jennmcallister — K-Pop Idol Stories: Road to Debut stream analytics — Jul 16, 2026
FULL STREAM INTELLIGENCE · K-Pop Idol Stories: Road to Debut
Jul 16, 2026 · VOD 2821694710
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
no >0.25 swings detected
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
23 emote msgs — ×4.2 the average
- yawnnway: STAN LOONAAAAAAAA
- jennylcoholic: MAWMAW BOUT TO TAKE OVER AYE
70 first-time chatters in one minute (raid-like influx)
- 3lbourn: Jenn Jpop
- giselethequeennn: I LOVE K-POP I LOVE K-POP I LOVE K-POP I LOVE K-POP I LOVE K-POP I LOVE K-POP I
64 first-time chatters in one minute (raid-like influx)
- lemonadeicetea: ahhh so exited for this stream :)
- LemonA_ID: JENN WAS ACTUALLY A K-POP DEMON HUNTER THE WHOLE TIME💔
65 first-time chatters in one minute (raid-like influx)
- ningselle4ever: DONT YOU EVEN SAY KATSEYE THEY ARE NOT KPOP
- r_obiin: thank you for being such a great streamer and person.. i will find myself watchi
84 first-time chatters in one minute (raid-like influx)
- sydneybean0220: sydneybean0220 subscribed with Prime. They've subscribed for 19 months!
- leonkennedy3rdleg: HAPPY JENN THURSDAY
Keyword tracker
- luna1,291
- this781
- jenn748
- that638
- girl615
- kpop591
- like446
- what418
- stan400
- just398
- they387
- hana349
- need330
- have307
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| nightbot | 142 | 1.00 | known | known bot account |
| uncoverlaura | 6 | 0.45 | medium | repeated one message ×4 (67% of output) |
Emote pulse
- mcallisterCANCELED764
- mcallisterSPIN530
- mcallisterGINGERSPIN446
- mcallisterZOOM286
- mcallisterCLOWN252
- mcallisterEMOJI224
- mcallisterYASSIFIED168
- mcallisterCOOL166
Evidence tape
- 00:00ariapouOPENER
omg
- 01:00mangomyahhWALL
mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED
- 04:00JulesIsKoollWALL
mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM
- 05:00SquirrtmasterPING
@jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI
- 05:00THE_DEVIL_MADE_JENN_DO_ITWALL
MAWMAWWWWWWWWWWWWW mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallister
- 06:00sydneybean0220PEAK
sydneybean0220 subscribed with Prime. They've subscribed for 19 months!
Chat rate · per minute
Cumulative messages
New chatters / min
Top chatter
SENT
Dominance
Leaderboard · Top 20
| # | Chatter | Badges | Msgs | Activity 0m→158m | Share |
|---|---|---|---|---|---|
| 01 | ismy_mikeawn | 648 | 2.3% | ||
| 02 | STARLIGHT________ | 460 | 1.7% | ||
| 03 | jennylcoholic | SUB | 438 | 1.6% | |
| 04 | ethanful | MOD | 336 | 1.2% | |
| 05 | chica_Que_dices | SUB | 301 | 1.1% | |
| 06 | THE_DEVIL_MADE_JENN_DO_IT | SUB | 298 | 1.1% | |
| 07 | ariapou | 275 | 1.0% | ||
| 08 | mjonlywatchesjenn | 256 | 0.9% | ||
| 09 | mollyogrady_ | SUB | 248 | 0.9% | |
| 10 | hxnnannn | SUB | 232 | 0.8% | |
| 11 | jeritomate | SUB | 213 | 0.8% | |
| 12 | c00chiejuulce | SUB | 210 | 0.8% | |
| 13 | laurrrr_352 | 207 | 0.7% | ||
| 14 | itsme_sydney45 | SUB | 200 | 0.7% | |
| 15 | BELOdeeznuts | 197 | 0.7% | ||
| 16 | jeefica | MOD | 194 | 0.7% | |
| 17 | not_venus02 | 190 | 0.7% | ||
| 18 | futchcore | 177 | 0.6% | ||
| 19 | faechuu | 175 | 0.6% | ||
| 20 | giselethequeennn | 172 | 0.6% |
User types · badge mix
- SUBSCRIBER7,493 · 27%
- PREMIUM3,562 · 13%
- PURPLE-NOOB2,179 · 8%
- BLOSSOM-BADGE1,342 · 5%
- MODERATOR722 · 3%
- SUB-GIFTER703 · 3%
- TWITCH-RECAP-2025489 · 2%
- BLOOM-BADGE405 · 1%
New chatters · arrival curve
first-message arrivals · 0m → 158m
363 joined in the first 2 minutes = 20% of all chatters
Most mentioned
- @jeefica34 · 21u
- @ethanful33 · 26u
- @futchcore7 · 7u
- @the_devil_made_jenn_do_it7 · 7u
- @davidsloudash6 · 6u
- @jennmcallister5 · 3u
- @not_venus025 · 3u
- @chuuves____5 · 5u
Top interactors
- jeefica56
- ethanful29
- the_devil_made_jenn_do_it19
- chrisslomppp13
- giselethequeennn13
- laurrrr_35212
- chuuves____11
- nightbot10
Chat tape
- 00:00ariapouOPENER
omg
- 01:00mangomyahhWALL
mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED
- 04:00JulesIsKoollWALL
mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM
- 05:00SquirrtmasterPING
@jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI
- 05:00THE_DEVIL_MADE_JENN_DO_ITWALL
MAWMAWWWWWWWWWWWWW mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallister
- 06:00sydneybean0220PEAK
sydneybean0220 subscribed with Prime. They've subscribed for 19 months!
- 06:00leonkennedy3rdlegPEAK
HAPPY JENN THURSDAY
- 06:00kassiemcgraffyPEAK
EEEEEE HI JENNNNN
Concentration
Emote volume
Emotes / min
Message length · distribution
Chat DNA
- CAPS31.1%
- QUESTIONS4.6%
- MENTIONS1.5%
- COMMANDS1.0%
Top multiplier
- 02mcallisterSPIN×530
- 03mcallisterGINGERSPIN×446
- 04mcallisterZOOM×286
Emote leaderboard
- mcallisterCANCELED×764
- mcallisterSPIN×530
- mcallisterGINGERSPIN×446
- mcallisterZOOM×286
- mcallisterCLOWN×252
- mcallisterEMOJI×224
- mcallisterYASSIFIED×168
- mcallisterCOOL×166
- mcallisterBLUEEYES×158
- mcallisterLOOKING×150
- <3×145
- mcallisterFLAG×120
- mcallisterHI×114
- DinoDance×112
- BratChat×99
- mcallisterVOM×80
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
Copypasta tracker
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | !kpop | ×206 | 165 | 1m→157m | VIRAL |
| 02 | LMAO | ×124 | 66 | 3m→153m | VIRAL |
| 03 | LUNA | ×97 | 69 | 36m→151m | VIRAL |
| 04 | AYEEEE | ×88 | 64 | 6m→153m | VIRAL |
| 05 | LOONA | ×84 | 49 | 25m→99m | VIRAL |
| 06 | YESSS | ×82 | 59 | 6m→157m | VIRAL |
| 07 | YESSSS | ×77 | 58 | 6m→154m | VIRAL |
| 08 | K-pop Idol Stories: Road to Debut is OUT NOW on PC (Steam), PlayStation 5, Xbox Series X|S and Nintendo Switch. Buy Now: https://bit.ly/Kpop-jennmcallister | ×74 | 1 | 1m→157m | NICHE |
| 09 | AYEEE | ×74 | 59 | 5m→154m | VIRAL |
| 10 | WHAT | ×59 | 46 | 0m→151m | VIRAL |
Keyword cloud
Mood regime
Spam tape
- 01:00mangomyahhWALL
mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED
- 04:00JulesIsKoollWALL
mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM
- 05:00THE_DEVIL_MADE_JENN_DO_ITWALL
MAWMAWWWWWWWWWWWWW mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallister
- 06:00sydneybean0220PEAK
sydneybean0220 subscribed with Prime. They've subscribed for 19 months!
- 06:00leonkennedy3rdlegPEAK
HAPPY JENN THURSDAY
- 06:00kassiemcgraffyPEAK
EEEEEE HI JENNNNN
- 06:00NightbotPEAK
since jenn is streaming tonight she will NOT be streaming tomorrow friday the 17th but will be back on monday the 20th!
User colors
Participation inequality
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
Community split
Lorenz curve · cumulative share
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
User tiers · who carries the chat
- 1 msg583USERS583MSGS2.1%
- 2-4 msgs484USERS1,285MSGS4.6%
- 5-19 msgs479USERS4,663MSGS16.9%
- 20+ msgs312USERS21,135MSGS76.4%
312 super-active users (16.8% of chatters) wrote 76% of all messages
Unique chatters / min
Arrivals · cumulative
Most mentioned
- @jeefica34 · by 21 users
- @ethanful33 · by 26 users
- @futchcore7 · by 7 users
- @the_devil_made_jenn_do_it7 · by 7 users
- @davidsloudash6 · by 6 users
- @jennmcallister5 · by 3 users
- @not_venus025 · by 3 users
- @chuuves____5 · by 5 users
- @syd30045 · by 5 users
- @hitormiss69i5 · by 5 users
Top interactors
- jeefica56 sent
- ethanful29 sent
- the_devil_made_jenn_do_it19 sent
- chrisslomppp13 sent
- giselethequeennn13 sent
- laurrrr_35212 sent
- chuuves____11 sent
- nightbot10 sent
- jujuxslay9 sent
- domxscndy8 sent
Badge mix
- SUBSCRIBER7493 · 27%
- PREMIUM3562 · 13%
- PURPLE-NOOB2179 · 8%
- BLOSSOM-BADGE1342 · 5%
- MODERATOR722 · 3%
- SUB-GIFTER703 · 3%
- TWITCH-RECAP-2025489 · 2%
- BLOOM-BADGE405 · 1%
Mention flows · top pairs
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | nightbot | → | jeefica | 5 | |
| 02 | the_devil_made_jenn_do_it | → | jeefica | 4 | |
| 03 | nightbot | → | ethanful | 4 | |
| 04 | jeefica | → | chrisslomppp | 3 | |
| 05 | marywanna | → | jeefica | 3 | |
| 06 | chrisslomppp | → | ethanful | 2 | |
| 07 | laurrrr_352 | → | ethanful | 2 | |
| 08 | vellibean | → | ethanful | 2 | |
| 09 | ssuccubussy | → | kiiro5x | 2 | |
| 10 | xo_irishdiva_xo | → | jeefica | 2 | |
| 11 | kiiro5x | → | ssuccubussy | 2 | |
| 12 | jeefica | → | not_venus02 | 2 |
Chat tape
- 00:00ariapouOPENER
omg
- 01:00mangomyahhWALL
mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED mcallisterYASSIFIED
- 04:00JulesIsKoollWALL
mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM mcallisterZOOM
- 05:00SquirrtmasterPING
@jennmcallister mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI
- 05:00THE_DEVIL_MADE_JENN_DO_ITWALL
MAWMAWWWWWWWWWWWWW mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallisterHI mcallister
- 06:00sydneybean0220PEAK
sydneybean0220 subscribed with Prime. They've subscribed for 19 months!
Social share card
This is the exact image link unfurlers render when this stream is shared.
↓ Download card (1200×630)Ad equivalence
no viewer track captured
Engagement quality
Brand safety
- PROFANITY0.3%
- CAPS RAGE31.1%
- SPAM/PASTA5.2%
- BOT MSGS0.5%
Sponsor signals · detected in chat
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| CMD | !kpop | ×227 | 179 | 1m→157m | ORGANIC |
| LINK | bit.ly | ×74 | 1 | 1m→157m | BOT TIMER |
| LINK | twitch.tv | ×31 | 1 | 3m→153m | BOT TIMER |
| CMD | !game | ×10 | 3 | 6m→143m | ORGANIC |
| CMD | !drought | ×9 | 2 | 2m→157m | ORGANIC |
| CMD | !uptime | ×6 | 4 | 46m→147m | ORGANIC |
| CMD | !newvid | ×5 | 3 | 9m→157m | ORGANIC |
| CMD | !cword | ×4 | 3 | 18m→121m | ORGANIC |
| LINK | youtu.be | ×3 | 1 | 9m→157m | BOT TIMER |
| CMD | !rules | ×2 | 2 | 17m→65m | ORGANIC |
| CMD | !gift | ×2 | 2 | 52m→52m | ORGANIC |
| CMD | !editcom | ×1 | 1 | 2m→2m | ORGANIC |
| CMD | !sponsored | ×1 | 1 | 3m→3m | ORGANIC |
| CMD | !office | ×1 | 1 | 6m→6m | ORGANIC |
Sponsor lift · ad-read impact
Audience language
- ES1.9%
- EN23.3%
- OTHER / EMOTE-ONLY74.8%
language of written messages · emote-only spam excluded from ES/EN
Audience overlap
- 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
real version fetches channel history via twitchtracker / helix
jennmcallister stream analytics summary
jennmcallister's K-Pop Idol Stories: Road to Debut stream "building my own kpop group to take over the music industry...... !kpop #sponsored" on Jul 16, 2026 generated 27,666 messages from 1,858 unique chatters (174 msgs/min average, peaking at 528/min). Sentiment ran 804 positive vs 60 negative, and the top keyword was "luna" (×1291). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.