Valkyrae — Just Chatting stream analytics — Jul 18, 2026
FULL STREAM INTELLIGENCE · Just Chatting
Jul 18, 2026 · VOD 2823010287
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
- 171:000.25→-0.30Δ-0.55
- 334:000.40→0.04Δ-0.36
- 348:00-0.33→0.03Δ+0.36
- 222:00-0.18→0.17Δ+0.35
- 162:000.38→0.06Δ-0.32
- 200:000.25→-0.07Δ-0.32
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
129 first-time chatters in one minute (raid-like influx)
- duckyquark1: VoteYea VoteYea VoteYea VoteYea
- vannqpo: isn’t it day 4?
53 first-time chatters in one minute (raid-like influx)
- robm0227: Good morning rae and chat!!!
- RatbaGames: she getting expelled
54 first-time chatters in one minute (raid-like influx)
- espress_joy: what abt Aisha??
- excellsir: Not allowed lol
61 first-time chatters in one minute (raid-like influx)
- m3rryir3n3: what time are you heading to your class?
- aceisaking134: I thought that she got expelled
61 first-time chatters in one minute (raid-like influx)
- Oyashiro_1250: pretty sure he know how much you care about QT and how much QT cares about you ,
- mandarangkal: yayy class stream
Keyword tracker
- cinna1,663
- emily1,518
- that1,474
- this1,376
- good1,319
- class1,094
- lmao912
- what887
- your850
- just844
- with808
- like767
- chat752
- stream688
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 408 | 1.00 | known | known bot account |
| pucepine | 22 | 0.55 | medium | 20 messages fired <2s apart · 12.6 msgs/min sustained |
| ananonymousgifter | 11 | 0.55 | medium | 10 messages fired <2s apart · 11 msgs/min sustained |
| lonestarlife | 11 | 0.55 | medium | 10 messages fired <2s apart · 11 msgs/min sustained |
| lxrubenxl | 11 | 0.55 | medium | 10 messages fired <2s apart · 11 msgs/min sustained |
| basic_teardrop | 40 | 0.45 | medium | repeated one message ×25 (63% of output) |
| rme0f1 | 35 | 0.45 | medium | repeated one message ×21 (60% of output) |
| the_thug_pug_ | 19 | 0.45 | medium | repeated one message ×10 (53% of output) |
| meily | 14 | 0.45 | medium | repeated one message ×7 (50% of output) |
| jags64 | 13 | 0.45 | medium | repeated one message ×9 (69% of output) |
| voic | 12 | 0.45 | medium | repeated one message ×7 (58% of output) |
| gd15h | 12 | 0.45 | medium | repeated one message ×11 (92% of output) |
| falcon1012 | 11 | 0.45 | medium | repeated one message ×6 (55% of output) |
| targettgg | 10 | 0.45 | medium | repeated one message ×9 (90% of output) |
| ray_2509 | 9 | 0.45 | medium | repeated one message ×5 (56% of output) |
Emote pulse
- LUL1,532
- raeHUG1,459
- raeHi1,200
- raeMhm1,096
- raeBum982
- raeClaps854
- raeVibe754
- raeKek722
Evidence tape
- 00:00NatashaLydiaOPENER
YAAY live
- 03:00vannqpoPING
who’s your homecoming date @valkyrae
- 03:00azaibaPING
did u see the guapo clip @valkyrae
- 04:00moana_nalaPING
@valkyrae do you know what happens after the 3rd strike?
- 04:00jotello10PING
@Valkyrae did you see the MeesterKeem clip?
- 06:00moana_nalaPING
@valkyrae do you know what happens after the 3rd stike?
Chat rate · per minute
Cumulative messages
New chatters / min
Top chatter
SENT
Dominance
Leaderboard · Top 20
| # | Chatter | Badges | Msgs | Activity 0m→698m | Share |
|---|---|---|---|---|---|
| 01 | AhmedEsaam1 | 1533 | 2.0% | ||
| 02 | Instinctlv | 1244 | 1.7% | ||
| 03 | h0neyk0i | 1208 | 1.6% | ||
| 04 | jzargoshepard | SUB | 1140 | 1.5% | |
| 05 | Bicc | 1087 | 1.4% | ||
| 06 | tito_gil19 | SUB | 880 | 1.2% | |
| 07 | NatashaLydia | 804 | 1.1% | ||
| 08 | Navvitas | 751 | 1.0% | ||
| 09 | mercurial0_o | 703 | 0.9% | ||
| 10 | Olympus_Ds | 637 | 0.8% | ||
| 11 | JujuNamaste | 614 | 0.8% | ||
| 12 | TheSterUSA | 577 | 0.8% | ||
| 13 | whatthewillus | 573 | 0.8% | ||
| 14 | freeniee | 572 | 0.8% | ||
| 15 | yusset0999 | SUB | 563 | 0.8% | |
| 16 | its_mebriann | 527 | 0.7% | ||
| 17 | MrDFish | 526 | 0.7% | ||
| 18 | OnyxReign | 486 | 0.6% | ||
| 19 | alvin_science_chipmunk | 449 | 0.6% | ||
| 20 | Fossabot | MODBOT | 408 | 0.5% |
User types · badge mix
- SUBSCRIBER9,903 · 13%
- PREMIUM7,284 · 10%
- FOOTBALL-FEST-20263,019 · 4%
- BLOSSOM-BADGE2,932 · 4%
- SUB-GIFTER2,878 · 4%
- LOW2,192 · 3%
- WATERSLUG2,020 · 3%
- WENT-OUTSIDE1,950 · 3%
New chatters · arrival curve
first-message arrivals · 0m → 698m
59 joined in the first 2 minutes = 1% of all chatters
Most mentioned
- @valkyrae280 · 121u
- @cinna151 · 100u
- @woke_drew92 · 48u
- @instinctlv58 · 42u
- @h0neyk0i45 · 21u
- @qtcinderella41 · 32u
- @moana_nala38 · 24u
- @angelknivez30 · 24u
Top interactors
- instinctlv122
- moana_nala88
- fossabot83
- woke_drew83
- ahmedesaam181
- mercurial0_o73
- alvin_science_chipmunk65
- tito_gil1961
Chat tape
- 00:00NatashaLydiaOPENER
YAAY live
- 03:00vannqpoPING
who’s your homecoming date @valkyrae
- 03:00azaibaPING
did u see the guapo clip @valkyrae
- 04:00moana_nalaPING
@valkyrae do you know what happens after the 3rd strike?
- 04:00jotello10PING
@Valkyrae did you see the MeesterKeem clip?
- 06:00moana_nalaPING
@valkyrae do you know what happens after the 3rd stike?
- 18:00RynfreiWALL
it is painful to see some people be so disrespectful and miss these amazing classes and destroy parts of the campus and
- 108:00michingmallechoWALL
always get a lawyer to read over a contract, make a summary of sections of it, for anything then you also look over the
Concentration
Emote volume
Emotes / min
Message length · distribution
Chat DNA
- CAPS7.6%
- QUESTIONS3.8%
- MENTIONS3.7%
- COMMANDS0.3%
Top multiplier
- 02raeHUG×1459
- 03raeHi×1200
- 04raeMhm×1096
Emote leaderboard
- LUL×1,532
- raeHUG×1,459
- raeHi×1,200
- raeMhm×1,096
- raeBum×982
- raeClaps×854
- raeVibe×754
- raeKek×722
- raeOda×552
- raeHehe×550
- raeClap2×512
- raeWoo×466
- raeBum2×404
- raeCRY×388
- raeCheer×362
- TwitchConHYPE×359
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
Copypasta tracker
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | OOOO | ×507 | 189 | 1m→694m | VIRAL |
| 02 | HOLD | ×335 | 173 | 14m→694m | VIRAL |
| 03 | hiii | ×299 | 145 | 1m→638m | VIRAL |
| 04 | clappi | ×271 | 111 | 52m→694m | VIRAL |
| 05 | lmao | ×234 | 95 | 7m→694m | VIRAL |
| 06 | slayyy | ×201 | 70 | 23m→638m | VIRAL |
| 07 | MUGA | ×180 | 74 | 1m→694m | VIRAL |
| 08 | DEAL | ×159 | 92 | 25m→675m | VIRAL |
| 09 | DRAMA | ×157 | 82 | 26m→667m | VIRAL |
| 10 | agahi | ×155 | 84 | 3m→649m | VIRAL |
Keyword cloud
Mood regime
Spam tape
- 18:00RynfreiWALL
it is painful to see some people be so disrespectful and miss these amazing classes and destroy parts of the campus and
- 108:00michingmallechoWALL
always get a lawyer to read over a contract, make a summary of sections of it, for anything then you also look over the
- 110:00michingmallechoWALL
concerning the skincare, if it wasn't about "blue light blocking" and just a regular skincare line, it would've been fin
- 117:00AhmedEsaam1PEAK
WW class clappi
- 117:00chayyukPEAK
TODAY CLASS IS VERY SUCCESSFUL joshsekiClap 💗
- 117:00oddlairrPEAK
rons hot hes just dumb
- 117:00cribbypiePEAK
great class Rae
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 msg2,630USERS2,630MSGS3.5%
- 2-4 msgs1,865USERS4,968MSGS6.6%
- 5-19 msgs1,318USERS12,425MSGS16.6%
- 20+ msgs592USERS54,957MSGS73.3%
592 super-active users (9.2% of chatters) wrote 73% of all messages
Unique chatters / min
Arrivals · cumulative
Most mentioned
- @valkyrae280 · by 121 users
- @cinna151 · by 100 users
- @woke_drew92 · by 48 users
- @instinctlv58 · by 42 users
- @h0neyk0i45 · by 21 users
- @qtcinderella41 · by 32 users
- @moana_nala38 · by 24 users
- @angelknivez30 · by 24 users
- @cg_42129 · by 26 users
- @meily29 · by 23 users
Top interactors
- instinctlv122 sent
- moana_nala88 sent
- fossabot83 sent
- woke_drew83 sent
- ahmedesaam181 sent
- mercurial0_o73 sent
- alvin_science_chipmunk65 sent
- tito_gil1961 sent
- bill93050558 sent
- freeniee42 sent
Badge mix
- SUBSCRIBER9903 · 13%
- PREMIUM7284 · 10%
- FOOTBALL-FEST-20263019 · 4%
- BLOSSOM-BADGE2932 · 4%
- SUB-GIFTER2878 · 4%
- LOW2192 · 3%
- WATERSLUG2020 · 3%
- WENT-OUTSIDE1950 · 3%
Mention flows · top pairs
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | woke_drew | → | valkyrae | 27 | |
| 02 | moana_nala | → | valkyrae | 17 | |
| 03 | instinctlv | → | h0neyk0i | 13 | |
| 04 | truekingofgondorrr | → | valkyrae | 13 | |
| 05 | moana_nala | → | woke_drew | 12 | |
| 06 | raefa1th | → | valkyrae | 11 | |
| 07 | eb_elite13 | → | valkyrae | 11 | |
| 08 | risyaaa | → | valkyrae | 9 | |
| 09 | fossabot | → | eb_elite13 | 9 | |
| 10 | mercurial0_o | → | jujunamaste | 7 | |
| 11 | mercurial0_o | → | h0neyk0i | 7 | |
| 12 | xiromassave | → | valkyrae | 7 |
Chat tape
- 00:00NatashaLydiaOPENER
YAAY live
- 03:00vannqpoPING
who’s your homecoming date @valkyrae
- 03:00azaibaPING
did u see the guapo clip @valkyrae
- 04:00moana_nalaPING
@valkyrae do you know what happens after the 3rd strike?
- 04:00jotello10PING
@Valkyrae did you see the MeesterKeem clip?
- 06:00moana_nalaPING
@valkyrae do you know what happens after the 3rd stike?
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 RAGE7.6%
- SPAM/PASTA4.9%
- BOT MSGS0.5%
Sponsor signals · detected in chat
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| LINK | aw.gg | ×66 | 1 | 0m→687m | BOT TIMER |
| LINK | twitch.tv | ×61 | 21 | 11m→670m | BOT TIMER |
| LINK | youtu.be | ×48 | 1 | 58m→697m | BOT TIMER |
| CMD | !time | ×43 | 24 | 3m→624m | ORGANIC |
| CMD | !followage | ×41 | 34 | 1m→479m | ORGANIC |
| CMD | !hiccup | ×40 | 9 | 39m→695m | ORGANIC |
| LINK | gaming.amazon.com | ×37 | 1 | 16m→683m | BOT TIMER |
| LINK | linktr.ee | ×24 | 1 | 58m→688m | BOT TIMER |
| LINK | valkyrae.com | ×24 | 1 | 62m→692m | BOT TIMER |
| LINK | amazon.com | ×24 | 1 | 62m→692m | BOT TIMER |
| LINK | hottopic.com | ×24 | 1 | 62m→692m | BOT TIMER |
| LINK | discord.gg | ×24 | 1 | 77m→679m | BOT TIMER |
| LINK | globalcomix.com | ×23 | 1 | 72m→675m | BOT TIMER |
| LINK | bit.ly | ×23 | 1 | 82m→683m | BOT TIMER |
Sponsor lift · ad-read impact
Audience language
- ES1.0%
- EN18.4%
- OTHER / EMOTE-ONLY80.6%
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
Valkyrae stream analytics summary
Valkyrae's Just Chatting stream "professor rae gets ready for class DAY 2 (not live on yt because tech issues)" on Jul 18, 2026 generated 74,980 messages from 6,405 unique chatters (107.3 msgs/min average, peaking at 511/min). Sentiment ran 8,894 positive vs 591 negative, and the top keyword was "cinna" (×1663). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.