scump — Call of Duty: Black Ops 7 stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Call of Duty: Black Ops 7

Jul 17, 2026 · VOD 2822354325

Chat mood & viewers

24,300 MSGS

Positive

1,997

8.2% of msgs

Negative

140

0.6% of msgs

Neutral

22,163

91.2% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,997 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

31:000.00→0.43Δ+0.43
32:000.43→0.00Δ-0.43
351:000.46→0.05Δ-0.41
199:000.40→0.00Δ-0.40
342:00-0.15→0.25Δ+0.40
278:000.03→0.42Δ+0.39

Mood regime · per minute

459 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

459 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

80:00INFLUX×9.4clip suggested Watch VOD
120 first-time chatters in one minute (raid-like influx)
- tortuggaaa: GIVE ME BACK MY FRIEEEEEND
- BugZ_DownUnder: Abe and Kips are going to dynamic duo this next HP out for the series
98:00INFLUX×10.1clip suggested Watch VOD
129 first-time chatters in one minute (raid-like influx)
- Konnartist: blows my mind that most of these fools can vote
- munestream: munestream is gifting 25 Tier 1 Subs to scump's community! They've gifted a tota
222:00INFLUX×14.6clip suggested Watch VOD
187 first-time chatters in one minute (raid-like influx)
- terminition: Pleas3 pleas3 send thieves home, want to see nad3shot spam 9u5
- qandhi: they gonna be drinking that sake
223:00INFLUX×13.1clip suggested Watch VOD
168 first-time chatters in one minute (raid-like influx)
- m0vementdem0n: idk why I ln typing this but CASH APP
- Meltsology: Cash App\
224:00INFLUX×9.6clip suggested Watch VOD
123 first-time chatters in one minute (raid-like influx)
- Instigatorr_: Hydra smokes
- N0VAX_TV: yall spamming the WRONG chat lol

Keyword tracker

TOP 14

cash4,247
that842
subscribed618
this587
optic540
scrap520
they508
tier426
with425
just392
what368
lmao364
like330
they've320

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	318	1.00	known	known bot account
apastile	62	1.00	high	repeated one message ×31 (50% of output) · 8 messages fired <2s apart · 19.6 msgs/min sustained
w3as3l22	18	1.00	high	repeated one message ×9 (50% of output) · 11 messages fired <2s apart · 18 msgs/min sustained
perfecttrim	34	0.75	high	repeated one message ×20 (59% of output) · 8 messages fired <2s apart
clayvaughn3	14	0.70	high	repeated one message ×7 (50% of output) · 12.2 msgs/min sustained
joeyisbackyoucows	200	0.55	medium	10 messages fired <2s apart · 7.7 msgs/min sustained
munestream	16	0.55	medium	13 messages fired <2s apart · 16 msgs/min sustained
jedimasterrow	13	0.55	medium	10 messages fired <2s apart · 13 msgs/min sustained
sscurvzies	11	0.55	medium	10 messages fired <2s apart · 11 msgs/min sustained
ykjoker	21	0.45	medium	repeated one message ×20 (95% of output)
azeuxii	14	0.45	medium	repeated one message ×7 (50% of output)
drgooey	11	0.45	medium	repeated one message ×6 (55% of output)
wtfgetup	10	0.45	medium	repeated one message ×6 (60% of output)
cobadiesel	9	0.45	medium	repeated one message ×7 (78% of output)
itzty___	9	0.45	medium	repeated one message ×5 (56% of output)

Emote pulse

TOP 8

scumpOTXflag2,418
scumpOGflag678
scumpNuke678
LUL562
scumpOG472
scumpOT438
shotzzyOTXFlag332
scumpW254

Evidence tape

6 MSGS

00:00cade_357OPENER
yo
00:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
09:00nemesisadamPING
@scump reply to this to make my day
10:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
19:00TruEditsPING
one card trick atm @scump
20:00rn2xblPING
code card and last card to front @scump

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump459 min · 316,842 views

Chat rate · per minute

H 531AVG 52.96 PEAKS

burst heat · 0m → 458m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

01170:00 · 350 msgs×6.6
trending: “MVP”
- raqozo: OMGGGGGGGGGGG
- JusBugz: ohhhhhhhhhhhhhhhhhhhhhh shiiiiiiiiiiii
- raqozo: OMGGGGGGGGGGG ͏
02222:00 · 379 msgs×7.2
trending: “Cash”
- terminition: Pleas3 pleas3 send thieves home, want to see nad3shot spam 9u5
- qandhi: they gonna be drinking that sake
- thatguytatertot: thatguytatertot is gifting 5 Tier 1 Subs to scump's community! They've gifted a total of 1
03247:00 · 531 msgs×10
trending: “MVP”
- efimosii: owwwwwwwwwwwwwwww
- slipnslide87: OMFGGGGGGGGGGGGGG
- Clear_1n: GG THEIVES!!!!!
04359:00 · 283 msgs×5.3
trending: “Cash”
- detectiveducky_: what’s 1st map?
- juandachosen1: s/o to my girl Jasmine for watching the games all day with me 🫡
- icee_wave: scumpOG2 scumpOG2 scumpOG2 scumpOG2 scumpOG2 scumpOG2
05413:00 · 497 msgs×9.4
trending: “Cash”
- emitity1: LETS WIN THIS OVERLOAD
- xx0tlc: optic shit anyway mannn
- respectthe1v1: dash snipe costed
06419:00 · 315 msgs×6
trending: “Cash”
- apastile: cash app.
- TheSpoda9: screensaver
- ScratchhandSniff: Seth needs beer

Chat tape · highlights

00:00cade_357OPENER
yo
00:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
09:00nemesisadamPING
@scump reply to this to make my day
10:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
19:00TruEditsPING
one card trick atm @scump
20:00rn2xblPING
code card and last card to front @scump
22:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
30:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o

Top chatter

RANK 01

sin_szn

MSGS
SENT

FIRST SEEN 14:00 · 1.6% OF ALL CHAT

Unique chatters

5,865

2% of viewers

Msgs / chatter

4.1

24,300 msgs total

From subs

16%

3,815 msgs

Bots filtered

318 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS12% OF CHAT

#	Chatter	Badges	Msgs	Share
01	sin_szn		387	1.6%
02	Nightbot	MODBOT	318	1.3%
03	raqozo	MOD	221	0.9%
04	joeyisbackyoucows		200	0.8%
05	Fuze		158	0.7%
06	Itzzsabz		155	0.6%
07	m0vementdem0n	SUB	148	0.6%
08	arc______________________		146	0.6%
09	AuthenticSZN		139	0.6%
10	JusBugz		131	0.5%
11	Jlonny	SUB	122	0.5%
12	Nviouss		111	0.5%
13	Pumpyz	SUB	104	0.4%
14	oMiXeY		102	0.4%
15	gfrankie7		102	0.4%
16	snubzycs		100	0.4%
17	AddictionIm		98	0.4%
18	Disconnec7ed		96	0.4%
19	taper_ix	SUB	91	0.4%
20	fear_hardstuck		86	0.4%

User types · badge mix

157 BADGES

PREMIUM4,461 · 18%
SUBSCRIBER3,665 · 15%
TURBO2,565 · 11%
PREDICTIONS1,583 · 7%
MODERATOR748 · 3%
RAGING-WOLF-HELM620 · 3%
EWC-2026-GOLD529 · 2%
EWC-2026-DIAMOND516 · 2%

New chatters · arrival curve

5865 TOTAL

first-message arrivals · 0m → 458m

111 joined in the first 2 minutes = 2% of all chatters

Returning

1059

≥5 msgs sent

One-and-done

2869

single message

Most mentioned

1,754 @s

@scump112 · 88u
@og_swampii24 · 14u
@taper_ix22 · 9u
@dang8520 · 14u
@authenticszn20 · 8u
@risaur20 · 9u
@arc______________________20 · 16u
@sin_szn20 · 15u

Top interactors

WHO PINGS MOST

arc______________________44
addictionim43
joeyisbackyoucows37
dang8528
raqozo28
fuze26
taper_ix23
authenticszn22

Chat tape

NOTABLE MSGS

00:00cade_357OPENER
yo
00:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
09:00nemesisadamPING
@scump reply to this to make my day
10:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
19:00TruEditsPING
one card trick atm @scump
20:00rn2xblPING
code card and last card to front @scump
22:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
30:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

2,003 msgs

Top 50 chatters

20%

4,841 msgs

Remaining

5815

share 80%

TOP 10 · 8%REST · 5855 CHATTERS · 92%

scumpOTXflag ×2418scumpOGflag ×678scumpNuke ×678LUL ×562scumpOG ×472scumpOT ×438shotzzyOTXFlag ×332scumpW ×254dizzocGg ×184scumpWorm ×130

Emote volume

MSGS W/ EMOTES

Of all messages

6.5%

24,300 msgs scanned

Emote codes

7,813 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

3,169

10,268

6,936

2,910

853

164

1-56-1516-4041-8081-160160+

Median

13 ch

P90

54 ch

Max

360 ch

Chat DNA

% OF ALL MSGS

Caps rage

11.7%

2,842 msgs

Questions

5.0%

1,218 msgs

Mentions

7.2%

1,755 @calls

Commands

0.4%

108 !calls

CAPS11.7%
QUESTIONS5.0%
MENTIONS7.2%
COMMANDS0.4%

Top multiplier

#1 EMOTE

scumpOTXflag

official emote · per-minute flow

02scumpOGflag×678
03scumpNuke×678
04LUL×562

Emote leaderboard

OFFICIAL7TV-STYLE

scumpOTXflag×2,418
scumpOGflag×678
scumpNuke×678
LUL×562
scumpOG×472
scumpOT×438
shotzzyOTXFlag×332
scumpW×254
dizzocGg×184
scumpWorm×130
apathyW×94
scumpWiggle×84
gangTexas×78
apathyFLEX×70
scumpGg×66
apathyDance×66

bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	Cash App	×3093	2168	79m→420m	VIRAL
02	cash app	×551	409	79m→420m	VIRAL
03	Cash app	×273	220	79m→437m	VIRAL
04	CASH APP	×111	77	80m→420m	VIRAL
05	cashapp	×89	73	81m→420m	VIRAL
06	WALL	×71	54	1m→458m	VIRAL
07	scumpOTXflag scumpOTXflag scumpOTXflag scumpOTXflag scumpOTXflag	×60	19	0m→454m	VIRAL
08	CashApp	×60	52	80m→420m	VIRAL
09	LMAO	×57	43	14m→454m	VIRAL
10	lmao	×54	42	12m→455m	VIRAL

Keyword cloud

TOP 18 TOKENS

cash₄₂₄₇that₈₄₂subscribed₆₁₈this₅₈₇optic₅₄₀scrap₅₂₀they₅₀₈tier₄₂₆with₄₂₅just₃₉₂what₃₆₈lmao₃₆₄like₃₃₀they've₃₂₀shit₃₁₉your₃₀₈champs₃₀₁months₂₉₄

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

00:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
10:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
22:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
30:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
40:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
51:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
60:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o

User colors

TOP 16

Participation inequality

5,865 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

22%

59 users

Top 5%

44%

293 users

Top 10%

56%

587 users

Community split

SHARE OF CHATTERS

CORE

DRIVE-BY

Lorenz curve · cumulative share

USERS → MESSAGES

DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT

User tiers · who carries the chat

4 TIERS

1 msg2,869USERS2,869MSGS11.8%
2-4 msgs1,937USERS5,018MSGS20.7%
5-19 msgs867USERS7,430MSGS30.6%
20+ msgs192USERS8,983MSGS37.0%

192 super-active users (3.3% of chatters) wrote 37% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@scump112 · by 88 users
@og_swampii24 · by 14 users
@taper_ix22 · by 9 users
@dang8520 · by 14 users
@authenticszn20 · by 8 users
@risaur20 · by 9 users
@arc______________________20 · by 16 users
@sin_szn20 · by 15 users
@addictionim18 · by 18 users
@fuze18 · by 12 users

Top interactors

WHO REACHES OUT

arc______________________44 sent
addictionim43 sent
joeyisbackyoucows37 sent
dang8528 sent
raqozo28 sent
fuze26 sent
taper_ix23 sent
authenticszn22 sent
zexypreston21 sent
jusbugz20 sent

Badge mix

TOP 8

PREMIUM4461 · 18%
SUBSCRIBER3665 · 15%
TURBO2565 · 11%
PREDICTIONS1583 · 7%
MODERATOR748 · 3%
RAGING-WOLF-HELM620 · 3%
EWC-2026-GOLD529 · 2%
EWC-2026-DIAMOND516 · 2%

Core community

330

≥3 interactions

Drive-by

2,715

1 msg · 0 interactions

Mentions

1,754

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	joeyisbackyoucows	→	den_haag_	15
02	risaur	→	authenticszn	11
03	cambo_214	→	taper_ix	9
04	authenticszn	→	risaur	8
05	dang85	→	raqozo	7
06	taper_ix	→	scump	7
07	raqozo	→	dang85	6
08	joeyisbackyoucows	→	masonpounyy	6
09	joeyisbackyoucows	→	criticalbxtchin	6
10	den_haag_	→	joeyisbackyoucows	6
11	zexypreston	→	iamdefiiant	5
12	truedits	→	shawnykern	5

Chat tape

NOTABLE MESSAGES

00:00cade_357OPENER
yo
00:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
09:00nemesisadamPING
@scump reply to this to make my day
10:00NightbotWALL
Tired eyes? The Oakley Gaming Collection has you covered. With headset-compatible, wider frames for an optimized field o
19:00TruEditsPING
one card trick atm @scump
20:00rn2xblPING
code card and last card to front @scump

Social share card

This is the exact image link unfurlers render when this stream is shared.

↓ Download card (1200×630)

Ad equivalence

DEMO

no viewer track captured

Engagement quality

MEASURED

Viewers who chat

Msgs / viewer

0.1

chat depth

Community gini

0.63

0 = broad, 1 = few voices

Loyal chatters

1059

≥5 msgs

Sub messages

16%

paying-fan share

Brand safety

MEASURED · LEXICON

CSafety grade

Score / 100

PROFANITY2.5%
CAPS RAGE11.7%
SPAM/PASTA19.7%
BOT MSGS1.3%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	optic.link	×59	1	8m→452m	BOT TIMER
LINK	callofdutyleague.com	×46	1	73m→455m	BOT TIMER
LINK	oakley.com	×45	1	0m→450m	BOT TIMER
CMD	!bracket	×43	38	73m→448m	ORGANIC
LINK	prizepicks.onelink.me	×32	1	5m→455m	BOT TIMER
LINK	youtube.com	×31	1	5m→455m	BOT TIMER
LINK	bit.ly	×22	1	4m→440m	BOT TIMER
CMD	!drops	×14	14	1m→458m	ORGANIC
CMD	!mc	×10	9	64m→424m	ORGANIC
CMD	!schedule	×6	5	182m→455m	ORGANIC
CMD	!cashapp	×3	3	9m→414m	ORGANIC
CMD	!sens	×3	3	41m→102m	ORGANIC
CMD	!merch	×2	2	43m→262m	ORGANIC
CMD	!mpc	×2	2	117m→245m	ORGANIC

Sponsor lift · ad-read impact

DEMO

Chat echoes per minute around a sponsored read — spikes ×6 at the mention, decays in ~4 min. Real version needs a same-session viewer track + labeled ad window.

Audience language

MEASURED

ES1.1%
EN22.2%
OTHER / EMOTE-ONLY76.7%

language of written messages · emote-only spam excluded from ES/EN

Audience overlap

DEMO

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

DEMO

Followers / wk

+2,100

last week

Streams / wk

5.2

±1h start time

real version fetches channel history via twitchtracker / helix

MSGS 24,300CHATTERS 5865POS 1,997NEG 140TOP KEYWORD “CASH” ×4247GINI 0.626BOTS 15PEAK ×16.2 @ 376m

scump's Call of Duty: Black Ops 7 stream "SCUMP WATCH PARTY!! OpTic TEXAS vs GENTLE MATES | CDL CHAMPS VEGAS DAY 2" on Jul 17, 2026 generated 24,300 messages from 5,865 unique chatters (52.9 msgs/min average, peaking at 531/min). Sentiment ran 1,997 positive vs 140 negative, and the top keyword was "cash" (×4247). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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