jennmcallister — Just Chatting stream analytics — Jul 16, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 16, 2026 · VOD 2820990678

Chat mood & viewers

18,115 MSGS

Positive

598

3.3% of msgs

Negative

0.2% of msgs

Neutral

17,484

96.5% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

598 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

160 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

160 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

02:00EMOTES×3.8clip suggested Watch VOD
24 emote msgs — ×3.8 the average
- purpleunicornpickle: JENN WAKEY WAKEY
- izzy_ailean: hey chat and hey mods i missed ya (i saw u two days ago)
03:00INFLUX×4.9clip suggested Watch VOD
53 first-time chatters in one minute (raid-like influx)
- amber3709: AYEYEYEYETE
- velazquezmanny: will we see birdo today
04:00INFLUX×4.6clip suggested Watch VOD
49 first-time chatters in one minute (raid-like influx)
- leonkennedy3rdleg: BLONDE BOB
- okaypinksay: @turnerwingstop LOVE HER
05:00INFLUX×8.7clip suggested Watch VOD
94 first-time chatters in one minute (raid-like influx)
- camillejanine: camillejanine watched 90 consecutive streams and sparked a watch streak! hi jenn
- giselethequeennn: Eeeeeeeeeeeeee
06:00EMOTES×9.5clip suggested Watch VOD
60 emote msgs — ×9.5 the average
- Aalasia_will: LOOK AT THAT RINGGGG CONGRATS
- cleet_are_us: NAKED GRANDMA

Keyword tracker

TOP 14

jenn752
that723
what574
subscribed511
this457
just447
pizza417
ricky381
like316
with286
they've265
months255
sick249
have236

Bot radar

2 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	102	1.00	known	known bot account
undeadtaylxr	12	0.55	medium	10 messages fired <2s apart · 12 msgs/min sustained

Emote pulse

TOP 8

mcallisterCANCELED1,978
mcallisterCLOWN1,326
mcallisterLOOKING454
mcallisterFIRE404
mcallisterSPIN374
mcallisterJAIL359
mcallisterCOOL288
mcallisterEMOJI264

Evidence tape

6 MSGS

00:00ilovebillie13OPENER
AYEEEE
01:00SquirrtmasterPING
@jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI
06:00Aalasia_willPEAK
LOOK AT THAT RINGGGG CONGRATS
06:00cleet_are_usPEAK
NAKED GRANDMA
06:00lordsammy21PEAK
LISTEN TO PHRESHBOYSWAG
06:00rezykgnavPEAK
GET HER BANNEDDD!!

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

bigbibumpenpoof

MSGS
SENT

FIRST SEEN 2:00 · 1.7% OF ALL CHATSUB

Unique chatters

1,723

3% of viewers

Msgs / chatter

10.5

18,115 msgs total

From subs

33%

5,891 msgs

Bots filtered

102 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS21% OF CHAT

#	Chatter	Badges	Msgs	Share
01	bigbibumpenpoof	SUB	301	1.7%
02	jennthejiggler		283	1.6%
03	jeefica	MOD	275	1.5%
04	jennylcoholic	SUB	250	1.4%
05	mjonlywatchesjenn		245	1.4%
06	ThickThighPusheSalad	SUB	198	1.1%
07	putmeinafurnace		195	1.1%
08	ethanful	MOD	193	1.1%
09	luciedevinex		193	1.1%
10	tylaaryal		186	1.0%
11	ilovebtsandjennmakesmyhw	SUB	184	1.0%
12	giselethequeennn		178	1.0%
13	Jenns_dragQueen	SUB	171	0.9%
14	THE_DEVIL_MADE_JENN_DO_IT	SUB	165	0.9%
15	ariapou		164	0.9%
16	jujuxslay	MOD	152	0.8%
17	ShovStikUpAssCallCandyApl		143	0.8%
18	pervertorangeisdanewblack		138	0.8%
19	c00chiejuulce	SUB	134	0.7%
20	PissedMeOffAndRuinedMyDay	SUB	131	0.7%

User types · badge mix

68 BADGES

SUBSCRIBER5,804 · 32%
PREMIUM2,615 · 14%
PURPLE-NOOB1,231 · 7%
BLOSSOM-BADGE861 · 5%
MODERATOR843 · 5%
SUB-GIFTER595 · 3%
BLOOM-BADGE496 · 3%
TURBO310 · 2%

New chatters · arrival curve

1723 TOTAL

first-message arrivals · 0m → 159m

343 joined in the first 2 minutes = 20% of all chatters

Returning

594

≥5 msgs sent

One-and-done

615

single message

Most mentioned

762 @s

@jeefica76 · 37u
@ethanful44 · 29u
@bigbibumpenpoof26 · 16u
@pervertorangeisdanewblack20 · 14u
@megsval17 · 11u
@the_devil_made_jenn_do_it16 · 11u
@thickthighpushesalad15 · 8u
@giselethequeennn15 · 11u

Top interactors

WHO PINGS MOST

jeefica99
jujuxslay51
megsval47
bigbibumpenpoof31
lilly695427
giselethequeennn27
ethanful26
sposnasti20

Chat tape

NOTABLE MSGS

00:00ilovebillie13OPENER
AYEEEE
01:00SquirrtmasterPING
@jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI
06:00Aalasia_willPEAK
LOOK AT THAT RINGGGG CONGRATS
06:00cleet_are_usPEAK
NAKED GRANDMA
06:00lordsammy21PEAK
LISTEN TO PHRESHBOYSWAG
06:00rezykgnavPEAK
GET HER BANNEDDD!!
06:00ThickThighPusheSaladPEAK
MAWMAW TOS!!!
06:00ana__carmonaPEAK
mcallisterGINGERSPIN mcallisterGINGERSPIN mcallisterGINGERSPIN

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

13%

2,319 msgs

Top 50 chatters

37%

6,666 msgs

Remaining

1673

share 63%

TOP 10 · 13%REST · 1713 CHATTERS · 87%

mcallisterCANCELED ×1978mcallisterCLOWN ×1326mcallisterLOOKING ×454mcallisterFIRE ×404mcallisterSPIN ×374mcallisterJAIL ×359mcallisterCOOL ×288mcallisterEMOJI ×264mcallisterGINGERSPIN ×258mcallisterBOTTLESMASH ×172

Emote volume

MSGS W/ EMOTES

Of all messages

5.6%

18,115 msgs scanned

Emote codes

7,377 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

3,698

6,210

5,869

1,666

515

152

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

Median

14 ch

P90

47 ch

Max

499 ch

Chat DNA

% OF ALL MSGS

Caps rage

27.1%

4,918 msgs

Questions

6.8%

1,227 msgs

Mentions

4.2%

755 @calls

Commands

0.5%

83 !calls

CAPS27.1%
QUESTIONS6.8%
MENTIONS4.2%
COMMANDS0.5%

Top multiplier

#1 EMOTE

mcallisterCANCELED

official emote · per-minute flow

02mcallisterCLOWN×1326
03mcallisterLOOKING×454
04mcallisterFIRE×404

Emote leaderboard

OFFICIAL7TV-STYLE

mcallisterCANCELED×1,978
mcallisterCLOWN×1,326
mcallisterLOOKING×454
mcallisterFIRE×404
mcallisterSPIN×374
mcallisterJAIL×359
mcallisterCOOL×288
mcallisterEMOJI×264
mcallisterGINGERSPIN×258
mcallisterBOTTLESMASH×172
mcallisterZOOM×168
mcallisterBLUEEYES×148
<3×112
mcallisterTHECONCEPT×112
mcallisterWAR×88
mcallisterWIGREMOVAL×82

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMAO	×99	66	6m→155m	VIRAL
02	WHAT	×78	60	5m→147m	VIRAL
03	LMAOO	×50	32	5m→113m	VIRAL
04	FHRITP	×42	41	112m→118m	VIRAL
05	IRRY	×41	36	4m→22m	VIRAL
06	SLAYIZZA	×38	34	4m→44m	VIRAL
07	LMAOOO	×37	32	6m→129m	VIRAL
08	YESSS	×33	26	6m→159m	VIRAL
09	If you have an Amazon Prime account, you can link it to your Twitch account and get 1 FREE sub a month! (only works on desktop) CLICK HERE: https://www.twitch.tv/prime	×32	1	0m→155m	NICHE
10	HI YOUTUBE	×32	29	0m→32m	VIRAL

Keyword cloud

TOP 18 TOKENS

jenn₇₅₂that₇₂₃what₅₇₄subscribed₅₁₁this₄₅₇just₄₄₇pizza₄₁₇ricky₃₈₁like₃₁₆with₂₈₆they've₂₆₅months₂₅₅sick₂₄₉have₂₃₆youtube₂₂₂your₂₂₁tier₂₁₆lmao₂₁₃

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

06:00Aalasia_willPEAK
LOOK AT THAT RINGGGG CONGRATS
06:00cleet_are_usPEAK
NAKED GRANDMA
06:00lordsammy21PEAK
LISTEN TO PHRESHBOYSWAG
06:00rezykgnavPEAK
GET HER BANNEDDD!!
06:00ThickThighPusheSaladPEAK
MAWMAW TOS!!!
06:00ana__carmonaPEAK
mcallisterGINGERSPIN mcallisterGINGERSPIN mcallisterGINGERSPIN
22:00xoxobtxx0WALL
HELLLOOOOOO YOUTUBE mcallisterSPIN mcallisterSPIN mcallisterSPIN mcallisterSPIN mcallisterSPIN mcallisterSPIN mcallister

User colors

TOP 16

Participation inequality

1,723 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

19%

17 users

Top 5%

48%

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 msg615USERS615MSGS3.4%
2-4 msgs514USERS1,354MSGS7.5%
5-19 msgs384USERS3,704MSGS20.4%
20+ msgs210USERS12,442MSGS68.7%

210 super-active users (12.2% of chatters) wrote 69% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@jeefica76 · by 37 users
@ethanful44 · by 29 users
@bigbibumpenpoof26 · by 16 users
@pervertorangeisdanewblack20 · by 14 users
@megsval17 · by 11 users
@the_devil_made_jenn_do_it16 · by 11 users
@thickthighpushesalad15 · by 8 users
@giselethequeennn15 · by 11 users
@jujuxslay13 · by 10 users
@tylaaryal13 · by 9 users

Top interactors

WHO REACHES OUT

jeefica99 sent
jujuxslay51 sent
megsval47 sent
bigbibumpenpoof31 sent
lilly695427 sent
giselethequeennn27 sent
ethanful26 sent
sposnasti20 sent
kukeydoo0119 sent
thickthighpushesalad18 sent

Badge mix

TOP 8

SUBSCRIBER5804 · 32%
PREMIUM2615 · 14%
PURPLE-NOOB1231 · 7%
BLOSSOM-BADGE861 · 5%
MODERATOR843 · 5%
SUB-GIFTER595 · 3%
BLOOM-BADGE496 · 3%
TURBO310 · 2%

Core community

106

≥3 interactions

Drive-by

597

1 msg · 0 interactions

Mentions

762

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	megsval	→	jeefica	8
02	bigbibumpenpoof	→	jeefica	8
03	the_devil_made_jenn_do_it	→	jeefica	7
04	jeefica	→	the_devil_made_jenn_do_it	6
05	glitrslzt	→	spdereye	5
06	megsval	→	ethanful	5
07	jeefica	→	megsval	5
08	jeefica	→	pervertorangeisdanewblack	5
09	spdereye	→	glitrslzt	4
10	nightbot	→	jeefica	4
11	nightbot	→	ethanful	4
12	jeefica	→	tylaaryal	4

Chat tape

NOTABLE MESSAGES

00:00ilovebillie13OPENER
AYEEEE
01:00SquirrtmasterPING
@jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI
06:00Aalasia_willPEAK
LOOK AT THAT RINGGGG CONGRATS
06:00cleet_are_usPEAK
NAKED GRANDMA
06:00lordsammy21PEAK
LISTEN TO PHRESHBOYSWAG
06:00rezykgnavPEAK
GET HER BANNEDDD!!

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

0.3

chat depth

Community gini

0.74

0 = broad, 1 = few voices

Loyal chatters

594

≥5 msgs

Sub messages

33%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY0.3%
CAPS RAGE27.1%
SPAM/PASTA4.1%
BOT MSGS0.6%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×40	1	0m→155m	BOT TIMER
CMD	!game	×9	4	21m→150m	ORGANIC
CMD	!discord	×8	3	13m→20m	ORGANIC
LINK	discord.gg	×7	2	13m→20m	BOT TIMER
CMD	!ricky	×6	2	4m→31m	ORGANIC
CMD	!ad	×6	2	6m→55m	ORGANIC
CMD	!time	×5	4	13m→159m	ORGANIC
CMD	!suggestions	×4	3	12m→123m	ORGANIC
CMD	!uptime	×4	4	73m→156m	ORGANIC
CMD	!vodchannel	×3	2	10m→159m	ORGANIC
LINK	youtube.com	×3	1	10m→159m	BOT TIMER
CMD	!summary	×3	2	21m→114m	ORGANIC
CMD	!prime	×2	2	3m→14m	ORGANIC
CMD	!gift	×2	2	12m→43m	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

ES1.2%
EN26.9%
OTHER / EMOTE-ONLY71.9%

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 18,115CHATTERS 1723POS 598NEG 33TOP KEYWORD “JENN” ×752GINI 0.739BOTS 2PEAK ×13.2 @ 38m

jennmcallister's Just Chatting stream "we open a (not shady) pizzeria! " on Jul 16, 2026 generated 18,115 messages from 1,723 unique chatters (113.2 msgs/min average, peaking at 444/min). Sentiment ran 598 positive vs 33 negative, and the top keyword was "jenn" (×752). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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jennmcallister stream analytics summary