FULL STREAM INTELLIGENCE Β· Streamer University
Jul 18, 2026 Β· VOD 2823360348
keyword lexicon heuristic Β· not a language model
305 emote msgs β Γ14.5 the average
281 emote msgs β Γ13.4 the average
182 emote msgs β Γ8.7 the average
143 emote msgs β Γ6.8 the average
183 emote msgs β Γ8.7 the average
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| nightbot | 925 | 1.00 | known | known bot account |
| fossabot | 223 | 1.00 | known | known bot account |
| streamelements | 162 | 1.00 | known | known bot account |
| itss_jaelya | 7 | 0.75 | high | repeated one message Γ4 (57% of output) Β· 3 messages fired <2s apart |
| stlouis3400 | 16 | 0.70 | high | repeated one message Γ8 (50% of output) Β· 16 msgs/min sustained |
| scr3wstonmad3 | 12 | 0.70 | high | repeated one message Γ6 (50% of output) Β· 7.7 msgs/min sustained |
| harleynazifuc | 64 | 0.55 | medium | 21 messages fired <2s apart Β· 7 msgs/min sustained |
| mo1010m | 63 | 0.55 | medium | 3 messages fired <2s apart Β· 6.8 msgs/min sustained |
| kyderx | 58 | 0.55 | medium | 7 messages fired <2s apart Β· 10 msgs/min sustained |
| gns_avreezy00 | 57 | 0.55 | medium | 5 messages fired <2s apart Β· 6.5 msgs/min sustained |
| sharday4322 | 39 | 0.55 | medium | 7 messages fired <2s apart Β· 7.4 msgs/min sustained |
| lockssoldsep | 38 | 0.55 | medium | 34 messages fired <2s apart Β· 22.1 msgs/min sustained |
| officialdrav | 37 | 0.55 | medium | 3 messages fired <2s apart Β· 6.5 msgs/min sustained |
| pdagirlzdad | 32 | 0.55 | medium | 6 messages fired <2s apart Β· 6.7 msgs/min sustained |
| babyypedro | 32 | 0.55 | medium | 11 messages fired <2s apart Β· 11.2 msgs/min sustained |
Fanum just went live! fanumspin
whenβs the next drop@fanum
π§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈ
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
@Fanum make an arrest mid game
| # | Chatter | Badges | Msgs | Activity 0mβ445m | Share |
|---|---|---|---|---|---|
| 01 | lotusflower____ | 931 | 1.0% | ||
| 02 | Nightbot | MODBOT | 925 | 1.0% | |
| 03 | permfnz | 695 | 0.8% | ||
| 04 | careris7 | 569 | 0.6% | ||
| 05 | hlemus44 | SUB | 542 | 0.6% | |
| 06 | NotDurand | MOD | 426 | 0.5% | |
| 07 | shackdeezy | MOD | 386 | 0.4% | |
| 08 | Darkrezzident | MOD | 379 | 0.4% | |
| 09 | leo_wessel | 340 | 0.4% | ||
| 10 | jacob_l4zy | 285 | 0.3% | ||
| 11 | demonl0s0 | 240 | 0.3% | ||
| 12 | Fossabot | MODBOT | 223 | 0.3% | |
| 13 | dhegsvhdshehsbs | 221 | 0.2% | ||
| 14 | JayJays_Palace | SUB | 210 | 0.2% | |
| 15 | luissajche | 206 | 0.2% | ||
| 16 | EKSTZY | 194 | 0.2% | ||
| 17 | cggggjaycee | 183 | 0.2% | ||
| 18 | Wednesdnay | 178 | 0.2% | ||
| 19 | aangatum | 170 | 0.2% | ||
| 20 | thevinchi43 | SUB | 167 | 0.2% |
first-message arrivals Β· 0m β 445m
168 joined in the first 2 minutes = 1% of all chatters
Fanum just went live! fanumspin
whenβs the next drop@fanum
π§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈ
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
@Fanum make an arrest mid game
FOLLOW FANUM ON ALL SOCIALS |Main: https://www.youtube.com/@FanumReacts MOREFANUM: https://www.youtube.com/@MoreFanum Li
The ugly boy is robbing people @Fanum
bar color Β· green = official emoticon fragment Β· white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | fanum with the fuckin cannon | Γ413 | 1 | 0mβ445m | NICHE |
| 02 | FLEEEEEEEEEEET | Γ408 | 1 | 0mβ445m | NICHE |
| 03 | ππππ | Γ343 | 221 | 12mβ444m | VIRAL |
| 04 | πππ | Γ274 | 186 | 12mβ445m | VIRAL |
| 05 | πππππ | Γ267 | 189 | 8mβ445m | VIRAL |
| 06 | LMAOOOO | Γ265 | 125 | 16mβ445m | VIRAL |
| 07 | LMAO | Γ236 | 155 | 18mβ445m | VIRAL |
| 08 | LMAOOO | Γ228 | 133 | 15mβ444m | VIRAL |
| 09 | WWWWW | Γ224 | 152 | 5mβ445m | VIRAL |
| 10 | ππππππ | Γ211 | 141 | 16mβ444m | VIRAL |
π§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈ
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL
π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL
π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL GUNS π¨RAKAI HAS ILLEGAL
LLLLLLLLLLLLLLLL
GINI COEFFICIENT Β· 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
692 super-active users (3.6% of chatters) wrote 39% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | k41mon3y | β | fanum | 20 | |
| 02 | davo_th3don | β | fanum | 19 | |
| 03 | bentley_baby137 | β | fanum | 11 | |
| 04 | fossabot | β | morefanum | 7 | |
| 05 | fossabot | β | fanumlive | 7 | |
| 06 | fossabot | β | elfanumrd | 7 | |
| 07 | fossabot | β | fanumreacts | 5 | |
| 08 | slavza | β | fanum | 5 | |
| 09 | iggycuh | β | fanum | 5 | |
| 10 | f1nalshot | β | kiddjt1 | 5 | |
| 11 | kiddjt1 | β | f1nalshot | 5 | |
| 12 | royaltyalmighty | β | fanum | 5 |
Fanum just went live! fanumspin
whenβs the next drop@fanum
π§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈπ§π»βπ¦½ββ‘οΈ
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
fanumTROUPEani1 fanumTROUPEani1 fanumTROUPEani1 fanumFORMULA fanumFORMULA fanumFORMULA fanumSUPD fanumSUPD fanumSUPD fan
@Fanum make an arrest mid game
This is the exact image link unfurlers render when this stream is shared.
β Download card (1200Γ630)no viewer track captured
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| CMD | !watchtime | Γ84 | 82 | 9mβ442m | ORGANIC |
| CMD | !followage | Γ81 | 75 | 19mβ443m | ORGANIC |
| LINK | twitch.tv | Γ51 | 2 | 0mβ435m | BOT TIMER |
| LINK | youtube.com | Γ30 | 1 | 37mβ400m | BOT TIMER |
| LINK | discord.gg | Γ16 | 1 | 7mβ442m | BOT TIMER |
| CMD | !time | Γ16 | 8 | 42mβ443m | ORGANIC |
| CMD | !discord | Γ15 | 15 | 7mβ442m | ORGANIC |
| CMD | !clip | Γ11 | 11 | 221mβ427m | ORGANIC |
| CMD | !gamble | Γ9 | 8 | 45mβ369m | ORGANIC |
| CMD | !points | Γ9 | 8 | 207mβ279m | ORGANIC |
| LINK | twitch.amazon.com | Γ8 | 1 | 214mβ333m | BOT TIMER |
| LINK | reddit.com | Γ7 | 1 | 37mβ400m | BOT TIMER |
| LINK | 7tv.app | Γ7 | 1 | 45mβ409m | BOT TIMER |
| LINK | frankerfacez.com | Γ7 | 1 | 45mβ409m | BOT TIMER |
language of written messages Β· emote-only spam excluded from ES/EN
shared active chatters Β· real version needs chat dumps of candidate streamers
real version fetches channel history via twitchtracker / helix
Fanum's Streamer University stream "DAY 4! π΄π‘ SUPD π΄π‘ STREAMER UNIVERSITY !discord !socials" on Jul 18, 2026 generated 88,767 messages from 19,021 unique chatters (199 msgs/min average, peaking at 670/min). Sentiment ran 6,235 positive vs 1,519 negative, and the top keyword was "rakai" (Γ3419). Explore the full stream breakdown β pulse, chatters, memes, community, viewers and media kit β below.