Silky — Streamer University stream analytics — Jul 18, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 18, 2026 · VOD 2823099064
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
- 769:000.05→0.35Δ+0.30
- 93:000.29→0.00Δ-0.29
- 770:000.35→0.06Δ-0.29
- 187:000.29→0.03Δ-0.26
- 423:000.27→0.02Δ-0.25
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
228 first-time chatters in one minute (raid-like influx)
- 484gjg: you gon get clowned if you lose to alum
- ryantrill22: Who breathing so heavy bruh
295 first-time chatters in one minute (raid-like influx)
- k3y_c1aps_you: ur him woo
- aarongeezy: UR HIMMMMMMMMMMMM WOOOOOOOOOOO
162 first-time chatters in one minute (raid-like influx)
- nedlobapppp: silky let’s do it
- siroinkssalot1: NAH WOO YOUR HIM
127 first-time chatters in one minute (raid-like influx)
- 210jadenn: i been here
- kezky68: YEAH WOOO
184 first-time chatters in one minute (raid-like influx)
- avaaaaaak: hahahhahahaha
- igobylondonsymone: 😂😂😂😂😂😂
Keyword tracker
- points8,027
- silky5,247
- nigga3,741
- that3,399
- this3,333
- lazer2,821
- join2,767
- gamble2,670
- roulette2,320
- they2,251
- silk2,027
- what1,957
- lmao1,957
- 1000001,849
Bot radar
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| streamelements | 4,994 | 1.00 | known | known bot account |
| fossabot | 639 | 1.00 | known | known bot account |
| reemknocks | 40 | 1.00 | high | repeated one message ×20 (50% of output) · 36 messages fired <2s apart · 12.2 msgs/min sustained |
| plaqueboymax | 20 | 1.00 | high | repeated one message ×17 (85% of output) · 15 messages fired <2s apart · 6.8 msgs/min sustained |
| madi2hottyy | 84 | 0.75 | high | repeated one message ×80 (95% of output) · 78 messages fired <2s apart |
| o_austin | 19 | 0.75 | high | repeated one message ×18 (95% of output) · 17 messages fired <2s apart |
| derek3222 | 18 | 0.75 | high | repeated one message ×10 (56% of output) · 5 messages fired <2s apart |
| deepsych | 471 | 0.55 | medium | 20 messages fired <2s apart · 10.6 msgs/min sustained |
| kirkyyy66 | 259 | 0.55 | medium | 5 messages fired <2s apart · 7.6 msgs/min sustained |
| mrpvu | 236 | 0.55 | medium | 26 messages fired <2s apart · 9.9 msgs/min sustained |
| naechanelle | 187 | 0.55 | medium | 12 messages fired <2s apart · 6.7 msgs/min sustained |
| bestbrii04 | 127 | 0.55 | medium | 8 messages fired <2s apart · 9.3 msgs/min sustained |
| jayvura | 110 | 0.55 | medium | 4 messages fired <2s apart · 7.3 msgs/min sustained |
| therealhop | 104 | 0.55 | medium | 4 messages fired <2s apart · 10.3 msgs/min sustained |
| callmecashhhh | 67 | 0.55 | medium | 5 messages fired <2s apart · 9.8 msgs/min sustained |
Emote pulse
- silkyFunny22,708
- plaqueboyLogo26,150
- plaqueboyLogo3,172
- silkyDemonTme1,908
- LUL1,652
- silkyDance1,473
- silkyDance21,444
- silkyRat1,183
Evidence tape
- 00:00MakofiousOPENER
@drfgthjn he Christian
- 03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
- 12:00lakersfankingjamesPING
kelo party @silky
- 12:00lakersfankingjamesPING
it’s early for you @silky
- 12:00lakersfankingjamesPING
@silky you only went to 2 classes
- 13:00lakersfankingjamesPING
it’s early for you @silky
Chat rate · per minute
Cumulative messages
New chatters / min
Top chatter
SENT
Dominance
Leaderboard · Top 20
| # | Chatter | Badges | Msgs | Activity 0m→1580m | Share |
|---|---|---|---|---|---|
| 01 | StreamElements | MODBOT | 4994 | 2.8% | |
| 02 | JsavSlimee | 1519 | 0.8% | ||
| 03 | Jvssee | 1388 | 0.8% | ||
| 04 | gregtoosmooth | VIP | 1290 | 0.7% | |
| 05 | LUUVUTUU | 1237 | 0.7% | ||
| 06 | Tyvalidd | 1236 | 0.7% | ||
| 07 | yooluciano | VIP | 1129 | 0.6% | |
| 08 | mrdoalot1800 | 1105 | 0.6% | ||
| 09 | leekrichh | VIP | 1080 | 0.6% | |
| 10 | abmzcrazy | 1059 | 0.6% | ||
| 11 | yahgrl_c | 1027 | 0.6% | ||
| 12 | JAYKAYRAH | 949 | 0.5% | ||
| 13 | 00 | SUB | 937 | 0.5% | |
| 14 | hesi3ball | SUB | 926 | 0.5% | |
| 15 | dopesavaqe | MODSUB | 912 | 0.5% | |
| 16 | IsoMelly | 903 | 0.5% | ||
| 17 | dirty1x_ | 903 | 0.5% | ||
| 18 | freelightishim67 | SUB | 896 | 0.5% | |
| 19 | c0ncernn | 857 | 0.5% | ||
| 20 | DrSossa | SUB | 847 | 0.5% |
User types · badge mix
- SUBSCRIBER25,447 · 14%
- PREMIUM16,755 · 9%
- MODERATOR11,845 · 7%
- TURBO11,419 · 6%
- PREDICTIONS9,470 · 5%
- VIP8,914 · 5%
- BOT-BADGE7,836 · 4%
- FOOTBALL-FEST-20266,627 · 4%
New chatters · arrival curve
first-message arrivals · 0m → 1580m
141 joined in the first 2 minutes = 1% of all chatters
Most mentioned
- @jaykayrah340 · 147u
- @silky274 · 136u
- @lewis1c271 · 125u
- @jvssee253 · 126u
- @brucedropemoff179 · 133u
- @leekrichh154 · 99u
- @luuvutuu136 · 14u
- @moundgirly123 · 37u
Top interactors
- streamelements432
- moundgirly153
- jvssee153
- jaykayrah152
- dirty1x_144
- jsavslimee109
- 01silent198
- unknown__glocks92
Chat tape
- 00:00MakofiousOPENER
@drfgthjn he Christian
- 03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
- 12:00lakersfankingjamesPING
kelo party @silky
- 12:00lakersfankingjamesPING
it’s early for you @silky
- 12:00lakersfankingjamesPING
@silky you only went to 2 classes
- 13:00lakersfankingjamesPING
it’s early for you @silky
- 16:00lakersfankingjamesPING
it’s early for you @silky
- 102:00210jadennPEAK
i been here
Concentration
Emote volume
Emotes / min
Message length · distribution
Chat DNA
- CAPS18.7%
- QUESTIONS4.5%
- MENTIONS4.6%
- COMMANDS2.8%
Top multiplier
- 02plaqueboyLogo2×6150
- 03plaqueboyLogo×3172
- 04silkyDemonTme×1908
Emote leaderboard
- silkyFunny×22,708
- plaqueboyLogo2×6,150
- plaqueboyLogo×3,172
- silkyDemonTme×1,908
- LUL×1,652
- silkyDance×1,473
- silkyDance2×1,444
- silkyRat×1,183
- silkyLetsGo×1,012
- silkySLG×678
- silkyWAR×646
- silkyOMGPOGGERS×642
- silkyGoogly×506
- StreamerU2026×469
- FutureMan×384
- silkyPlotting×360
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
Copypasta tracker
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | !join | ×1178 | 296 | 1001m→1580m | VIRAL |
| 02 | LMAO | ×818 | 267 | 10m→1570m | VIRAL |
| 03 | LMAOOO | ×803 | 297 | 12m→1573m | VIRAL |
| 04 | silkyFunny silkyFunny silkyFunny | ×760 | 100 | 3m→1570m | VIRAL |
| 05 | LMAOOOO | ×744 | 263 | 11m→1575m | VIRAL |
| 06 | silkyFunny silkyFunny silkyFunny silkyFunny | ×683 | 91 | 11m→1579m | VIRAL |
| 07 | LMAOO | ×546 | 197 | 11m→1577m | VIRAL |
| 08 | LMFAO | ×506 | 122 | 10m→1575m | VIRAL |
| 09 | LMAOOOOO | ×505 | 234 | 14m→1573m | VIRAL |
| 10 | silkyFunny silkyFunny | ×488 | 68 | 10m→1575m | VIRAL |
Keyword cloud
Mood regime
Spam tape
- 03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
- 102:00210jadennPEAK
i been here
- 102:00odyss3y___PEAK
Awhy you mad
- 102:00pogbik11PEAK
u really him woo
- 102:00imaniirose_PEAK
U THE FUNNIEST
- 102:00supreme_xtmPEAK
BAHAHAHA YOUR HIM
- 102:00tommygiiPEAK
im slg till i die
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 msg5,264USERS5,264MSGS2.9%
- 2-4 msgs4,014USERS10,648MSGS5.9%
- 5-19 msgs2,619USERS23,659MSGS13.1%
- 20+ msgs1,331USERS141,148MSGS78.1%
1,331 super-active users (10.1% of chatters) wrote 78% of all messages
Unique chatters / min
Arrivals · cumulative
Most mentioned
- @jaykayrah340 · by 147 users
- @silky274 · by 136 users
- @lewis1c271 · by 125 users
- @jvssee253 · by 126 users
- @brucedropemoff179 · by 133 users
- @leekrichh154 · by 99 users
- @luuvutuu136 · by 14 users
- @moundgirly123 · by 37 users
- @dirty1x_123 · by 58 users
- @slgbleach116 · by 69 users
Top interactors
- streamelements432 sent
- moundgirly153 sent
- jvssee153 sent
- jaykayrah152 sent
- dirty1x_144 sent
- jsavslimee109 sent
- 01silent198 sent
- unknown__glocks92 sent
- potatbotat90 sent
- yooluciano80 sent
Badge mix
- SUBSCRIBER25447 · 14%
- PREMIUM16755 · 9%
- MODERATOR11845 · 7%
- TURBO11419 · 6%
- PREDICTIONS9470 · 5%
- VIP8914 · 5%
- BOT-BADGE7836 · 4%
- FOOTBALL-FEST-20266627 · 4%
Mention flows · top pairs
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | streamelements | → | luuvutuu | 79 | |
| 02 | streamelements | → | ixslatt | 66 | |
| 03 | slicedinto | → | luuvutuu | 33 | |
| 04 | dirty1x_ | → | lewis1c | 25 | |
| 05 | jvssee | → | jaykayrah | 23 | |
| 06 | yooluciano | → | silky | 22 | |
| 07 | moundgirly | → | c0ncernn | 21 | |
| 08 | c0ncernn | → | moundgirly | 19 | |
| 09 | lakersfankingjames | → | silky | 19 | |
| 10 | sleepyykk | → | silky | 19 | |
| 11 | fossabot | → | createownruneverything | 16 | |
| 12 | jaykayrah | → | jvssee | 16 |
Chat tape
- 00:00MakofiousOPENER
@drfgthjn he Christian
- 03:00jpllkvWALL
StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 StreamerU2026 Streamer
- 12:00lakersfankingjamesPING
kelo party @silky
- 12:00lakersfankingjamesPING
it’s early for you @silky
- 12:00lakersfankingjamesPING
@silky you only went to 2 classes
- 13:00lakersfankingjamesPING
it’s early for you @silky
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
- PROFANITY1.8%
- CAPS RAGE18.7%
- SPAM/PASTA5.9%
- BOT MSGS3.1%
Sponsor signals · detected in chat
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| CMD | !gamble | ×2560 | 219 | 978m→1579m | ORGANIC |
| CMD | !join | ×1265 | 299 | 1001m→1580m | ORGANIC |
| CMD | !mraffle | ×365 | 2 | 1001m→1580m | BOT TIMER |
| CMD | !dsize | ×81 | 53 | 566m→1509m | ORGANIC |
| CMD | !points | ×65 | 42 | 1005m→1576m | ORGANIC |
| CMD | !accountage | ×58 | 47 | 46m→667m | ORGANIC |
| CMD | !give | ×46 | 6 | 1085m→1548m | ORGANIC |
| LINK | twitch.tv | ×33 | 2 | 1m→1510m | BOT TIMER |
| CMD | !badge | ×24 | 7 | 1m→1510m | ORGANIC |
| CMD | !roulette | ×24 | 8 | 1159m→1502m | ORGANIC |
| LINK | pot.cx | ×23 | 1 | 246m→1547m | ORGANIC |
| CMD | !core | ×16 | 16 | 22m→1429m | ORGANIC |
| CMD | !watchtime | ×16 | 15 | 975m→1569m | ORGANIC |
| CMD | !followage | ×16 | 15 | 995m→1552m | ORGANIC |
Sponsor lift · ad-read impact
Audience language
- ES0.9%
- EN17.2%
- OTHER / EMOTE-ONLY82.0%
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
Silky stream analytics summary
Silky's Streamer University stream "STREAMER UNIVERSITY DAY 4" on Jul 18, 2026 generated 180,719 messages from 13,228 unique chatters (114.3 msgs/min average, peaking at 650/min). Sentiment ran 14,816 positive vs 801 negative, and the top keyword was "points" (×8027). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.