Jay3 — Marvel Rivals stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Marvel Rivals

Jul 17, 2026 · VOD 2822285132

Chat mood & viewers

11,305 MSGS

Positive

1,267

11.2% of msgs

Negative

0.5% of msgs

Neutral

9,983

88.3% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,267 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

19:000.00→0.67Δ+0.67
20:000.67→0.00Δ-0.67
202:000.00→0.60Δ+0.60
203:000.60→0.00Δ-0.60
246:000.00→0.60Δ+0.60
247:000.60→0.00Δ-0.60

Mood regime · per minute

492 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

492 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

04:00INFLUX×4.9clip suggested Watch VOD
17 first-time chatters in one minute (raid-like influx)
- clexty0: it’s my first time here guys
- itizjojo: goon time
22:00INFLUX×4.9clip suggested Watch VOD
17 first-time chatters in one minute (raid-like influx)
- ejelijahttv: I eat play-doh
- huey3574: Wheres Shibb
45:00INFLUX×4.3clip suggested Watch VOD
15 first-time chatters in one minute (raid-like influx)
- shen_bapiro: it's not rigged, trust me bro - GG
- KingHeart15: Oh, JEFFSAUR
95:00INFLUX×4.6clip suggested Watch VOD
16 first-time chatters in one minute (raid-like influx)
- dermi121: and you still killed 2 xD
- MiniMuncho: daredevil roleplay
118:00EMOTES×4.8clip suggested Watch VOD
7 emote msgs — ×4.8 the average
- rakubunn: where did he go
- MuffsyWuffsy: @habuu25 <3

Keyword tracker

TOP 14

bucky1,057
that560
this466
jay3420
what410
like408
https372
leave330
curious320
with311
your275
more270
just258
still240

Bot radar

2 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	458	1.00	known	known bot account
streamelements	6	1.00	known	known bot account

Emote pulse

TOP 8

LUL214
jay3PETTHEBOBA121
jay3Chair88
jay3Arrive82
jay3Leave79
toptierkidSpin61
tbpeanutAnimPeanut44
kitrenFightme26

Evidence tape

6 MSGS

00:00BenzieManeOPENER
Yoo
01:00ehecatl87PING
@Jay3 So much for ez lololol
02:00CrystarePING
show me this Jeff The Dinosaur skin @jay3
05:00FossabotPING
SUB TO THE IRL YT CHANNEL!! I TOUCH GRASS - https://www.youtube.com/@jay3andemily
07:00iw6dPING
@jay3 who. is your most played this season
08:00NiteRyda8PING
big streaking over here @Jay3

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

phoenixtorment

MSGS
SENT

FIRST SEEN 36:00 · 1.8% OF ALL CHAT

Unique chatters

1,722

1% of viewers

Msgs / chatter

6.6

11,305 msgs total

From subs

38%

4,303 msgs

Bots filtered

464 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS24% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Fossabot	MODBOT	458	4.1%
02	phoenixtorment		207	1.8%
03	Opex_v3	SUB	165	1.5%
04	rakubunn	SUB	162	1.4%
05	dontaskwhytheh	SUB	153	1.4%
06	sue_the_lord		144	1.3%
07	kisakesus		141	1.2%
08	kino_qo	SUB	135	1.2%
09	SuesToeHair	SUB	129	1.1%
10	iamripped		111	1.0%
11	LuksVoid	SUB	98	0.9%
12	SabinaBee	MOD	96	0.8%
13	xHoneyBadgerrr	SUB	90	0.8%
14	HyaaHyettHaa		87	0.8%
15	reggies13256	SUB	86	0.8%
16	EdwardReyes7		86	0.8%
17	counterAK		84	0.7%
18	shiroace540		83	0.7%
19	mattst221	SUB	81	0.7%
20	Superpops01		77	0.7%

User types · badge mix

113 BADGES

SUBSCRIBER4,240 · 38%
JUBILEE1,293 · 11%
PREMIUM1,120 · 10%
BLOSSOM-BADGE698 · 6%
MODERATOR683 · 6%
SUB-GIFTER627 · 6%
BOT-BADGE457 · 4%
JEFF-THE-LAND-SHARK311 · 3%

New chatters · arrival curve

1722 TOTAL

first-message arrivals · 0m → 491m

27 joined in the first 2 minutes = 2% of all chatters

Returning

421

≥5 msgs sent

One-and-done

764

single message

Most mentioned

1,835 @s

@jay3119 · 74u
@xhoneybadgerrr62 · 27u
@sue_the_lord62 · 19u
@opex_v354 · 15u
@suestoehair47 · 20u
@emilytangerine44 · 25u
@jay3andemily37 · 1u
@phoenixtorment35 · 20u

Top interactors

WHO PINGS MOST

fossabot224
opex_v383
suestoehair60
sue_the_lord50
luksvoid45
xhoneybadgerrr41
iamripped41
emilytangerine40

Chat tape

NOTABLE MSGS

00:00BenzieManeOPENER
Yoo
01:00ehecatl87PING
@Jay3 So much for ez lololol
02:00CrystarePING
show me this Jeff The Dinosaur skin @jay3
05:00FossabotPING
SUB TO THE IRL YT CHANNEL!! I TOUCH GRASS - https://www.youtube.com/@jay3andemily
07:00iw6dPING
@jay3 who. is your most played this season
08:00NiteRyda8PING
big streaking over here @Jay3
76:00FossabotWALL
Marvel Rivals Season 9 Drops --> Captain America, Nameplate, Emote, AND Skin! Watch for a total of 4 hours to claim ALL!
126:00spicyhottunaPEAK
and then what?

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

16%

1,805 msgs

Top 50 chatters

39%

4,364 msgs

Remaining

1672

share 61%

TOP 10 · 16%REST · 1712 CHATTERS · 84%

LUL ×214jay3PETTHEBOBA ×121jay3Chair ×88jay3Arrive ×82jay3Leave ×79toptierkidSpin ×61tbpeanutAnimPeanut ×44kitrenFightme ×26KEKW ×244Head ×24

Emote volume

MSGS W/ EMOTES

Of all messages

6.4%

11,305 msgs scanned

Emote codes

1,145 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

2,095

2,779

3,785

1,831

522

293

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

Median

19 ch

P90

68 ch

Max

459 ch

Chat DNA

% OF ALL MSGS

Caps rage

4.0%

457 msgs

Questions

9.7%

1,102 msgs

Mentions

15.8%

1,781 @calls

Commands

2.8%

315 !calls

CAPS4.0%
QUESTIONS9.7%
MENTIONS15.8%
COMMANDS2.8%

Top multiplier

#1 EMOTE

LUL

official emote · per-minute flow

02jay3PETTHEBOBA×121
03jay3Chair×88
04jay3Arrive×82

Emote leaderboard

OFFICIAL7TV-STYLE

LUL×214
jay3PETTHEBOBA×121
jay3Chair×88
jay3Arrive×82
jay3Leave×79
toptierkidSpin×61
tbpeanutAnimPeanut×44
kitrenFightme×26
KEKW×24
4Head×24
HUH×23
:)×22
jay3L×21
Sadge×21
<3×21
jay3Despair×21

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	This man still playing Bucky like its his job. I leave for a day? Bucky. I leave for a week? Bucky. New hero comes out? Who cares, Jay is a Bucky main. If you’re ever curious what Jay is doing, be curious no more...it’s Bucky.. ͏	×105	29	6m→480m	VIRAL
02	!bucky	×64	39	6m→480m	VIRAL
03	LMAO	×44	30	19m→487m	VIRAL
04	AGAIN	×43	31	6m→472m	VIRAL
05	This man still playing Bucky like his job. I leave for a day? Bucky. I leave for a week? Bucky. New hero comes out? Who cares, Jay is a Bucky main. If you’re ever curious what Jay is doing, be curious no more...it’s Bucky..	×31	19	80m→418m	VIRAL
06	!age	×25	23	128m→138m	VIRAL
07	This stream is sponsored by RESPAWN - Check out RESPAWN NOW! --> https://cherrypick.gg/jay3	×23	1	21m→490m	NICHE
08	Looking	×21	14	6m→490m	VIRAL
09	diffed	×21	15	54m→465m	VIRAL
10	paidchatter	×21	20	61m→394m	VIRAL

Keyword cloud

TOP 18 TOKENS

bucky₁₀₅₇that₅₆₀this₄₆₆jay3₄₂₀what₄₁₀like₄₀₈https₃₇₂leave₃₃₀curious₃₂₀with₃₁₁your₂₇₅more₂₇₀just₂₅₈still₂₄₀playing₂₂₀good₂₁₇have₂₀₉doing₂₀₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

76:00FossabotWALL
Marvel Rivals Season 9 Drops --> Captain America, Nameplate, Emote, AND Skin! Watch for a total of 4 hours to claim ALL!
126:00spicyhottunaPEAK
and then what?
126:00bmbooziePEAK
unc is trippin
126:00shiroace540PEAK
they aren't that big
126:00whatnotcheckersPEAK
Both hands is crazy lmao
126:00brockolli_tvPEAK
what if its cold, do I still need two hands
126:00AntirePEAK
TELL EM UNC EZ

User colors

TOP 16

Participation inequality

1,722 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

22%

17 users

Top 5%

50%

86 users

Top 10%

64%

172 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 msg764USERS764MSGS6.8%
2-4 msgs537USERS1,403MSGS12.4%
5-19 msgs299USERS2,697MSGS23.9%
20+ msgs122USERS6,441MSGS57.0%

122 super-active users (7.1% of chatters) wrote 57% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@jay3119 · by 74 users
@xhoneybadgerrr62 · by 27 users
@sue_the_lord62 · by 19 users
@opex_v354 · by 15 users
@suestoehair47 · by 20 users
@emilytangerine44 · by 25 users
@jay3andemily37 · by 1 users
@phoenixtorment35 · by 20 users
@sabinabee34 · by 17 users
@luksvoid31 · by 13 users

Top interactors

WHO REACHES OUT

fossabot224 sent
opex_v383 sent
suestoehair60 sent
sue_the_lord50 sent
luksvoid45 sent
xhoneybadgerrr41 sent
iamripped41 sent
emilytangerine40 sent
reggies1325637 sent
sabinabee30 sent

Badge mix

TOP 8

SUBSCRIBER4240 · 38%
JUBILEE1293 · 11%
PREMIUM1120 · 10%
BLOSSOM-BADGE698 · 6%
MODERATOR683 · 6%
SUB-GIFTER627 · 6%
BOT-BADGE457 · 4%
JEFF-THE-LAND-SHARK311 · 3%

Core community

194

≥3 interactions

Drive-by

665

1 msg · 0 interactions

Mentions

1,835

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	jay3andemily	37
02	opex_v3	→	sue_the_lord	35
03	sue_the_lord	→	opex_v3	24
04	fossabot	→	jay3twitch	19
05	fossabot	→	jay3	19
06	fossabot	→	morejay3	18
07	fossabot	→	jay3vods	18
08	suestoehair	→	xhoneybadgerrr	10
09	mister24ssss	→	yuestarr	8
10	luksvoid	→	yalbrake	8
11	iamripped	→	benziemane	7
12	hyaahyetthaa	→	fen3kku	7

Chat tape

NOTABLE MESSAGES

00:00BenzieManeOPENER
Yoo
01:00ehecatl87PING
@Jay3 So much for ez lololol
02:00CrystarePING
show me this Jeff The Dinosaur skin @jay3
05:00FossabotPING
SUB TO THE IRL YT CHANNEL!! I TOUCH GRASS - https://www.youtube.com/@jay3andemily
07:00iw6dPING
@jay3 who. is your most played this season
08:00NiteRyda8PING
big streaking over here @Jay3

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

0.71

0 = broad, 1 = few voices

Loyal chatters

421

≥5 msgs

Sub messages

38%

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY0.6%
CAPS RAGE4.0%
SPAM/PASTA5.2%
BOT MSGS4.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×109	1	5m→476m	BOT TIMER
LINK	x.com	×76	2	76m→469m	BOT TIMER
CMD	!bucky	×68	41	6m→480m	ORGANIC
CMD	!pp	×49	42	32m→456m	ORGANIC
LINK	twitch.tv	×39	9	17m→490m	BOT TIMER
CMD	!age	×30	25	128m→141m	ORGANIC
LINK	cherrypick.gg	×23	1	21m→490m	BOT TIMER
LINK	help.twitch.tv	×20	1	7m→479m	BOT TIMER
CMD	!drops	×20	19	76m→469m	ORGANIC
LINK	linktr.ee	×19	1	2m→474m	BOT TIMER
LINK	tiktok.com	×19	1	10m→481m	BOT TIMER
LINK	youtu.be	×19	1	12m→484m	BOT TIMER
LINK	instagram.com	×19	1	14m→487m	BOT TIMER
LINK	cameo.com	×18	1	20m→465m	BOT TIMER

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

ES1.2%
EN34.5%
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 11,305CHATTERS 1722POS 1,267NEG 55TOP KEYWORD “BUCKY” ×1057GINI 0.711BOTS 2PEAK ×6.8 @ 126m

Jay3's Marvel Rivals stream "[DROPS] 1 SUB/GIFT = NEW BADGE (help I'm bald) | Follow socials --> @jay3" on Jul 17, 2026 generated 11,305 messages from 1,722 unique chatters (23 msgs/min average, peaking at 103/min). Sentiment ran 1,267 positive vs 55 negative, and the top keyword was "bucky" (×1057). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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