KanelJoseph — Streamer University stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 19, 2026 · VOD 2823632961

Chat mood & viewers

85,514 MSGS

Positive

3,376

3.9% of msgs

Negative

831

1.0% of msgs

Neutral

81,307

95.1% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

3,376 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

74:000.34→0.03Δ-0.31
27:000.10→0.39Δ+0.29
73:000.05→0.34Δ+0.29

Mood regime · per minute

661 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

661 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

18:00INFLUX×11.3clip suggested Watch VOD
145 first-time chatters in one minute (raid-like influx)
- aubreye_f12: YO KANEL I JUSt JOiNED
- cgu_ttv: kanel fine af
19:00INFLUX×18.2clip suggested Watch VOD
234 first-time chatters in one minute (raid-like influx)
- krystalmeth666: ts actually ruined my night
- dondogus: !watchtime
19:00EMOTES×8.2clip suggested Watch VOD
23 emote msgs — ×8.2 the average
- krystalmeth666: ts actually ruined my night
- dondogus: !watchtime
20:00INFLUX×10clip suggested Watch VOD
128 first-time chatters in one minute (raid-like influx)
- swazzypacman: Shit getting clipped
- dagoat54367: WASH YOU HANDS
79:00EMOTES×8.9clip suggested Watch VOD
25 emote msgs — ×8.9 the average
- jaxspeaksfaxx: kaneljLpr kaneljLpr kaneljLpr kaneljLpr kaneljLpr
- solace119: Janel tryna rizz all the girls up in streamer u

Keyword tracker

TOP 14

kanel2,738
points1,140
that1,066
what1,030
kaneljoseph979
sleep937
your818
watching738
with729
like711
watchtime702
this701
just658
dennis627

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	1,708	1.00	known	known bot account
lololouiskell	10	1.00	high	repeated one message ×5 (50% of output) · 7 messages fired <2s apart · 10 msgs/min sustained
krustyvlogs	453	0.75	high	repeated one message ×227 (50% of output) · 326 messages fired <2s apart
matthewed	34	0.75	high	repeated one message ×27 (79% of output) · 16 messages fired <2s apart
m4bba__	1,726	0.55	medium	207 messages fired <2s apart · 6.5 msgs/min sustained
knightgoat	343	0.55	medium	8 messages fired <2s apart · 6.3 msgs/min sustained
loipouib	188	0.55	medium	6 messages fired <2s apart · 6.6 msgs/min sustained
fatpotatoz_	187	0.55	medium	14 messages fired <2s apart · 6.6 msgs/min sustained
conservator12	110	0.55	medium	6 messages fired <2s apart · 6.3 msgs/min sustained
kilecrafxx	95	0.55	medium	5 messages fired <2s apart · 8.1 msgs/min sustained
jessczx	82	0.55	medium	5 messages fired <2s apart · 8.1 msgs/min sustained
dolerian55isback	51	0.55	medium	3 messages fired <2s apart · 6.3 msgs/min sustained
naclipd	46	0.55	medium	3 messages fired <2s apart · 6.6 msgs/min sustained
juanhoolio	43	0.55	medium	4 messages fired <2s apart · 6.4 msgs/min sustained
caitlym_	39	0.55	medium	11 messages fired <2s apart · 6.2 msgs/min sustained

Emote pulse

TOP 8

kaneljEugene1,578
kaneljDot750
kaneljLpr586
StreamerU2026559
LUL371
kaneljDead360
kaneljWstream206
kaneljRick166

Evidence tape

6 MSGS

00:00KanelsStorageUnitOPENER
kaicBuzz
19:00krystalmeth666PEAK
ts actually ruined my night
19:00StreamElementsPEAK
@dondogus dondogus has spent 2 hours 20 mins watching kaneljoseph
19:00sukno777PEAK
gooooooooooooooooooooooooooo
19:00chrissswazaPEAK
HASKELL WAS RIGHT ABT THIS KID
19:00silly_chudPEAK
SUUUUKIIIII is okkkk

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

m4bba__

MSGS
SENT

FIRST SEEN 369:00 · 2.0% OF ALL CHAT

Unique chatters

8,495

0% of viewers

Msgs / chatter

10.1

85,514 msgs total

From subs

7,152 msgs

Bots filtered

1,708 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS15% OF CHAT

#	Chatter	Badges	Msgs	Share
01	m4bba__		1726	2.0%
02	StreamElements	MODBOT	1708	2.0%
03	jasmin_bdd		1214	1.4%
04	oribiira		935	1.1%
05	Sukii_Bass		807	0.9%
06	alphakennybody_69420		684	0.8%
07	aspectzztv		531	0.6%
08	wolfisar_2		461	0.5%
09	KrustyVlogs	SUBVIP	453	0.5%
10	jjtappedin		446	0.5%
11	bennis_m8	SUB	431	0.5%
12	scrolled1312		397	0.5%
13	adam_1800		389	0.5%
14	manny209er	SUB	375	0.4%
15	knightgoat		343	0.4%
16	hewbertsnothere		328	0.4%
17	X3rxInHD	SUB	321	0.4%
18	drawinghate	SUB	306	0.4%
19	jdjdjxcjwjkxkx		303	0.4%
20	aroyxkenshin		301	0.4%

User types · badge mix

117 BADGES

SUBSCRIBER7,057 · 8%
PREMIUM4,908 · 6%
TURBO3,898 · 5%
FOOTBALL-FEST-20263,478 · 4%
MODERATOR2,772 · 3%
BOT-BADGE1,708 · 2%
NO_VIDEO1,521 · 2%
SPEEDONS-61,214 · 1%

New chatters · arrival curve

8495 TOTAL

first-message arrivals · 0m → 660m

125 joined in the first 2 minutes = 1% of all chatters

Returning

2887

≥5 msgs sent

One-and-done

2991

single message

Most mentioned

2,617 @s

@kaneljoseph74 · 42u
@bot322lol31 · 2u
@axoishere77731 · 8u
@adam_180026 · 20u
@krustyvlogs24 · 20u
@ilntsimm24 · 6u
@jillongej22 · 3u
@anmol69619 · 12u

Top interactors

WHO PINGS MOST

streamelements956
adam_180071
jdjdjxcjwjkxkx55
ilntsimm42
axoishere77736
ne0cu1t3ch22
tuntapapa21
paranoiabro18

Chat tape

NOTABLE MSGS

00:00KanelsStorageUnitOPENER
kaicBuzz
19:00krystalmeth666PEAK
ts actually ruined my night
19:00StreamElementsPEAK
@dondogus dondogus has spent 2 hours 20 mins watching kaneljoseph
19:00sukno777PEAK
gooooooooooooooooooooooooooo
19:00chrissswazaPEAK
HASKELL WAS RIGHT ABT THIS KID
19:00silly_chudPEAK
SUUUUKIIIII is okkkk
19:00mollytoePEAK
suk sad no troll
30:00yasss1kPING
Dennis we need shed updates @kaneljoseph

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

10%

8,965 msgs

Top 50 chatters

22%

19,188 msgs

Remaining

8445

share 78%

TOP 10 · 10%REST · 8485 CHATTERS · 90%

kaneljEugene ×1578kaneljDot ×750kaneljLpr ×586StreamerU2026 ×559LUL ×371kaneljDead ×360kaneljWstream ×206kaneljRick ×166kaneljTrolllaugh ×132Squid2 ×128

Emote volume

MSGS W/ EMOTES

Of all messages

2.2%

85,514 msgs scanned

Emote codes

6,772 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

27,450

37,446

15,572

4,168

769

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

Median

7 ch

P90

30 ch

Max

458 ch

Chat DNA

% OF ALL MSGS

Caps rage

8.1%

6,904 msgs

Questions

1.7%

1,480 msgs

Mentions

3.1%

2,617 @calls

Commands

2.0%

1,753 !calls

CAPS8.1%
QUESTIONS1.7%
MENTIONS3.1%
COMMANDS2.0%

Top multiplier

#1 EMOTE

kaneljEugene

official emote · per-minute flow

02kaneljDot×750
03kaneljLpr×586
04StreamerU2026×559

Emote leaderboard

OFFICIAL7TV-STYLE

kaneljEugene×1,578
kaneljDot×750
kaneljLpr×586
StreamerU2026×559
LUL×371
kaneljDead×360
kaneljWstream×206
kaneljRick×166
kaneljTrolllaugh×132
Squid2×128
PogChamp×128
kaneljHogrida×119
SipTime×103
kaneljGlazing×102
plaqueboyLogo2×98
TwitchConHYPE×96

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	!watchtime	×637	463	3m→658m	VIRAL
02	china	×470	207	166m→623m	VIRAL
03	italy	×458	158	165m→622m	VIRAL
04	india	×325	115	183m→620m	VIRAL
05	japan	×265	124	184m→623m	VIRAL
06	france	×246	99	166m→617m	VIRAL
07	!points	×230	137	10m→655m	VIRAL
08	spain	×229	94	165m→633m	VIRAL
09	peru	×226	70	187m→619m	VIRAL
10	egypt	×218	97	185m→623m	VIRAL

Keyword cloud

TOP 18 TOKENS

kanel₂₇₃₈points₁₁₄₀that₁₀₆₆what₁₀₃₀kaneljoseph₉₇₉sleep₉₃₇your₈₁₈watching₇₃₈with₇₂₉like₇₁₁watchtime₇₀₂this₇₀₁just₆₅₈dennis₆₂₇spent₆₂₆italy₆₁₈gamble₅₉₇china₅₉₆

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

19:00krystalmeth666PEAK
ts actually ruined my night
19:00StreamElementsPEAK
@dondogus dondogus has spent 2 hours 20 mins watching kaneljoseph
19:00sukno777PEAK
gooooooooooooooooooooooooooo
19:00chrissswazaPEAK
HASKELL WAS RIGHT ABT THIS KID
19:00silly_chudPEAK
SUUUUKIIIII is okkkk
19:00mollytoePEAK
suk sad no troll
74:00headlockwwWALL
Announcing the commencement of the annual purge sanctioned by the U.S. Government Weapons of class four and lower have b

User colors

TOP 16

Participation inequality

8,495 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

29%

85 users

Top 5%

53%

425 users

Top 10%

66%

850 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 msg2,991USERS2,991MSGS3.5%
2-4 msgs2,617USERS7,076MSGS8.3%
5-19 msgs2,028USERS18,937MSGS22.1%
20+ msgs859USERS56,510MSGS66.1%

859 super-active users (10.1% of chatters) wrote 66% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@kaneljoseph74 · by 42 users
@bot322lol31 · by 2 users
@axoishere77731 · by 8 users
@adam_180026 · by 20 users
@krustyvlogs24 · by 20 users
@ilntsimm24 · by 6 users
@jillongej22 · by 3 users
@anmol69619 · by 12 users
@squareleezy18 · by 6 users
@alexander2327180318 · by 12 users

Top interactors

WHO REACHES OUT

streamelements956 sent
adam_180071 sent
jdjdjxcjwjkxkx55 sent
ilntsimm42 sent
axoishere77736 sent
ne0cu1t3ch22 sent
tuntapapa21 sent
paranoiabro18 sent
anmol69617 sent
tyty667_t17 sent

Badge mix

TOP 8

SUBSCRIBER7057 · 8%
PREMIUM4908 · 6%
TURBO3898 · 5%
FOOTBALL-FEST-20263478 · 4%
MODERATOR2772 · 3%
BOT-BADGE1708 · 2%
NO_VIDEO1521 · 2%
SPEEDONS-61214 · 1%

Core community

392

≥3 interactions

Drive-by

2,750

1 msg · 0 interactions

Mentions

2,617

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	streamelements	→	bot322lol	30
02	streamelements	→	jillongej	20
03	ilntsimm	→	axoishere777	18
04	axoishere777	→	ilntsimm	16
05	paranoiabro	→	kaneljoseph	14
06	streamelements	→	squareleezy	13
07	streamelements	→	kevinfrancodabeaner	10
08	streamelements	→	jonsku2432	10
09	axoishere777	→	vegitoblue627	10
10	streamelements	→	chrisdephish	9
11	streamelements	→	krazye___	8
12	streamelements	→	wuzzzuuuuuuuh	8

Chat tape

NOTABLE MESSAGES

00:00KanelsStorageUnitOPENER
kaicBuzz
19:00krystalmeth666PEAK
ts actually ruined my night
19:00StreamElementsPEAK
@dondogus dondogus has spent 2 hours 20 mins watching kaneljoseph
19:00sukno777PEAK
gooooooooooooooooooooooooooo
19:00chrissswazaPEAK
HASKELL WAS RIGHT ABT THIS KID
19:00silly_chudPEAK
SUUUUKIIIII is okkkk

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

0.0

chat depth

Community gini

0.74

0 = broad, 1 = few voices

Loyal chatters

2887

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY0.8%
CAPS RAGE8.1%
SPAM/PASTA5.8%
BOT MSGS2.0%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!watchtime	×678	477	3m→658m	ORGANIC
CMD	!gamble	×571	188	9m→655m	ORGANIC
CMD	!points	×235	140	10m→655m	ORGANIC
LINK	discord.gg	×152	4	5m→660m	BOT TIMER
LINK	twitter.com	×136	1	4m→659m	BOT TIMER
LINK	instagram.com	×133	1	4m→659m	BOT TIMER
LINK	x.com	×61	6	20m→634m	BOT TIMER
CMD	!followage	×58	48	9m→399m	ORGANIC
LINK	twitch.tv	×21	2	3m→189m	BOT TIMER
CMD	!sub	×20	1	3m→189m	ORGANIC
CMD	!time	×13	13	106m→642m	ORGANIC
CMD	!roulette	×11	4	102m→289m	ORGANIC
CMD	!discord	×10	10	49m→660m	ORGANIC
CMD	!watch	×9	8	91m→623m	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

ES0.8%
EN12.7%
OTHER / EMOTE-ONLY86.5%

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 85,514CHATTERS 8495POS 3,376NEG 831TOP KEYWORD “KANEL” ×2738GINI 0.745BOTS 15PEAK ×18.2 @ 19m

KanelJoseph's Streamer University stream "STREAMER UNIVERSITY DAY 4 😐| NO MORE GAMES 🙅‍♂️ | DAY 65/120 !discord !insta !twitter" on Jul 19, 2026 generated 85,514 messages from 8,495 unique chatters (129.4 msgs/min average, peaking at 601/min). Sentiment ran 3,376 positive vs 831 negative, and the top keyword was "kanel" (×2738). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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KanelJoseph stream analytics summary