FULL STREAM INTELLIGENCE · Call of Duty: Black Ops 7
Jul 18, 2026 · VOD 2823199701
keyword lexicon heuristic · not a language model
89 first-time chatters in one minute (raid-like influx)
71 emote msgs — ×18.1 the average
30 emote msgs — ×7.6 the average
35 emote msgs — ×8.9 the average
108 first-time chatters in one minute (raid-like influx)
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| nightbot | 385 | 1.00 | known | known bot account |
| dr_french_toast | 16 | 0.55 | medium | 14 messages fired <2s apart · 16 msgs/min sustained |
| mcjungle | 16 | 0.55 | medium | 14 messages fired <2s apart · 16 msgs/min sustained |
| demonorphan | 11 | 0.55 | medium | 10 messages fired <2s apart · 11 msgs/min sustained |
| wamie_nu | 11 | 0.55 | medium | 9 messages fired <2s apart · 8.6 msgs/min sustained |
| halogxnn | 11 | 0.55 | medium | 3 messages fired <2s apart · 11 msgs/min sustained |
| rozexo_ | 20 | 0.45 | medium | repeated one message ×12 (60% of output) |
| moneybaggio | 16 | 0.45 | medium | repeated one message ×8 (50% of output) |
| zscopezog | 16 | 0.45 | medium | repeated one message ×8 (50% of output) |
| theperkith | 11 | 0.45 | medium | repeated one message ×6 (55% of output) |
| cjwuman | 11 | 0.45 | medium | repeated one message ×8 (73% of output) |
| theogmenma | 10 | 0.45 | medium | repeated one message ×6 (60% of output) |
| vizmah | 9 | 0.45 | medium | repeated one message ×5 (56% of output) |
| rlmace | 9 | 0.45 | medium | repeated one message ×5 (56% of output) |
| ohzenzo | 8 | 0.45 | medium | repeated one message ×5 (63% of output) |
W
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
was good boys @scump
What time would OpTic play tonight if a fluke happens at 5 PM? @scump
@scump Miami did the same
@scump 5 gifted if you get Nade on the party and ask him his thoughts on Scrap dropping the worst KD in champs history a
| # | Chatter | Badges | Msgs | Activity 0m→505m | Share |
|---|---|---|---|---|---|
| 01 | Not_Jaybo | 413 | 1.5% | ||
| 02 | Itzzsabz | 407 | 1.5% | ||
| 03 | Nightbot | MODBOT | 385 | 1.4% | |
| 04 | sin_szn | 319 | 1.1% | ||
| 05 | iEnvyVoid_ | 218 | 0.8% | ||
| 06 | Fuze | 215 | 0.8% | ||
| 07 | raqozo | MOD | 211 | 0.8% | |
| 08 | spadeTFF | 175 | 0.6% | ||
| 09 | itzSaccoo | 152 | 0.5% | ||
| 10 | oMiXeY | 136 | 0.5% | ||
| 11 | shhootterr | SUB | 119 | 0.4% | |
| 12 | oxahgen | 118 | 0.4% | ||
| 13 | MezaxPlays | 118 | 0.4% | ||
| 14 | slipnslide87 | 114 | 0.4% | ||
| 15 | DanLGG | SUB | 112 | 0.4% | |
| 16 | 2ProficientTV | 110 | 0.4% | ||
| 17 | TMiiike | 109 | 0.4% | ||
| 18 | feelingwarm | SUB | 108 | 0.4% | |
| 19 | efimosii | 103 | 0.4% | ||
| 20 | Rezzeii | SUB | 99 | 0.4% |
first-message arrivals · 0m → 505m
110 joined in the first 2 minutes = 2% of all chatters
W
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
was good boys @scump
What time would OpTic play tonight if a fluke happens at 5 PM? @scump
@scump Miami did the same
@scump 5 gifted if you get Nade on the party and ask him his thoughts on Scrap dropping the worst KD in champs history a
@scump Omit vs omit shi confusing me
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)
| ## | Strain | Count | Carriers | Spread | Virality |
|---|---|---|---|---|---|
| 01 | Cash App | ×2268 | 1643 | 5m→467m | VIRAL |
| 02 | cash app | ×500 | 380 | 15m→485m | VIRAL |
| 03 | Cash app | ×233 | 192 | 56m→425m | VIRAL |
| 04 | scumpOTXflag scumpOTXflag scumpOTXflag scumpOTXflag scumpOTXflag | ×101 | 23 | 0m→504m | VIRAL |
| 05 | WALL | ×97 | 69 | 1m→496m | VIRAL |
| 06 | CASH APP | ×93 | 65 | 132m→426m | VIRAL |
| 07 | Engine | ×81 | 73 | 130m→359m | VIRAL |
| 08 | Major 4 Bracket -> https://www.callofdutyleague.com/en-us/schedule?tab=bracket | ×71 | 1 | 21m→500m | NICHE |
| 09 | !bracket | ×71 | 63 | 32m→500m | VIRAL |
| 10 | NICE MASE | ×71 | 49 | 182m→494m | VIRAL |
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE
DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT
245 super-active users (4.2% of chatters) wrote 45% of all messages
| # | From | To | Count | Volume | |
|---|---|---|---|---|---|
| 01 | 2proficienttv | → | stratwx | 19 | |
| 02 | stratwx | → | 2proficienttv | 15 | |
| 03 | pandaiu | → | btzn | 15 | |
| 04 | vezpaa_ | → | armadah716 | 14 | |
| 05 | armadah716 | → | vezpaa_ | 13 | |
| 06 | scrixptsszn | → | shhootterr | 12 | |
| 07 | scrixptsszn | → | supreme_zero | 11 | |
| 08 | justjackjones | → | beansaii_ | 11 | |
| 09 | beansaii_ | → | justjackjones | 11 | |
| 10 | btzn | → | pandaiu | 11 | |
| 11 | shhootterr | → | scrixptsszn | 8 | |
| 12 | xsomelamenamex | → | loljexi | 7 |
W
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
was good boys @scump
What time would OpTic play tonight if a fluke happens at 5 PM? @scump
@scump Miami did the same
@scump 5 gifted if you get Nade on the party and ask him his thoughts on Scrap dropping the worst KD in champs history a
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 | callofdutyleague.com | ×74 | 1 | 21m→500m | BOT TIMER |
| CMD | !bracket | ×72 | 64 | 21m→500m | ORGANIC |
| LINK | optic.link | ×64 | 1 | 1m→494m | BOT TIMER |
| LINK | oakley.com | ×51 | 1 | 3m→503m | BOT TIMER |
| LINK | youtube.com | ×33 | 1 | 14m→494m | BOT TIMER |
| LINK | prizepicks.onelink.me | ×33 | 1 | 14m→494m | BOT TIMER |
| LINK | bit.ly | ×23 | 1 | 13m→493m | BOT TIMER |
| CMD | !mc | ×22 | 17 | 54m→477m | ORGANIC |
| CMD | !drops | ×17 | 17 | 3m→412m | ORGANIC |
| CMD | !schedule | ×3 | 3 | 50m→199m | ORGANIC |
| CMD | !sens | ×3 | 3 | 51m→456m | ORGANIC |
| CMD | !cashapp | ×2 | 2 | 2m→403m | ORGANIC |
| CMD | !optic | ×2 | 2 | 145m→350m | ORGANIC |
| CMD | !shop | ×2 | 2 | 161m→296m | 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
scump's Call of Duty: Black Ops 7 stream "SCUMP WATCH PARTY!! OpTic TEXAS vs FAZE VEGAS | CDL CHAMPS VEGAS DAY 3" on Jul 18, 2026 generated 27,931 messages from 5,808 unique chatters (55.2 msgs/min average, peaking at 521/min). Sentiment ran 2,178 positive vs 149 negative, and the top keyword was "cash" (×3310). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.