FULL STREAM INTELLIGENCE · IRL
Jul 16, 2026 · VOD 2821304346
keyword lexicon heuristic · not a language model
no >0.25 swings detected
40 emote msgs — ×9.6 the average
45 emote msgs — ×10.8 the average
37 emote msgs — ×8.8 the average
70 first-time chatters in one minute (raid-like influx)
59 first-time chatters in one minute (raid-like influx)
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| nightbot | 320 | 1.00 | known | known bot account |
| streamelements | 6 | 1.00 | known | known bot account |
| archie60068928 | 40 | 0.55 | medium | 23 messages fired <2s apart · 7.4 msgs/min sustained |
| mfc_flynn | 17 | 0.55 | medium | 4 messages fired <2s apart · 17 msgs/min sustained |
| king43233332s | 15 | 0.55 | medium | 4 messages fired <2s apart · 13.6 msgs/min sustained |
| georgia51579 | 34 | 0.45 | medium | repeated one message ×22 (65% of output) |
| deadlycupid93 | 18 | 0.45 | medium | repeated one message ×9 (50% of output) |
| babyyemo5 | 11 | 0.45 | medium | repeated one message ×9 (82% of output) |
| xbatmansnephew | 11 | 0.45 | medium | repeated one message ×6 (55% of output) |
| sofakingpotatoes | 8 | 0.45 | medium | repeated one message ×5 (63% of output) |
| birdie_xoxo | 8 | 0.45 | medium | repeated one message ×5 (63% of output) |
| dopey_goose | 6 | 0.45 | medium | repeated one message ×5 (83% of output) |
| mrfattymen | 5 | 0.45 | medium | repeated one message ×4 (80% of output) |
LUL LUL LUL LUL
IS IT COMING HOME MATE? @angryginge13
sit down shut up @angryginge13
SIT DOWN SHUT UP @angryginge13
ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMI
he’s only got little arms he’s only got little arms he couldn’t touch the crossbar he couldn’t touch the crossbar He’s O
| # | Chatter | Badges | Msgs | Activity 0m→326m | Share |
|---|---|---|---|---|---|
| 01 | Nightbot | MODBOT | 320 | 1.6% | |
| 02 | twilight6788 | SUB | 256 | 1.3% | |
| 03 | deanmoran66 | 154 | 0.8% | ||
| 04 | JamesLVP | MOD | 134 | 0.7% | |
| 05 | princesacesca | SUB | 129 | 0.7% | |
| 06 | orangepeel1432 | 129 | 0.7% | ||
| 07 | sammy_callaghn | 128 | 0.6% | ||
| 08 | Kc087afc | 118 | 0.6% | ||
| 09 | JasmineBkrr | 109 | 0.6% | ||
| 10 | adam_95l | 109 | 0.6% | ||
| 11 | susie2kuk | SUBVIP | 101 | 0.5% | |
| 12 | Evaaa_101 | 96 | 0.5% | ||
| 13 | Ldxv51 | 95 | 0.5% | ||
| 14 | 1ts_Ryan1 | SUB | 94 | 0.5% | |
| 15 | adamdaggers | 91 | 0.5% | ||
| 16 | leobuzz9 | 89 | 0.5% | ||
| 17 | contay4life25 | 88 | 0.4% | ||
| 18 | zaidy4 | SUB | 85 | 0.4% | |
| 19 | SberryJam97 | SUB | 84 | 0.4% | |
| 20 | rollyboy2008 | 80 | 0.4% |
first-message arrivals · 0m → 326m
206 joined in the first 2 minutes = 6% of all chatters
LUL LUL LUL LUL
IS IT COMING HOME MATE? @angryginge13
sit down shut up @angryginge13
SIT DOWN SHUT UP @angryginge13
ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMI
he’s only got little arms he’s only got little arms he couldn’t touch the crossbar he couldn’t touch the crossbar He’s O
he’s only got little arms he’s only got little arms he couldn’t touch the crossbar he couldn’t touch the crossbar He’s O
Yo Ginge, I’m supposed to be doing a test at school right now but I’ve got your stream open instead 😭. My teacher think
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | wwwww | ×116 | 87 | 0m→326m | VIRAL |
| 02 | wwww | ×110 | 80 | 0m→326m | VIRAL |
| 03 | hahahaha | ×86 | 50 | 3m→313m | VIRAL |
| 04 | wwwwww | ×80 | 62 | 0m→326m | VIRAL |
| 05 | g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie | ×61 | 42 | 3m→254m | VIRAL |
| 06 | hahaha | ×60 | 48 | 3m→312m | VIRAL |
| 07 | g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie | ×56 | 40 | 1m→275m | VIRAL |
| 08 | g1ngeBoogie g1ngeBoogie g1ngeBoogie | ×54 | 36 | 3m→326m | VIRAL |
| 09 | g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie | ×53 | 42 | 2m→279m | VIRAL |
| 10 | wwwwwww | ×52 | 44 | 0m→326m | VIRAL |
ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMI
Yo Ginge, I’m supposed to be doing a test at school right now but I’ve got your stream open instead 😭. My teacher think
mthamm2Lol mthamm2Drizzy mthamm2Lol mthamm2Drizzy mthamm2Lol mthamm2Drizzy mthamm2Lol mthamm2Drizzy mthamm2Lol mthamm2Dr
g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchConHYPE TwitchCo
g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie g1ngeBoogie
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
221 super-active users (6.9% of chatters) wrote 48% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | nightbot | → | angryginge13 | 15 | |
| 02 | joshhmc | → | jesschappel | 12 | |
| 03 | kddobbo26 | → | princesscesca | 10 | |
| 04 | princesacesca | → | kddobbo26 | 8 | |
| 05 | thedubliner_ | → | angryginge13 | 7 | |
| 06 | nathanthomas_x | → | leobuzz9 | 7 | |
| 07 | nykcurryking13 | → | papayapoweredemma | 6 | |
| 08 | papayapoweredemma | → | nykcurryking13 | 6 | |
| 09 | leobuzz9 | → | nathanthomas_x | 6 | |
| 10 | princesacesca | → | itsurgirlamberr | 5 | |
| 11 | nykcurryking13 | → | jamiessmedia | 5 | |
| 12 | joshhmc | → | evieb09 | 5 |
LUL LUL LUL LUL
IS IT COMING HOME MATE? @angryginge13
sit down shut up @angryginge13
SIT DOWN SHUT UP @angryginge13
ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMING HOME ITS COMI
he’s only got little arms he’s only got little arms he couldn’t touch the crossbar he couldn’t touch the crossbar He’s O
This is the exact image link unfurlers render when this stream is shared.
↓ Download card (1200×630)no viewer track captured
| Type | Asset | Pushes | Users | Window | Source |
|---|---|---|---|---|---|
| LINK | youtube.com | ×35 | 1 | 5m→320m | BOT TIMER |
| LINK | gaming.amazon.com | ×25 | 1 | 5m→306m | BOT TIMER |
| LINK | instagram.com | ×15 | 1 | 5m→307m | BOT TIMER |
| LINK | tiktok.com | ×15 | 1 | 5m→307m | BOT TIMER |
| LINK | twitter.com | ×15 | 1 | 5m→307m | BOT TIMER |
| CMD | !prime | ×9 | 7 | 62m→297m | ORGANIC |
| CMD | !playlist | ×7 | 6 | 27m→291m | ORGANIC |
| LINK | open.spotify.com | ×7 | 1 | 27m→291m | BOT TIMER |
| CMD | !cameo | ×6 | 6 | 69m→69m | ORGANIC |
| LINK | twitch.tv | ×4 | 3 | 28m→292m | BOT TIMER |
| LINK | cameo.com | ×4 | 1 | 69m→69m | BOT TIMER |
| CMD | !spotify | ×2 | 2 | 21m→21m | ORGANIC |
| CMD | !sub | ×2 | 2 | 28m→172m | ORGANIC |
| CMD | !watchtime | ×2 | 2 | 76m→264m | ORGANIC |
language of written messages · emote-only spam excluded from ES/EN
shared active chatters · real version needs chat dumps of candidate streamers
real version fetches channel history via twitchtracker / helix
angryginge13's IRL stream "🔥CAMPING PREPERATION’🔥BUYING FOR JAKEY!!🔥DTG!🔥TAYS A SCAMMER!!!🔥LOOKIN FIT!🔥SOCCER AID MOTM! (X2)!🔥KOTJ🔥" on Jul 16, 2026 generated 19,727 messages from 3,196 unique chatters (60.3 msgs/min average, peaking at 565/min). Sentiment ran 1,231 positive vs 88 negative, and the top keyword was "ginge" (×572). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.