vanillamace — Just Chatting stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 17, 2026 · VOD 2821822426

Chat mood & viewers

51,185 MSGS

Positive

3,421

6.7% of msgs

Negative

149

0.3% of msgs

Neutral

47,615

93.0% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,421 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

296 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

296 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×6.7clip suggested Watch VOD
61 emote msgs — ×6.7 the average
- greedybat6: AHHH HIII
- maxipad124: VANILLAAAAAA
02:00EMOTES×8.2clip suggested Watch VOD
75 emote msgs — ×8.2 the average
- addie6712: addie6712 watched 85 consecutive streams and sparked a watch streak! vanill171Ro
- rosaliacardona232: vanill171Rosee vanill171Rosee vanill171Rosee vanill171Rosee vanill171Rosee vanil
03:00EMOTES×8.9clip suggested Watch VOD
81 emote msgs — ×8.9 the average
- fatimaposty: vanill171Schocked vanill171Schocked vanill171Schocked
- JordansGotGames: vanill171Littlemonkey vanill171Littlemonkey vanill171Littlemonkey vanill171Littl
04:00EMOTES×7.3clip suggested Watch VOD
67 emote msgs — ×7.3 the average
- ahabagaha: BisexualPride BisexualPride BisexualPride BisexualPride
- jose_menchaca12: vanill171Lurking vanill171Lurking
05:00EMOTES×5.8clip suggested Watch VOD
53 emote msgs — ×5.8 the average
- billieeilishisohot24: billieeilishisohot24 subscribed at Tier 1. They've subscribed for 3 months!
- ahabagaha: caseohPetkitty caseohPetkitty caseohPetkitty

Keyword tracker

TOP 14

that1,942
what1,684
this1,491
just1,377
like1,241
mama1,146
vanilla1,142
have1,005
subscribed1,003
they977
with973
lmao946
love898
your810

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	28	1.00	known	known bot account
streamelements	2	1.00	known	known bot account
il0v3candy	17	0.45	medium	repeated one message ×12 (71% of output)
shi_ckin	16	0.45	medium	repeated one message ×8 (50% of output)
ellyelectra	15	0.45	medium	repeated one message ×8 (53% of output)
336chatoo	15	0.45	medium	repeated one message ×12 (80% of output)
ohhadri	15	0.45	medium	repeated one message ×9 (60% of output)
waddleladybug	13	0.45	medium	repeated one message ×8 (62% of output)
mellifluous_molly	12	0.45	medium	repeated one message ×6 (50% of output)
wapprincesss	12	0.45	medium	repeated one message ×7 (58% of output)
vqlerriaa	12	0.45	medium	repeated one message ×9 (75% of output)
martijae_44	11	0.45	medium	repeated one message ×6 (55% of output)
larybaddie19382	11	0.45	medium	repeated one message ×8 (73% of output)
kaisedits	9	0.45	medium	repeated one message ×6 (67% of output)
sugarpillows	8	0.45	medium	repeated one message ×5 (63% of output)

Emote pulse

TOP 8

vanill171Schocked906
vanill171Rosee814
vanill171Chonies461
vanill171Littlemonkey315
<3240
vanill171Mrstark132
vanill171Ws131
vanill171Luvu128

Evidence tape

6 MSGS

00:00fawnc4tOPENER
AYEEE A MINUTE EARLY MOTHER
03:00uriahdavis186WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
03:00marl33_marsWALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
04:00molly074WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
08:00smallsickWALL
FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan
16:00concha_c0n_t3aPING
@vanillamace if you can invent a new pole move what would u call it?

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump296 min · 414,244 views

Chat rate · per minute

H 519AVG 172.96 PEAKS

burst heat · 0m → 295m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

017:00 · 484 msgs×2.8
trending: “you”
- remilovesyousomuch: remilovesyousomuch watched 50 consecutive streams and sparked a watch streak! hello queen!
- mirandachez11: Hiiiiiiiii
- aluring2: omg ur hair has grown so much u can literally have a ponytail
029:00 · 506 msgs×2.9
trending: “KATIE”
- whitetrashsushi: how’s the air there??
- fwexi_wexi_: no fr same
- ssscorpionnn: ssscorpionnn subscribed at Tier 1.
0312:00 · 483 msgs×2.8
trending: “the”
- nionateyaboi: wait so r we not gon talk abt the lingerie on her mic.. (first time here lowk saw u on tt)
- kuromitohispochacco: i have fried pickles
- Isaamarr: i just got splattered woth blood at work :)
0416:00 · 454 msgs×2.6
trending: “the”
- LydieSquidie: should’ve streamed it
- hlataxes11: abraham’s hat walked so zendayas could run
- ana_carmen12: lincoln cosplay when?
0520:00 · 456 msgs×2.6
trending: “what”
- badbotty07: idk what it is fr
- bumblebeeena: DHU rival school
- lenipon: i don't know what it is
06272:00 · 519 msgs×3
trending: “this”
- fr_willow: POMNI aw kinda cute.
- GrandpaBooty: atomic43Spray atomic43HolyR
- sturniolos4lifeohyeah: right right okay so

Chat tape · highlights

00:00fawnc4tOPENER
AYEEE A MINUTE EARLY MOTHER
03:00uriahdavis186WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
03:00marl33_marsWALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
04:00molly074WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
08:00smallsickWALL
FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan
16:00concha_c0n_t3aPING
@vanillamace if you can invent a new pole move what would u call it?
29:00fratefpsPING
@vanillamace its from ***
30:00fratefpsPING
@vanillamace its from this ***

Top chatter

RANK 01

toyotath0ng

MSGS
SENT

FIRST SEEN 1:00 · 0.6% OF ALL CHAT

Unique chatters

8,355

2% of viewers

Msgs / chatter

6.1

51,185 msgs total

From subs

32%

16,133 msgs

Bots filtered

30 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS7% OF CHAT

#	Chatter	Badges	Msgs	Share
01	toyotath0ng		294	0.6%
02	yuppalondra	MOD	292	0.6%
03	jijinsoulfromloona	SUB	217	0.4%
04	ifkiko		213	0.4%
05	soph2litt		209	0.4%
06	Gab_Designs	SUB	206	0.4%
07	l33am		174	0.3%
08	sturniolos4lifeohyeah	SUB	159	0.3%
09	sweatypalms2006		156	0.3%
10	Bacopan_		151	0.3%
11	stfujessicaa	MOD	149	0.3%
12	r4vealln1ght		147	0.3%
13	vanillagays		145	0.3%
14	watarases		144	0.3%
15	cinnamonmgirl	SUB	144	0.3%
16	alexbp99_	SUB	130	0.3%
17	Luminoee	SUB	128	0.3%
18	thewoopisland	SUB	125	0.2%
19	twotrickponies		115	0.2%
20	tiajmn	SUB	115	0.2%

User types · badge mix

124 BADGES

SUBSCRIBER15,757 · 31%
PREMIUM6,604 · 13%
BLOSSOM-BADGE5,360 · 10%
BLOOM-BADGE2,329 · 5%
QSMP21,411 · 3%
SUB-GIFTER1,309 · 3%
TURBO1,110 · 2%
WENT-OUTSIDE1,091 · 2%

New chatters · arrival curve

8355 TOTAL

first-message arrivals · 0m → 295m

643 joined in the first 2 minutes = 8% of all chatters

Returning

2477

≥5 msgs sent

One-and-done

3178

single message

Most mentioned

1,563 @s

@yuppalondra69 · 50u
@stfujessicaa35 · 21u
@bacopan_26 · 15u
@vanillamace22 · 14u
@viiclynn22 · 17u
@croca32319 · 14u
@lunrstr18 · 10u
@toyotath0ng17 · 12u

Top interactors

WHO PINGS MOST

yuppalondra99
jijinsoulfromloona30
toyotath0ng21
bacopan_21
croca32319
yella_birdie16
disgracetomyfamily15
viiclynn13

Chat tape

NOTABLE MSGS

00:00fawnc4tOPENER
AYEEE A MINUTE EARLY MOTHER
03:00uriahdavis186WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
03:00marl33_marsWALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
04:00molly074WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
08:00smallsickWALL
FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan
16:00concha_c0n_t3aPING
@vanillamace if you can invent a new pole move what would u call it?
29:00fratefpsPING
@vanillamace its from ***
30:00fratefpsPING
@vanillamace its from this ***

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

2,071 msgs

Top 50 chatters

12%

6,183 msgs

Remaining

8305

share 88%

TOP 10 · 4%REST · 8345 CHATTERS · 96%

vanill171Schocked ×906vanill171Rosee ×814vanill171Chonies ×461vanill171Littlemonkey ×315<3 ×240vanill171Mrstark ×132vanill171Ws ×131vanill171Luvu ×128vanill171Hype ×125vanill171Hiiii ×119

Emote volume

MSGS W/ EMOTES

Of all messages

5.3%

51,185 msgs scanned

Emote codes

5,693 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

6,996

15,733

19,892

6,639

1,660

251

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

Median

18 ch

P90

52 ch

Max

485 ch

Chat DNA

% OF ALL MSGS

Caps rage

16.6%

8,478 msgs

Questions

6.7%

3,407 msgs

Mentions

3.0%

1,560 @calls

Commands

0.1%

46 !calls

CAPS16.6%
QUESTIONS6.7%
MENTIONS3.0%
COMMANDS0.1%

Top multiplier

#1 EMOTE

vanill171Schocked

official emote · per-minute flow

02vanill171Rosee×814
03vanill171Chonies×461
04vanill171Littlemonkey×315

Emote leaderboard

OFFICIAL7TV-STYLE

vanill171Schocked×906
vanill171Rosee×814
vanill171Chonies×461
vanill171Littlemonkey×315
<3×240
vanill171Mrstark×132
vanill171Ws×131
vanill171Luvu×128
vanill171Hype×125
vanill171Hiiii×119
vanill171Monkey×115
vanill171Luv×107
LUL×106
realka58Tongue×98
kairyucSnack×96
vanill171Wut×95

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMAO	×386	223	5m→295m	VIRAL
02	LMAOOO	×264	169	5m→295m	VIRAL
03	LMAOOOO	×154	120	5m→295m	VIRAL
04	LMAOO	×154	99	8m→292m	VIRAL
05	LMFAO	×120	64	8m→292m	VIRAL
06	WHAT	×96	85	10m→285m	VIRAL
07	LMAOOOOO	×89	65	5m→285m	VIRAL
08	HELP	×87	56	6m→292m	VIRAL
09	vanill171Schocked	×77	74	0m→260m	VIRAL
10	vanill171Rosee	×76	73	1m→277m	VIRAL

Keyword cloud

TOP 18 TOKENS

that₁₉₄₂what₁₆₈₄this₁₄₉₁just₁₃₇₇like₁₂₄₁mama₁₁₄₆vanilla₁₁₄₂have₁₀₀₅subscribed₁₀₀₃they₉₇₇with₉₇₃lmao₉₄₆love₈₉₈your₈₁₀girl₆₆₀stream₆₄₇there₆₀₆tier₅₅₇

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

03:00uriahdavis186WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
03:00marl33_marsWALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
04:00molly074WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
08:00smallsickWALL
FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan
45:00kittykat26120WALL
vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill17
66:00ilikedih169WALL
Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 C
257:00andrewfith5nWALL
vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill171Monkey vanill17

User colors

TOP 16

Participation inequality

8,355 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

17%

84 users

Top 5%

40%

418 users

Top 10%

55%

836 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 msg3,178USERS3,178MSGS6.2%
2-4 msgs2,700USERS7,282MSGS14.2%
5-19 msgs1,936USERS17,613MSGS34.4%
20+ msgs541USERS23,112MSGS45.2%

541 super-active users (6.5% of chatters) wrote 45% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@yuppalondra69 · by 50 users
@stfujessicaa35 · by 21 users
@bacopan_26 · by 15 users
@vanillamace22 · by 14 users
@viiclynn22 · by 17 users
@croca32319 · by 14 users
@lunrstr18 · by 10 users
@toyotath0ng17 · by 12 users
@jijinsoulfromloona16 · by 13 users
@imbonezs15 · by 11 users

Top interactors

WHO REACHES OUT

yuppalondra99 sent
jijinsoulfromloona30 sent
toyotath0ng21 sent
bacopan_21 sent
croca32319 sent
yella_birdie16 sent
disgracetomyfamily15 sent
viiclynn13 sent
stfujessicaa13 sent
thewoopisland12 sent

Badge mix

TOP 8

SUBSCRIBER15757 · 31%
PREMIUM6604 · 13%
BLOSSOM-BADGE5360 · 10%
BLOOM-BADGE2329 · 5%
QSMP21411 · 3%
SUB-GIFTER1309 · 3%
TURBO1110 · 2%
WENT-OUTSIDE1091 · 2%

Core community

284

≥3 interactions

Drive-by

3,079

1 msg · 0 interactions

Mentions

1,563

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	yuppalondra	→	stfujessicaa	14
02	speedbumpplaysval	→	bacopan_	12
03	bacopan_	→	speedbumpplaysval	10
04	yuppalondra	→	lunrstr	7
05	ambrodidymus	→	hearts4cupcakes	6
06	yuppalondra	→	viiclynn	5
07	hearts4cupcakes	→	ambrodidymus	5
08	fratefps	→	vanillamace	4
09	sadie_sadie22	→	okayyitzzzoe	4
10	okayyitzzzoe	→	sadie_sadie22	4
11	liljkobie	→	croca323	4
12	lunrstr	→	yuppalondra	4

Chat tape

NOTABLE MESSAGES

00:00fawnc4tOPENER
AYEEE A MINUTE EARLY MOTHER
03:00uriahdavis186WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
03:00marl33_marsWALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
04:00molly074WALL
vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Schocked vanill171Sch
08:00smallsickWALL
FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan FutureMan
16:00concha_c0n_t3aPING
@vanillamace if you can invent a new pole move what would u call it?

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

0.65

0 = broad, 1 = few voices

Loyal chatters

2477

≥5 msgs

Sub messages

32%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.2%
CAPS RAGE16.6%
SPAM/PASTA3.9%
BOT MSGS0.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!prime	×7	5	4m→113m	ORGANIC
LINK	gaming.amazon.com	×7	1	4m→113m	BOT TIMER
CMD	!donate	×6	6	20m→209m	ORGANIC
CMD	!sub	×5	4	21m→285m	ORGANIC
CMD	!dono	×4	4	53m→205m	ORGANIC
CMD	!discord	×4	4	88m→294m	ORGANIC
LINK	discord.gg	×4	1	88m→294m	BOT TIMER
CMD	!uptime	×3	3	93m→191m	ORGANIC
CMD	!time	×3	3	198m→225m	ORGANIC
CMD	!donation	×1	1	18m→18m	ORGANIC
LINK	twitch.tv	×1	1	27m→27m	ORGANIC
CMD	!commands	×1	1	95m→95m	ORGANIC
LINK	streamelements.com	×1	1	95m→95m	BOT TIMER
CMD	!addpoints	×1	1	96m→96m	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

ES2.0%
EN32.5%
OTHER / EMOTE-ONLY65.5%

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 51,185CHATTERS 8355POS 3,421NEG 149TOP KEYWORD “THAT” ×1942GINI 0.651BOTS 15PEAK ×12.3 @ 10m

vanillamace's Just Chatting stream "WHO KNOWS JUST COME HANG OUT" on Jul 17, 2026 generated 51,185 messages from 8,355 unique chatters (172.9 msgs/min average, peaking at 519/min). Sentiment ran 3,421 positive vs 149 negative, and the top keyword was "that" (×1942). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

vanillamace stream analytics summary