ilikehaskell — Streamer University stream analytics — Jul 19, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 19, 2026 · VOD 2823991211
Chat mood & viewers
43,172 MSGS
Positive
3,899
9.0% of msgs
Negative
1,097
2.5% of msgs
Neutral
38,176
88.4% of msgs
Net mood · (pos − neg) / total
keyword lexicon heuristic · not a language model
Positivity ratio
3,899 POS
POSITIVITY · POS/(POS+NEG)
Sentiment flips
MINUTE-OVER-MINUTE Δ
- 57:000.05→-0.32Δ-0.37
- 147:000.28→-0.08Δ-0.36
- 266:00-0.25→0.09Δ+0.34
- 379:000.03→-0.28Δ-0.31
- 265:000.04→-0.25Δ-0.29
Mood regime · per minute
417 MIN
POSNEUTRALNEGline = net score −1..1
Chat rate × peaks
417 MIN6 PEAKS
Auto-detected moments · clip suggestions
12 DETECTED12 CLIP-WORTHY
64 emote msgs — ×7.1 the average
- ronaldo986535: haskel3Cutehaskell haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 ha
- luxix_official: haskel3Haskellcute2 haskel3Haskellneck haskel3Haskellcute2 haskel3Haskellneck
583 msgs — ×5.6 the stream average
- ronaldo986535: haskel3Cutehaskell haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 ha
- luxix_official: haskel3Haskellcute2 haskel3Haskellneck haskel3Haskellcute2 haskel3Haskellneck
126 emote msgs — ×14 the average
- benjynetty2tuff: hey Haskell it’s me
- didii3x_: wazzaapppp
608 msgs — ×5.9 the stream average
- benjynetty2tuff: hey Haskell it’s me
- didii3x_: wazzaapppp
146 emote msgs — ×16.2 the average
- sonolorenzo_21: go slap tf outta kanel
- natufai: Spain winning worldcup today
Keyword tracker
TOP 14
- haskell2,254
- neegy2,146
- that597
- what565
- this555
- spain524
- love456
- watch444
- your420
- fuck410
- with380
- good371
- where371
- like369
Bot radar
15 FLAGGED
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 341 | 1.00 | known | known bot account |
| ilikehaskell | 42 | 1.00 | high | repeated one message ×41 (98% of output) · 40 messages fired <2s apart · 42 msgs/min sustained |
| whoisjoe2323 | 7 | 0.75 | high | repeated one message ×4 (57% of output) · 3 messages fired <2s apart |
| henryonlyrizzy | 31 | 0.55 | medium | 11 messages fired <2s apart · 18.8 msgs/min sustained |
| marshall7r | 30 | 0.55 | medium | 3 messages fired <2s apart · 7.9 msgs/min sustained |
| f5buns3 | 27 | 0.55 | medium | 5 messages fired <2s apart · 13.3 msgs/min sustained |
| moreadobo | 26 | 0.55 | medium | 6 messages fired <2s apart · 26 msgs/min sustained |
| redbull | 22 | 0.55 | medium | 19 messages fired <2s apart · 22 msgs/min sustained |
| sanuu1234 | 21 | 0.55 | medium | 5 messages fired <2s apart · 14.2 msgs/min sustained |
| skallywag381 | 20 | 0.55 | medium | 8 messages fired <2s apart · 20 msgs/min sustained |
| heeqzi3 | 18 | 0.55 | medium | 11 messages fired <2s apart · 18 msgs/min sustained |
| glock_191840 | 14 | 0.55 | medium | 4 messages fired <2s apart · 8.7 msgs/min sustained |
| picklefv_ | 13 | 0.55 | medium | 4 messages fired <2s apart · 7.1 msgs/min sustained |
| soitzzkoiiii | 13 | 0.55 | medium | 4 messages fired <2s apart · 13 msgs/min sustained |
| siuuronadlo | 13 | 0.55 | medium | 8 messages fired <2s apart · 13 msgs/min sustained |
Emote pulse
TOP 8
- haskel3Haskellneck2,245
- haskel3Cutehaskell2,010
- haskel3Haskellcute21,102
- haskel3Crosseyedhaskell924
- haskel3Haskellsmirk906
- haskel3Tonguehaskell534
- StreamerU2026381
- haskel3Walmarthaskell268
Evidence tape
6 MSGS
- 00:00jahan7499OPENER
ight
- 02:00l4wiiiPING
burpgod textin me rn gng @ilikehaskell
- 02:00slumpednrestingWALL
haskel3Cutehaskell haskel3Haskellneck haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 haskel3Haskellcute2 has
- 03:00sonolorenzo_21PEAK
go slap tf outta kanel
- 03:00natufaiPEAK
Spain winning worldcup today
- 03:00LowkiiiiiiiiiiPEAK
NEEEEEEEEEEEEEEEEEGY
Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
5
mood swings
Bots
15
suspects flagged
Total messagesverified chat dump416 min · 851,596 views
Chat rate · per minute
H 646AVG 103.56 PEAKS
Cumulative messages
RUNNING TOTAL
New chatters / min
FIRST SEEN
Top chatter
RANK 01
jahan7499
MSGS
SENT
SENT
FIRST SEEN 0:00 · 1.4% OF ALL CHATMODSUB
Unique chatters
9,552
1% of viewers
Msgs / chatter
4.5
43,172 msgs total
From subs
7%
3,006 msgs
Bots filtered
1
341 msgs flagged
Dominance
TOP 10
TOP-10 SHARE
Leaderboard · Top 20
BY MSGS8% OF CHAT
| # | Chatter | Badges | Msgs | Activity 0m→416m | Share |
|---|---|---|---|---|---|
| 01 | jahan7499 | MODSUB | 607 | 1.4% | |
| 02 | Fossabot | MODBOT | 341 | 0.8% | |
| 03 | cruzthroughbaby | 224 | 0.5% | ||
| 04 | ccuhsy | 190 | 0.4% | ||
| 05 | haskhaskrzrz | 182 | 0.4% | ||
| 06 | livehunna | MOD | 172 | 0.4% | |
| 07 | lookingfor_teej | 156 | 0.4% | ||
| 08 | ilovecertifiedcuties | 137 | 0.3% | ||
| 09 | mariithzapizza | 117 | 0.3% | ||
| 10 | 1willl1 | 116 | 0.3% | ||
| 11 | 5h_chocomelk | SUB | 109 | 0.3% | |
| 12 | hughanus6 | 108 | 0.3% | ||
| 13 | sczrry11 | 107 | 0.2% | ||
| 14 | aliviaisamazingg | 104 | 0.2% | ||
| 15 | envixitykid | 104 | 0.2% | ||
| 16 | k4sh3l1 | 102 | 0.2% | ||
| 17 | iquboy | SUB | 102 | 0.2% | |
| 18 | frxstyyy00 | 101 | 0.2% | ||
| 19 | chompanzeee | SUB | 101 | 0.2% | |
| 20 | jjdestroyhim | 98 | 0.2% |
User types · badge mix
109 BADGES
- SUBSCRIBER2,926 · 7%
- PREMIUM1,929 · 4%
- TURBO1,530 · 4%
- FOOTBALL-FEST-20261,457 · 3%
- MODERATOR1,388 · 3%
- TWITCH-RECAP-20251,079 · 2%
- NO_VIDEO633 · 1%
- TWITCH-RECAP-2023368 · 1%
New chatters · arrival curve
9552 TOTAL
first-message arrivals · 0m → 416m
633 joined in the first 2 minutes = 7% of all chatters
Returning
2117
≥5 msgs sent
One-and-done
4302
single message
Most mentioned
2,006 @s
- @redbull77 · 43u
- @jahan749946 · 32u
- @ilikehaskell33 · 26u
- @5h_chocomelk24 · 9u
- @koatzk19 · 17u
- @mariithzapizza16 · 13u
- @pecapereca9016 · 3u
- @diamako15 · 7u
Top interactors
WHO PINGS MOST
- fossabot79
- jahan749935
- mariithzapizza31
- 5h_chocomelk27
- k4sh3l118
- v4ni___18
- ahleemahz18
- hungda118
Chat tape
NOTABLE MSGS
- 00:00jahan7499OPENER
ight
- 02:00l4wiiiPING
burpgod textin me rn gng @ilikehaskell
- 02:00slumpednrestingWALL
haskel3Cutehaskell haskel3Haskellneck haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 haskel3Haskellcute2 has
- 03:00sonolorenzo_21PEAK
go slap tf outta kanel
- 03:00natufaiPEAK
Spain winning worldcup today
- 03:00LowkiiiiiiiiiiPEAK
NEEEEEEEEEEEEEEEEEGY
- 03:00detgravo37PEAK
haskel3Crosseyedhaskell
- 03:00elithefakerPEAK
haskel3Haskellneck haskel3Haskellneck haskel3Haskellneck
Concentration
WHO CARRIES THE CHAT
Top 10 chatters
5%
2,242 msgs
Top 50 chatters
13%
5,555 msgs
Remaining
9502
share 87%
TOP 10 · 5%REST · 9542 CHATTERS · 95%
haskel3Haskellneck ×2245haskel3Cutehaskell ×2010haskel3Haskellcute2 ×1102haskel3Crosseyedhaskell ×924haskel3Haskellsmirk ×906haskel3Tonguehaskell ×534StreamerU2026 ×381haskel3Walmarthaskell ×268TheIlluminati ×143marliStark ×130
Emote volume
MSGS W/ EMOTES
Of all messages
8.7%
43,172 msgs scanned
Emote codes
40
10,020 occurrences
Emotes / min
FLOW
Message length · distribution
CHARS / MSG
9,733
14,605
14,093
3,601
1,046
80
1-56-1516-4041-8081-160160+
Median
13 ch
P90
42 ch
Max
440 ch
Chat DNA
% OF ALL MSGS
Caps rage
14.0%
6,062 msgs
Questions
2.3%
976 msgs
Mentions
4.7%
2,032 @calls
Commands
0.7%
298 !calls
- CAPS14.0%
- QUESTIONS2.3%
- MENTIONS4.7%
- COMMANDS0.7%
Top multiplier
#1 EMOTE
haskel3Haskellneck
official emote · per-minute flow
- 02haskel3Cutehaskell×2010
- 03haskel3Haskellcute2×1102
- 04haskel3Crosseyedhaskell×924
Emote leaderboard
OFFICIAL7TV-STYLE
- haskel3Haskellneck×2,245
- haskel3Cutehaskell×2,010
- haskel3Haskellcute2×1,102
- haskel3Crosseyedhaskell×924
- haskel3Haskellsmirk×906
- haskel3Tonguehaskell×534
- StreamerU2026×381
- haskel3Walmarthaskell×268
- TheIlluminati×143
- marliStark×130
- haskel3LOVE×126
- Squid2×107
- LUL×99
- GoalHype×86
- PowerUpL×85
- PowerUpR×85
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
Copypasta tracker
TOP 10 STRAINS
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | neegy | ×344 | 302 | 0m→415m | VIRAL |
| 02 | haskel3Haskellneck | ×221 | 202 | 0m→416m | VIRAL |
| 03 | haskel3Cutehaskell | ×217 | 207 | 0m→415m | VIRAL |
| 04 | haskel3Haskellcute2 | ×136 | 128 | 1m→416m | VIRAL |
| 05 | wwww | ×133 | 96 | 0m→409m | VIRAL |
| 06 | !watchtime | ×128 | 123 | 3m→412m | VIRAL |
| 07 | haskel3Crosseyedhaskell | ×124 | 115 | 1m→414m | VIRAL |
| 08 | WWWW | ×115 | 86 | 0m→397m | VIRAL |
| 09 | haskel3Cutehaskell haskel3Cutehaskell haskel3Cutehaskell | ×109 | 86 | 1m→407m | VIRAL |
| 10 | wwwww | ×108 | 72 | 0m→415m | VIRAL |
Keyword cloud
TOP 18 TOKENS
haskell2254neegy2146that597what565this555spain524love456watch444your420fuck410with380good371where371like369redbull355they340just327marli324
Mood regime
LEXICON HEURISTIC
POSNEUTRALNEG
Spam tape
WALLS + PEAKS
- 02:00slumpednrestingWALL
haskel3Cutehaskell haskel3Haskellneck haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 haskel3Haskellcute2 has
- 03:00sonolorenzo_21PEAK
go slap tf outta kanel
- 03:00natufaiPEAK
Spain winning worldcup today
- 03:00LowkiiiiiiiiiiPEAK
NEEEEEEEEEEEEEEEEEGY
- 03:00detgravo37PEAK
haskel3Crosseyedhaskell
- 03:00elithefakerPEAK
haskel3Haskellneck haskel3Haskellneck haskel3Haskellneck
- 03:00owenst6767PEAK
hi NEEEEEGGGYYYYYY
User colors
TOP 16
Participation inequality
9,552 CHATTERS
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
Top 1%
18%
96 users
Top 5%
40%
478 users
Top 10%
53%
955 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 msg4,302USERS4,302MSGS10.0%
- 2-4 msgs3,133USERS8,299MSGS19.2%
- 5-19 msgs1,753USERS15,202MSGS35.2%
- 20+ msgs364USERS15,369MSGS35.6%
364 super-active users (3.8% of chatters) wrote 36% of all messages
Unique chatters / min
Arrivals · cumulative
NEW CHATTERS
Most mentioned
@ TARGETS
- @redbull77 · by 43 users
- @jahan749946 · by 32 users
- @ilikehaskell33 · by 26 users
- @5h_chocomelk24 · by 9 users
- @koatzk19 · by 17 users
- @mariithzapizza16 · by 13 users
- @pecapereca9016 · by 3 users
- @diamako15 · by 7 users
- @iquboy14 · by 14 users
- @hungda114 · by 4 users
Top interactors
WHO REACHES OUT
- fossabot79 sent
- jahan749935 sent
- mariithzapizza31 sent
- 5h_chocomelk27 sent
- k4sh3l118 sent
- v4ni___18 sent
- ahleemahz18 sent
- hungda118 sent
- xinzcx16 sent
- grumpy10x15 sent
Badge mix
TOP 8
- SUBSCRIBER2926 · 7%
- PREMIUM1929 · 4%
- TURBO1530 · 4%
- FOOTBALL-FEST-20261457 · 3%
- MODERATOR1388 · 3%
- TWITCH-RECAP-20251079 · 2%
- NO_VIDEO633 · 1%
- TWITCH-RECAP-2023368 · 1%
Core community
350
≥3 interactions
Drive-by
4,039
1 msg · 0 interactions
Mentions
2,006
@ callouts
Network edges
60
distinct pairs
Mention flows · top pairs
TOP 12 OF 60
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | hungda1 | → | pecapereca90 | 14 | |
| 02 | ahleemahz | → | redbull | 11 | |
| 03 | pecapereca90 | → | hungda1 | 9 | |
| 04 | relijis | → | elinameng | 7 | |
| 05 | elleeva | → | redbull | 6 | |
| 06 | 5h_chocomelk | → | tiengoww | 6 | |
| 07 | tiengoww | → | 5h_chocomelk | 6 | |
| 08 | k4sh3l1 | → | big_es69 | 5 | |
| 09 | zveyronus | → | redbull | 5 | |
| 10 | neatlysx | → | nbizan | 5 | |
| 11 | nbizan | → | neatlysx | 5 | |
| 12 | swissdem | → | tempestas05 | 5 |
Chat tape
NOTABLE MESSAGES
- 00:00jahan7499OPENER
ight
- 02:00l4wiiiPING
burpgod textin me rn gng @ilikehaskell
- 02:00slumpednrestingWALL
haskel3Cutehaskell haskel3Haskellneck haskel3Haskellneck haskel3Haskellsmirk haskel3Haskellcute2 haskel3Haskellcute2 has
- 03:00sonolorenzo_21PEAK
go slap tf outta kanel
- 03:00natufaiPEAK
Spain winning worldcup today
- 03:00LowkiiiiiiiiiiPEAK
NEEEEEEEEEEEEEEEEEGY
We are not able to fetch your viewers track, so sorry.
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
0.62
0 = broad, 1 = few voices
Loyal chatters
2117
≥5 msgs
Sub messages
7%
paying-fan share
Brand safety
MEASURED · LEXICON
BSafety grade
Score / 100
- PROFANITY1.9%
- CAPS RAGE14.0%
- SPAM/PASTA5.8%
- BOT MSGS0.8%
Sponsor signals · detected in chat
14 DETECTED
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| LINK | twitch.tv | ×209 | 47 | 6m→412m | BOT TIMER |
| CMD | !watchtime | ×139 | 130 | 3m→412m | ORGANIC |
| LINK | link.me | ×77 | 1 | 9m→413m | BOT TIMER |
| CMD | !followage | ×27 | 22 | 187m→370m | ORGANIC |
| CMD | !discord | ×23 | 23 | 2m→404m | ORGANIC |
| CMD | !gamble | ×19 | 19 | 22m→412m | ORGANIC |
| CMD | !sub | ×16 | 13 | 6m→327m | ORGANIC |
| CMD | !time | ×6 | 6 | 8m→391m | ORGANIC |
| LINK | livecounts.io | ×6 | 1 | 291m→316m | ORGANIC |
| CMD | !socials | ×5 | 5 | 9m→317m | ORGANIC |
| CMD | !subs | ×3 | 3 | 38m→208m | ORGANIC |
| CMD | !points | ×3 | 3 | 87m→266m | ORGANIC |
| CMD | !drops | ×2 | 2 | 4m→186m | ORGANIC |
| CMD | !followers | ×2 | 2 | 58m→287m | 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
- ES0.9%
- EN15.7%
- OTHER / EMOTE-ONLY83.4%
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 43,172CHATTERS 9552POS 3,899NEG 1,097TOP KEYWORD “HASKELL” ×2254GINI 0.621BOTS 15PEAK ×16.2 @ 3m
ilikehaskell stream analytics summary
ilikehaskell's Streamer University stream "🎓LAST DAY AT STREAMER U!! ALL NIGHTER😈 🚨 !sub !socials !discord" on Jul 19, 2026 generated 43,172 messages from 9,552 unique chatters (103.5 msgs/min average, peaking at 646/min). Sentiment ran 3,899 positive vs 1,097 negative, and the top keyword was "haskell" (×2254). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.
Ask me something about the stream