ilikehaskell — Streamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823142228

Chat mood & viewers

120,063 MSGS

Positive

10,175

8.5% of msgs

Negative

3,428

2.9% of msgs

Neutral

106,460

88.7% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

10,175 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

75:000.13→-0.32Δ-0.45
76:00-0.32→0.10Δ+0.42
78:000.05→0.43Δ+0.38
43:000.08→-0.28Δ-0.36
79:000.43→0.07Δ-0.36
85:00-0.13→0.15Δ+0.28

Mood regime · per minute

713 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

713 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×8.7clip suggested Watch VOD
95 emote msgs — ×8.7 the average
- mixxz1: haskel3Crosseyedhaskell
- ttv007phoenix: YAYAYAYAYAYAYA
02:00EMOTES×6.8clip suggested Watch VOD
74 emote msgs — ×6.8 the average
- 43ver__: Niggha what
- advancedplea: Love u to death kid
04:00EMOTES×5.9clip suggested Watch VOD
64 emote msgs — ×5.9 the average
- igc0456: haskel3Crosseyedhaskell
- banana_head19: neegyyyyy
05:00EMOTES×7.2clip suggested Watch VOD
78 emote msgs — ×7.2 the average
- bigplild: haskel3Cutehaskell haskel3Haskellneck
- gcvnvg: haskel3Haskellneck
06:00EMOTES×4.8clip suggested Watch VOD
52 emote msgs — ×4.8 the average
- shootingpi: Haskel you dirty dogggg
- anthr0phobia: YAYYY GOOOO

Keyword tracker

TOP 14

haskell6,396
neegy5,599
kanel2,886
that2,118
this2,042
what1,698
your1,471
with1,290
they1,278
just1,217
chat1,196
wifi1,135
fuck1,104
expelled1,036

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	676	1.00	known	known bot account
ilovebrentt	10	1.00	high	repeated one message ×5 (50% of output) · 3 messages fired <2s apart · 10 msgs/min sustained
miiirrro	24	0.75	high	repeated one message ×17 (71% of output) · 13 messages fired <2s apart
stxrmzerzzzz	12	0.70	high	repeated one message ×6 (50% of output) · 12 msgs/min sustained
nolanwest_	70	0.55	medium	60 messages fired <2s apart · 8.5 msgs/min sustained
maya201125	66	0.55	medium	5 messages fired <2s apart · 15.1 msgs/min sustained
geezaharr1	50	0.55	medium	5 messages fired <2s apart · 6.4 msgs/min sustained
jjuliusmh	36	0.55	medium	22 messages fired <2s apart · 36 msgs/min sustained
macdasddy67	28	0.55	medium	13 messages fired <2s apart · 20.7 msgs/min sustained
willowchuu	26	0.55	medium	6 messages fired <2s apart · 15 msgs/min sustained
rawdogsweden	23	0.55	medium	10 messages fired <2s apart · 11.7 msgs/min sustained
jjxx5sip	19	0.55	medium	5 messages fired <2s apart · 19 msgs/min sustained
bbgdom13	17	0.55	medium	15 messages fired <2s apart · 17 msgs/min sustained
ottonosehurts	17	0.55	medium	5 messages fired <2s apart · 11.2 msgs/min sustained
4foot1and400lbs	17	0.55	medium	7 messages fired <2s apart · 12.4 msgs/min sustained

Emote pulse

TOP 8

haskel3Haskellneck4,348
haskel3Cutehaskell3,490
haskel3Haskellcute22,061
haskel3Haskellsmirk1,857
haskel3Crosseyedhaskell1,716
haskel3Tonguehaskell969
StreamerU2026888
haskel3Walmarthaskell521

Evidence tape

6 MSGS

00:00blommesamlereOPENER
WWW
08:00jahan7499PING
u got 20 subs btw @ilikehaskell
08:00jahan7499PING
u got 20 subs btw @ilikehaskell
12:00CapeFPSPING
he goign to kick u out @ilikehaskell
13:00Mido_G_PING
Kai is telling people to chill with the gel gun @ilikehaskell
13:00CapeFPSPING
if u use a gun, u are expelled gang @ilikehaskell

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

jahan7499

MSGS
SENT

FIRST SEEN 0:00 · 1.4% OF ALL CHATMODSUB

Unique chatters

22,042

1% of viewers

Msgs / chatter

5.4

120,063 msgs total

From subs

7,766 msgs

Bots filtered

676 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS5% OF CHAT

#	Chatter	Badges	Msgs	Share
01	jahan7499	MODSUB	1665	1.4%
02	Fossabot	MODBOT	676	0.6%
03	7؜	MOD	376	0.3%
04	lookingfor_teej		332	0.3%
05	coIIlin	MODSUB	279	0.2%
06	aliviaisamazingg		276	0.2%
07	livehunna	MOD	257	0.2%
08	kj155432		257	0.2%
09	k4sh3l1		243	0.2%
10	zianzzzleepy		228	0.2%
11	kawhileonardkl2		226	0.2%
12	envixitykid		218	0.2%
13	lokizen_		184	0.2%
14	basicbozohere		183	0.2%
15	nanabananaa__		181	0.2%
16	anthr0phobia		178	0.1%
17	thatcoolkidsmart1		174	0.1%
18	ccuhsy		172	0.1%
19	Cj3l	SUB	172	0.1%
20	lucytv2554		170	0.1%

User types · badge mix

140 BADGES

SUBSCRIBER6,888 · 6%
PREMIUM6,812 · 6%
TURBO4,546 · 4%
FOOTBALL-FEST-20263,801 · 3%
MODERATOR3,649 · 3%
TWITCH-RECAP-20252,839 · 2%
NO_VIDEO1,588 · 1%
TWITCH-RECAP-20231,442 · 1%

New chatters · arrival curve

22042 TOTAL

first-message arrivals · 0m → 712m

680 joined in the first 2 minutes = 3% of all chatters

Returning

5694

≥5 msgs sent

One-and-done

9020

single message

Most mentioned

3,629 @s

@ilikehaskell182 · 71u
@jahan7499162 · 105u
@coiilin27 · 16u
@piratescode122 · 20u
@kaneljoseph16 · 4u
@frankymartinlo16 · 10u
@vqluvsme15 · 15u
@yousif12o15 · 12u

Top interactors

WHO PINGS MOST

fossabot184
jahan7499167
stormszz__46
coiilin29
smallbatchalex27
potatbotat25
v4ni___22
tatesraider222

Chat tape

NOTABLE MSGS

00:00blommesamlereOPENER
WWW
08:00jahan7499PING
u got 20 subs btw @ilikehaskell
08:00jahan7499PING
u got 20 subs btw @ilikehaskell
12:00CapeFPSPING
he goign to kick u out @ilikehaskell
13:00Mido_G_PING
Kai is telling people to chill with the gel gun @ilikehaskell
13:00CapeFPSPING
if u use a gun, u are expelled gang @ilikehaskell
45:00CatflictPEAK
brodie jst fix it
45:00lacyishim900PEAK
dumb ah nigga

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

4,589 msgs

Top 50 chatters

10,684 msgs

Remaining

21992

share 91%

TOP 10 · 4%REST · 22032 CHATTERS · 96%

haskel3Haskellneck ×4348haskel3Cutehaskell ×3490haskel3Haskellcute2 ×2061haskel3Haskellsmirk ×1857haskel3Crosseyedhaskell ×1716haskel3Tonguehaskell ×969StreamerU2026 ×888haskel3Walmarthaskell ×521TheIlluminati ×434LUL ×392

Emote volume

MSGS W/ EMOTES

Of all messages

6.5%

120,063 msgs scanned

Emote codes

19,619 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

25,768

44,618

39,224

7,881

2,341

203

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

Median

12 ch

P90

38 ch

Max

481 ch

Chat DNA

% OF ALL MSGS

Caps rage

17.7%

21,251 msgs

Questions

1.8%

2,133 msgs

Mentions

3.0%

3,633 @calls

Commands

0.7%

856 !calls

CAPS17.7%
QUESTIONS1.8%
MENTIONS3.0%
COMMANDS0.7%

Top multiplier

#1 EMOTE

haskel3Haskellneck

official emote · per-minute flow

02haskel3Cutehaskell×3490
03haskel3Haskellcute2×2061
04haskel3Haskellsmirk×1857

Emote leaderboard

OFFICIAL7TV-STYLE

haskel3Haskellneck×4,348
haskel3Cutehaskell×3,490
haskel3Haskellcute2×2,061
haskel3Haskellsmirk×1,857
haskel3Crosseyedhaskell×1,716
haskel3Tonguehaskell×969
StreamerU2026×888
haskel3Walmarthaskell×521
TheIlluminati×434
LUL×392
Squid2×274
haskel3LOVE×175
PowerUpL×166
PowerUpR×159
BigSad×158
Squid1×152

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	neegy	×774	659	0m→712m	VIRAL
02	haskel3Haskellneck	×533	492	1m→712m	VIRAL
03	haskel3Cutehaskell	×457	426	0m→712m	VIRAL
04	!watchtime	×445	382	1m→712m	VIRAL
05	wwww	×256	178	0m→705m	VIRAL
06	haskel3Crosseyedhaskell	×250	237	0m→712m	VIRAL
07	haskel3Haskellsmirk	×237	213	1m→709m	VIRAL
08	haskel3Haskellcute2	×229	219	1m→712m	VIRAL
09	WWWW	×224	183	0m→669m	VIRAL
10	w neegy	×224	190	0m→711m	VIRAL

Keyword cloud

TOP 18 TOKENS

haskell₆₃₉₆neegy₅₅₉₉kanel₂₈₈₆that₂₁₁₈this₂₀₄₂what₁₆₉₈your₁₄₇₁with₁₂₉₀they₁₂₇₈just₁₂₁₇chat₁₁₉₆wifi₁₁₃₅fuck₁₁₀₄expelled₁₀₃₆like₉₅₈love₉₃₃clip₈₇₉back₈₆₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

45:00CatflictPEAK
brodie jst fix it
45:00lacyishim900PEAK
dumb ah nigga
45:00lee2124_PEAK
SHITTY CAMERAMAN
45:00lzz_cnaPEAK
haskel3Cutehaskell haskel3Cutehaskell haskel3Cutehaskell haskel3Cutehaskell
45:00ryzic_632PEAK
UR CHAT IS FROZEN
45:00nerf_pastaPEAK
cant see shi
164:00hiitsjohn25WALL
haskel3Cutehaskell haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 haskel3Haskellcute2 haskel3Crosseyedhaskel

User colors

TOP 16

Participation inequality

22,042 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

19%

220 users

Top 5%

42%

1,102 users

Top 10%

56%

2,204 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 msg9,020USERS9,020MSGS7.5%
2-4 msgs7,328USERS19,584MSGS16.3%
5-19 msgs4,546USERS40,270MSGS33.5%
20+ msgs1,148USERS51,189MSGS42.6%

1,148 super-active users (5.2% of chatters) wrote 43% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@ilikehaskell182 · by 71 users
@jahan7499162 · by 105 users
@coiilin27 · by 16 users
@piratescode122 · by 20 users
@kaneljoseph16 · by 4 users
@frankymartinlo16 · by 10 users
@vqluvsme15 · by 15 users
@yousif12o15 · by 12 users
@jenkinodehe15 · by 9 users
@westinzick15 · by 3 users

Top interactors

WHO REACHES OUT

fossabot184 sent
jahan7499167 sent
stormszz__46 sent
coiilin29 sent
smallbatchalex27 sent
potatbotat25 sent
v4ni___22 sent
tatesraider222 sent
flacogoat20 sent
imsowalker20 sent

Badge mix

TOP 8

SUBSCRIBER6888 · 6%
PREMIUM6812 · 6%
TURBO4546 · 4%
FOOTBALL-FEST-20263801 · 3%
MODERATOR3649 · 3%
TWITCH-RECAP-20252839 · 2%
NO_VIDEO1588 · 1%
TWITCH-RECAP-20231442 · 1%

Core community

588

≥3 interactions

Drive-by

8,628

1 msg · 0 interactions

Mentions

3,629

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	jahan7499	→	ilikehaskell	32
02	stormszz__	→	ilikehaskell	32
03	potatbotat	→	jahan7499	20
04	smallbatchalex	→	ilikehaskell	19
05	leyleyheyhey	→	westinzick	12
06	imsowalker	→	jahan7499	9
07	jahan7499	→	kaneljoseph	8
08	gb_272	→	malikxd	8
09	coiilin	→	jahan7499	7
10	jahan7499	→	imsowalker	7
11	jahan7499	→	coiilin	6
12	malikxd	→	gb_272	6

Chat tape

NOTABLE MESSAGES

00:00blommesamlereOPENER
WWW
08:00jahan7499PING
u got 20 subs btw @ilikehaskell
08:00jahan7499PING
u got 20 subs btw @ilikehaskell
12:00CapeFPSPING
he goign to kick u out @ilikehaskell
13:00Mido_G_PING
Kai is telling people to chill with the gel gun @ilikehaskell
13:00CapeFPSPING
if u use a gun, u are expelled gang @ilikehaskell

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

0.65

0 = broad, 1 = few voices

Loyal chatters

5694

≥5 msgs

Sub messages

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY2.2%
CAPS RAGE17.7%
SPAM/PASTA4.5%
BOT MSGS0.6%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	twitch.tv	×540	167	3m→712m	BOT TIMER
CMD	!watchtime	×460	386	1m→712m	ORGANIC
LINK	link.me	×133	1	52m→712m	BOT TIMER
CMD	!followage	×78	64	30m→630m	ORGANIC
CMD	!discord	×54	53	3m→675m	ORGANIC
CMD	!sub	×51	31	45m→660m	ORGANIC
CMD	!gamble	×29	25	27m→694m	ORGANIC
LINK	gartic.show	×15	1	436m→437m	ORGANIC
CMD	!cam2	×14	9	199m→585m	ORGANIC
CMD	!socials	×12	11	248m→707m	ORGANIC
CMD	!time	×11	11	76m→585m	ORGANIC
CMD	!points	×10	10	5m→555m	ORGANIC
CMD	!age	×6	6	105m→635m	ORGANIC
CMD	!cam	×6	5	199m→203m	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%
EN18.0%
OTHER / EMOTE-ONLY80.7%

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 120,063CHATTERS 22042POS 10,175NEG 3,428TOP KEYWORD “HASKELL” ×6396GINI 0.648BOTS 15PEAK ×8.7 @ 1m

ilikehaskell's Streamer University stream "🎓DAY 4 AT STREAMER UNIVERSITY!! 🚨 !sub !socials !discord" on Jul 18, 2026 generated 120,063 messages from 22,042 unique chatters (168.4 msgs/min average, peaking at 603/min). Sentiment ran 10,175 positive vs 3,428 negative, and the top keyword was "haskell" (×6396). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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ilikehaskell stream analytics summary