Bigpuffer — Just Chatting stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Just Chatting

Jul 19, 2026 · VOD 2824133738

Chat mood & viewers

9,945 MSGS

Positive

1,285

12.9% of msgs

Negative

0.8% of msgs

Neutral

8,581

86.3% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,285 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

193:000.70→0.00Δ-0.70
206:000.00→0.67Δ+0.67
207:000.67→0.00Δ-0.67
97:000.15→0.78Δ+0.63
228:000.00→0.61Δ+0.61
336:00-0.12→0.49Δ+0.61

Mood regime · per minute

337 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

337 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

02:00SPIKE×14.5clip suggested Watch VOD
429 msgs — ×14.5 the stream average
- saviiix_2000: HOLD THE NIGHT
- newtinstinct21: VIVA SPAIN
02:00EMOTES×7.9clip suggested Watch VOD
26 emote msgs — ×7.9 the average
- saviiix_2000: HOLD THE NIGHT
- newtinstinct21: VIVA SPAIN
03:00INFLUX×20.8clip suggested Watch VOD
105 first-time chatters in one minute (raid-like influx)
- ItzRealzy: I MAY NOT LIKE SPAIN BUT YESSSS THAG ARGENTINA LOSE!!!
- Itsa_Aloe: L NOTIFICATION
03:00SPIKE×8.8clip suggested Watch VOD
260 msgs — ×8.8 the stream average
- ItzRealzy: I MAY NOT LIKE SPAIN BUT YESSSS THAG ARGENTINA LOSE!!!
- Itsa_Aloe: L NOTIFICATION
03:00EMOTES×7.9clip suggested Watch VOD
26 emote msgs — ×7.9 the average
- ItzRealzy: I MAY NOT LIKE SPAIN BUT YESSSS THAG ARGENTINA LOSE!!!
- Itsa_Aloe: L NOTIFICATION

Keyword tracker

TOP 14

that391
spain311
what275
subscribed258
this257
game245
puffer193
just186
they170
like169
tier166
with158
argentina155
have152

Bot radar

6 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	186	1.00	known	known bot account
vertaro	14	0.45	medium	repeated one message ×7 (50% of output)
infernodrive200	14	0.45	medium	repeated one message ×7 (50% of output)
tdd_fusionslicer	8	0.45	medium	repeated one message ×5 (63% of output)
zandyboiii	8	0.45	medium	repeated one message ×5 (63% of output)
awesomedude2309	8	0.45	medium	repeated one message ×7 (88% of output)

Emote pulse

TOP 8

KEKW486
bigpuffGroove350
bigpuffBongo137
bigpuffYay122
LUL106
pezzyWiggle100
bigpuffSalute60
Kappa55

Evidence tape

6 MSGS

00:00Astro__199OPENER
YO
02:00saviiix_2000PEAK
HOLD THE NIGHT
02:00colecrazy457PEAK
WHERE ALL MY SPAIN FANS AT
02:00bambi_814PEAK
RAHHHH FUCK ARGENTINA bigpuffLETSGO
02:00deathy213PEAK
what u plaing sir puffington the first
02:00moomoocow2458PEAK
LETS GO SPAIN

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

sonicsuperfansd

MSGS
SENT

FIRST SEEN 7:00 · 3.3% OF ALL CHATSUB

Unique chatters

1,700

2% of viewers

Msgs / chatter

5.8

9,945 msgs total

From subs

29%

2,915 msgs

Bots filtered

186 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS24% OF CHAT

#	Chatter	Badges	Msgs	Share
01	sonicsuperfansd	SUB	324	3.3%
02	Racingkats16	SUB	220	2.2%
03	LethalCreator	SUB	188	1.9%
04	Nightbot	MODBOT	186	1.9%
05	redman0220		151	1.5%
06	literall0_0	SUB	150	1.5%
07	YAEStine		138	1.4%
08	bobrosscutout_	SUB	137	1.4%
09	HellCarpet		100	1.0%
10	Haviktrocity	MOD	99	1.0%
11	LiTH_Fr	SUB	89	0.9%
12	abrlckwall		85	0.9%
13	Mel_playz16	SUB	83	0.8%
14	unknownautistico		75	0.8%
15	TheStrategist40k		73	0.7%
16	battletestedguardian		73	0.7%
17	XDXenonTV		70	0.7%
18	adr_gumball		66	0.7%
19	kingdemarco6277		65	0.7%
20	SlerpupLikesRabbits		56	0.6%

User types · badge mix

99 BADGES

SUBSCRIBER2,901 · 29%
BLOSSOM-BADGE845 · 8%
PREMIUM573 · 6%
MODERATOR398 · 4%
NASA-ARTEMIS-II255 · 3%
TWITCH-RECAP-2025228 · 2%
DITTO211 · 2%
SUB-GIFTER208 · 2%

New chatters · arrival curve

1700 TOTAL

first-message arrivals · 0m → 336m

113 joined in the first 2 minutes = 7% of all chatters

Returning

415

≥5 msgs sent

One-and-done

736

single message

Most mentioned

1,233 @s

@racingkats1689 · 24u
@sonicsuperfansd86 · 31u
@bobrosscutout_76 · 17u
@lethalcreator76 · 25u
@redman022062 · 17u
@hellcarpet48 · 15u
@unknownautistico44 · 16u
@haviktrocity43 · 20u

Top interactors

WHO PINGS MOST

racingkats16137
lethalcreator97
sonicsuperfansd94
bobrosscutout_88
unknownautistico44
redman022040
hellcarpet30
abrlckwall30

Chat tape

NOTABLE MSGS

00:00Astro__199OPENER
YO
02:00saviiix_2000PEAK
HOLD THE NIGHT
02:00colecrazy457PEAK
WHERE ALL MY SPAIN FANS AT
02:00bambi_814PEAK
RAHHHH FUCK ARGENTINA bigpuffLETSGO
02:00deathy213PEAK
what u plaing sir puffington the first
02:00moomoocow2458PEAK
LETS GO SPAIN
02:00Mel_playz16PEAK
KEKW i just saw the noti that popped up on twitch "argentina sucks'
03:00turtleman4334PING
what’s the plan today @bigpuffer

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

17%

1,693 msgs

Top 50 chatters

37%

3,678 msgs

Remaining

1650

share 63%

TOP 10 · 17%REST · 1690 CHATTERS · 83%

KEKW ×486bigpuffGroove ×350bigpuffBongo ×137bigpuffYay ×122LUL ×106pezzyWiggle ×100bigpuffSalute ×60Kappa ×55bigpuffStare ×54DinoDance ×43

Emote volume

MSGS W/ EMOTES

Of all messages

11.2%

9,945 msgs scanned

Emote codes

2,026 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

2,086

2,615

3,417

1,463

325

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

Median

17 ch

P90

55 ch

Max

417 ch

Chat DNA

% OF ALL MSGS

Caps rage

11.0%

1,094 msgs

Questions

6.4%

633 msgs

Mentions

12.4%

1,230 @calls

Commands

0.7%

70 !calls

CAPS11.0%
QUESTIONS6.4%
MENTIONS12.4%
COMMANDS0.7%

Top multiplier

#1 EMOTE

KEKW

7tv-style token · per-minute flow

02bigpuffGroove×350
03bigpuffBongo×137
04bigpuffYay×122

Emote leaderboard

OFFICIAL7TV-STYLE

KEKW×486
bigpuffGroove×350
bigpuffBongo×137
bigpuffYay×122
LUL×106
pezzyWiggle×100
bigpuffSalute×60
Kappa×55
bigpuffStare×54
DinoDance×43
bigpuffPog×38
bigpuffYap×38
sogrizHUH×28
pezzyStare×26
bigpuffYo×24
bigpuffHowdy×24

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	KEKW	×327	135	4m→336m	VIRAL
02	LETSGO	×62	49	2m→332m	VIRAL
03	AAAA	×58	32	25m→169m	VIRAL
04	LMAO	×47	33	0m→336m	VIRAL
05	HUHH	×38	30	0m→251m	VIRAL
06	hi yt	×37	34	23m→25m	VIRAL
07	HI YT	×36	32	23m→25m	VIRAL
08	W SPAIN	×34	34	0m→6m	VIRAL
09	!squad	×33	30	16m→223m	VIRAL
10	For the fallen soldier bigpuffSalute	×29	1	2m→334m	NICHE

Keyword cloud

TOP 18 TOKENS

that₃₉₁spain₃₁₁what₂₇₅subscribed₂₅₈this₂₅₇game₂₄₅puffer₁₉₃just₁₈₆they₁₇₀like₁₆₉tier₁₆₆with₁₅₈argentina₁₅₅have₁₅₂they've₁₄₀months₁₃₇good₁₂₇fuck₁₂₂

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

02:00saviiix_2000PEAK
HOLD THE NIGHT
02:00colecrazy457PEAK
WHERE ALL MY SPAIN FANS AT
02:00bambi_814PEAK
RAHHHH FUCK ARGENTINA bigpuffLETSGO
02:00deathy213PEAK
what u plaing sir puffington the first
02:00moomoocow2458PEAK
LETS GO SPAIN
02:00Mel_playz16PEAK
KEKW i just saw the noti that popped up on twitch "argentina sucks'
04:00nickgiliganWALL
nickgiligan subscribed with Prime. They've subscribed for 60 months, currently on a 53 month streak! no way is this 5 ye

User colors

TOP 16

Participation inequality

1,700 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

23%

17 users

Top 5%

46%

85 users

Top 10%

60%

170 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 msg736USERS736MSGS7.4%
2-4 msgs549USERS1,449MSGS14.6%
5-19 msgs313USERS2,848MSGS28.6%
20+ msgs102USERS4,912MSGS49.4%

102 super-active users (6.0% of chatters) wrote 49% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@racingkats1689 · by 24 users
@sonicsuperfansd86 · by 31 users
@bobrosscutout_76 · by 17 users
@lethalcreator76 · by 25 users
@redman022062 · by 17 users
@hellcarpet48 · by 15 users
@unknownautistico44 · by 16 users
@haviktrocity43 · by 20 users
@bfsoba29 · by 9 users
@abrlckwall28 · by 12 users

Top interactors

WHO REACHES OUT

racingkats16137 sent
lethalcreator97 sent
sonicsuperfansd94 sent
bobrosscutout_88 sent
unknownautistico44 sent
redman022040 sent
hellcarpet30 sent
abrlckwall30 sent
haviktrocity29 sent
ggg_gala_aaa23 sent

Badge mix

TOP 8

SUBSCRIBER2901 · 29%
BLOSSOM-BADGE845 · 8%
PREMIUM573 · 6%
MODERATOR398 · 4%
NASA-ARTEMIS-II255 · 3%
TWITCH-RECAP-2025228 · 2%
DITTO211 · 2%
SUB-GIFTER208 · 2%

Core community

123

≥3 interactions

Drive-by

704

1 msg · 0 interactions

Mentions

1,233

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	racingkats16	→	lethalcreator	20
02	lethalcreator	→	racingkats16	16
03	racingkats16	→	bobrosscutout_	15
04	sonicsuperfansd	→	bobrosscutout_	12
05	racingkats16	→	redman0220	12
06	racingkats16	→	aurorasc_	11
07	bobrosscutout_	→	racingkats16	11
08	bobrosscutout_	→	redman0220	11
09	lethalcreator	→	redman0220	11
10	sonicsuperfansd	→	weebiswuuu	11
11	bobrosscutout_	→	sonicsuperfansd	10
12	racingkats16	→	sonicsuperfansd	10

Chat tape

NOTABLE MESSAGES

00:00Astro__199OPENER
YO
02:00saviiix_2000PEAK
HOLD THE NIGHT
02:00colecrazy457PEAK
WHERE ALL MY SPAIN FANS AT
02:00bambi_814PEAK
RAHHHH FUCK ARGENTINA bigpuffLETSGO
02:00deathy213PEAK
what u plaing sir puffington the first
02:00moomoocow2458PEAK
LETS GO SPAIN

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

0.68

0 = broad, 1 = few voices

Loyal chatters

415

≥5 msgs

Sub messages

29%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY2.4%
CAPS RAGE11.0%
SPAM/PASTA9.0%
BOT MSGS1.9%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!squad	×33	30	16m→223m	ORGANIC
LINK	twitch.tv	×28	6	5m→335m	BOT TIMER
LINK	twitter.com	×17	1	10m→330m	BOT TIMER
LINK	instagram.com	×17	1	10m→330m	BOT TIMER
CMD	!discord	×7	6	11m→327m	ORGANIC
LINK	discord.gg	×7	1	11m→327m	BOT TIMER
CMD	!game	×6	2	24m→232m	ORGANIC
CMD	!bbl	×3	3	16m→25m	ORGANIC
LINK	gamersupps.gg	×3	1	16m→25m	BOT TIMER
CMD	!editcom	×3	1	26m→238m	ORGANIC
CMD	!lurk	×3	2	56m→143m	ORGANIC
CMD	!shinygift	×3	3	132m→242m	ORGANIC
CMD	!rank	×2	2	315m→333m	ORGANIC
CMD	!bonk	×2	2	325m→328m	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

ES1.4%
EN29.9%
OTHER / EMOTE-ONLY68.7%

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 9,945CHATTERS 1700POS 1,285NEG 79TOP KEYWORD “THAT” ×391GINI 0.681BOTS 6PEAK ×20.8 @ 3m

Bigpuffer's Just Chatting stream "yo !gamersupps" on Jul 19, 2026 generated 9,945 messages from 1,700 unique chatters (29.5 msgs/min average, peaking at 429/min). Sentiment ran 1,285 positive vs 79 negative, and the top keyword was "that" (×391). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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