 · 17u
@luvlysunflower23 · 18u
@happyhappygal20 · 13u
@afrenchiee18 · 12u
@xxrico60xx16 · 8u
@ellerobbe15 · 11u

Top interactors

WHO PINGS MOST

streamelements66
missnova99949
xxoitsjas37
ellerobbe30
eh_its_liz23
afrenchiee19
taayyoooo19
pandamanduhh18

Chat tape

NOTABLE MSGS

00:00BURNT_MARSHMALLOW88OPENER
happyh57ChickenDuckThing happyh57ChickenDuckThing happyh57ChickenDuckThing
01:00happyliz95WALL
happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingS
01:00StreamElementsWALL
To subscribe for free using Prime, First go to https://gaming.amazon.com/links/twitch/manage and select "Link a Twitch a
02:00tstuhrePEAK
PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
02:00kezza8816PEAK
happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57Wobb
02:00chloefill101PEAK
happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo
02:00MrsKDxPEAK
happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY
02:00evaldas22qPEAK
IAmClap IAmClap GriddyGoose lydiavPika

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

11%

1,336 msgs

Top 50 chatters

25%

3,074 msgs

Remaining

2949

share 75%

TOP 10 · 11%REST · 2989 CHATTERS · 89%

happyh57Happyyy ×380happyh57CURVEY ×364happyh57WalkingSideToSide ×321happyh57Deaddance ×289happyh57Ohemgee ×234happyh57Prediction ×233happyh57BirdIsTheWord ×212LUL ×200happyh57MUAH ×188DinoDance ×171

Emote volume

MSGS W/ EMOTES

Of all messages

18.6%

12,393 msgs scanned

Emote codes

5,596 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

1,484

2,957

3,947

2,743

1,067

191

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

Median

25 ch

P90

81 ch

Max

467 ch

Chat DNA

% OF ALL MSGS

Caps rage

7.5%

933 msgs

Questions

5.0%

615 msgs

Mentions

7.5%

934 @calls

Commands

1.3%

163 !calls

CAPS7.5%
QUESTIONS5.0%
MENTIONS7.5%
COMMANDS1.3%

Top multiplier

#1 EMOTE

happyh57Happyyy

official emote · per-minute flow

02happyh57CURVEY×364
03happyh57WalkingSideToSide×321
04happyh57Deaddance×289

Emote leaderboard

OFFICIAL7TV-STYLE

happyh57Happyyy×380
happyh57CURVEY×364
happyh57WalkingSideToSide×321
happyh57Deaddance×289
happyh57Ohemgee×234
happyh57Prediction×233
happyh57BirdIsTheWord×212
LUL×200
happyh57MUAH×188
DinoDance×171
happyh57LetUsGo×165
happyh57Celebrate×153
happyh57WobbleBoy×146
happyh57Dawg×135
cameowChipscat×132
happyh57Stitchluv×122

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	PREDICTION IS UP!! happyh57Prediction happyh57Prediction happyh57Prediction	×61	1	13m→160m	NICHE
02	!watchtime	×50	49	1m→244m	VIRAL
03	happyh57Happyyy	×29	28	1m→245m	VIRAL
04	DON’T FORGET TO CLIP YOUR FAV MOMENTS!! HOW TO CLIP: in the upper right hand corner there is a movie action symbol 🎬 click that and the clip will come up - you can rename and edit it, and then click publish :)	×28	1	1m→244m	NICHE
05	LMAO	×23	7	31m→236m	NICHE
06	hiii	×21	21	0m→230m	VIRAL
07	wwww	×20	15	49m→237m	VIRAL
08	!prime	×18	18	1m→226m	VIRAL
09	hi happy	×18	18	1m→223m	VIRAL
10	!drops	×17	17	0m→243m	VIRAL

Keyword cloud

TOP 18 TOKENS

happy₇₉₉have₅₆₇streak₄₄₃sprite₄₁₄batman₄₁₀watch₄₀₁streams₃₉₆that₃₈₁watched₃₈₀consecutive₃₇₈sparked₃₇₈found₃₅₂with₃₃₂seven₃₃₀just₃₂₀galaxy₂₉₃subscribed₂₆₄gummy₂₄₈

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

01:00happyliz95WALL
happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingS
01:00StreamElementsWALL
To subscribe for free using Prime, First go to https://gaming.amazon.com/links/twitch/manage and select "Link a Twitch a
02:00tstuhrePEAK
PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
02:00kezza8816PEAK
happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57Wobb
02:00chloefill101PEAK
happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo
02:00MrsKDxPEAK
happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY happyh57CURVEY
02:00evaldas22qPEAK
IAmClap IAmClap GriddyGoose lydiavPika

User colors

TOP 16

Participation inequality

2,999 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

20%

30 users

Top 5%

41%

150 users

Top 10%

54%

300 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 msg1,447USERS1,447MSGS11.7%
2-4 msgs972USERS2,551MSGS20.6%
5-19 msgs475USERS4,044MSGS32.6%
20+ msgs105USERS4,351MSGS35.1%

105 super-active users (3.5% of chatters) wrote 35% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@xxoitsjas40 · by 21 users
@missnova99931 · by 21 users
@elliee_8824 · by 17 users
@luvlysunflower23 · by 18 users
@happyhappygal20 · by 13 users
@afrenchiee18 · by 12 users
@xxrico60xx16 · by 8 users
@ellerobbe15 · by 11 users
@autumntheanklebiter12 · by 9 users
@kt_junglekittyy10 · by 3 users

Top interactors

WHO REACHES OUT

streamelements66 sent
missnova99949 sent
xxoitsjas37 sent
ellerobbe30 sent
eh_its_liz23 sent
afrenchiee19 sent
taayyoooo19 sent
pandamanduhh18 sent
luvlysunflower17 sent
elliee_8816 sent

Badge mix

TOP 8

SUBSCRIBER4018 · 32%
BLOSSOM-BADGE3214 · 26%
PREMIUM2103 · 17%
PREDICTIONS1648 · 13%
MODERATOR912 · 7%
VIP504 · 4%
SUB-GIFTER420 · 3%
BLOOM-BADGE385 · 3%

Core community

159

≥3 interactions

Drive-by

1,354

1 msg · 0 interactions

Mentions

933

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	missnova999	→	xxoitsjas	6
02	ally45676	→	thejaxson080325	6
03	thejaxson080325	→	ally45676	6
04	kolber80	→	happyhappygal	5
05	kt_junglekittyy	→	drrayeuhh	5
06	rhiaaa42	→	xxoitsjas	5
07	xxoitsjas	→	rhiaaa42	5
08	elliee_88	→	afrenchiee	5
09	cassamigos_	→	xxoitsjas	5
10	missnova999	→	xxrico60xx	5
11	laceymerollin99	→	tatortots1981	4
12	drrayeuhh	→	kt_junglekittyy	4

Chat tape

NOTABLE MESSAGES

00:00BURNT_MARSHMALLOW88OPENER
happyh57ChickenDuckThing happyh57ChickenDuckThing happyh57ChickenDuckThing
01:00happyliz95WALL
happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingSideToSide happyh57WalkingS
01:00StreamElementsWALL
To subscribe for free using Prime, First go to https://gaming.amazon.com/links/twitch/manage and select "Link a Twitch a
02:00tstuhrePEAK
PewPewPew PewPewPew PewPewPew PewPewPew PewPewPew
02:00kezza8816PEAK
happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57WobbleBoy happyh57Wobb
02:00chloefill101PEAK
happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo happyh57LetUsGo

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

0.62

0 = broad, 1 = few voices

Loyal chatters

580

≥5 msgs

Sub messages

33%

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY0.0%
CAPS RAGE7.5%
SPAM/PASTA3.5%
BOT MSGS1.5%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×51	50	1m→244m	ORGANIC
LINK	discord.gg	×38	5	7m→241m	BOT TIMER
CMD	!prime	×19	19	1m→226m	ORGANIC
CMD	!drops	×17	17	0m→243m	ORGANIC
LINK	gaming.amazon.com	×16	1	1m→226m	BOT TIMER
CMD	!raid	×15	13	21m→245m	ORGANIC
CMD	!discord	×15	14	36m→241m	ORGANIC
CMD	!followage	×14	12	2m→240m	ORGANIC
LINK	twitch.tv	×12	10	13m→240m	ORGANIC
CMD	!code	×5	4	204m→243m	ORGANIC
CMD	!watchstreak	×4	3	7m→10m	ORGANIC
CMD	!headset	×3	3	238m→238m	ORGANIC
CMD	!streak	×2	2	7m→15m	ORGANIC
CMD	!lurk	×2	2	47m→90m	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

ES0.9%
EN34.8%
OTHER / EMOTE-ONLY64.3%

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 12,393CHATTERS 2999POS 928NEG 48TOP KEYWORD “HAPPY” ×799GINI 0.616BOTS 15PEAK ×12.3 @ 2m

HappyHappyGal's Fortnite stream "DROPS ARE ON! SHINY HOURS! RARE SPRITES!" on Jul 18, 2026 generated 12,393 messages from 2,999 unique chatters (50.2 msgs/min average, peaking at 293/min). Sentiment ran 928 positive vs 48 negative, and the top keyword was "happy" (×799). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

HappyHappyGal stream analytics summary