RealKatieB — RESIDENT EVIL 7 biohazard stream analytics — Jul 16, 2026

FULL STREAM INTELLIGENCE · RESIDENT EVIL 7 biohazard

Jul 16, 2026 · VOD 2821651363

Chat mood & viewers

40,921 MSGS

Positive

2,731

6.7% of msgs

Negative

214

0.5% of msgs

Neutral

37,976

92.8% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

2,731 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

247 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

247 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

01:00EMOTES×5.2clip suggested Watch VOD
59 emote msgs — ×5.2 the average
- daisydees: brushed up on my re7 knowledge just for this stream
- blitzar_000: OOOOOOOOOOH
02:00EMOTES×10.2clip suggested Watch VOD
115 emote msgs — ×10.2 the average
- Becksxo25: RILEYYYYYYY
- huebatkuh: MAMAMMAMA
03:00INFLUX×11.1clip suggested Watch VOD
221 first-time chatters in one minute (raid-like influx)
- xo_lover4eva: HAPPY ANNIVERSARY
- raee7768: HAPPY ANNIVERSARY
04:00INFLUX×8clip suggested Watch VOD
159 first-time chatters in one minute (raid-like influx)
- nicknamedstar: katie this is my first time in a twitch stream pls play resident evil 8 after th
- fatheralondra: hello lovely ladies
05:00INFLUX×8.5clip suggested Watch VOD
170 first-time chatters in one minute (raid-like influx)
- cclovesphoebe: cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand he
- lollaurenx: WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY

Keyword tracker

TOP 14

this1,175
that1,076
katie1,053
just743
what724
like656
lmao626
game564
damn447
stream446
watch418
holy413
scared395
right393

Bot radar

3 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	56	1.00	known	known bot account
junkiriri	12	0.55	medium	10 messages fired <2s apart · 12 msgs/min sustained
nagito_joestar	8	0.45	medium	repeated one message ×4 (50% of output)

Emote pulse

TOP 8

realka58Girlscangame3,206
realka58Riley1,546
realka58Subbleu719
realka58HILARIOUS717
realka58Wrigley261
realka58Shocked255
realka58Hey196
realka58Sad154

Evidence tape

6 MSGS

00:00susisaidhiOPENER
AYEEEE HEYYYY
05:00cclovesphoebePEAK
cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand heart please
05:00lollaurenxPEAK
WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY
05:00ctrllostPEAK
ctrllost watched 60 consecutive streams and sparked a watch streak!
05:00caitlin22_ccPEAK
riley marry me
05:00sansamosaPEAK
skjdfhsekjhgskjghsekgjse

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump246 min · 194,076 views

Chat rate · per minute

H 634AVG 165.76 PEAKS

burst heat · 0m → 246m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

012:00 · 600 msgs×3.6
trending: “realka58Riley”
- Becksxo25: RILEYYYYYYY
- huebatkuh: MAMAMMAMA
- astralogi: realka58Riley realka58Riley realka58Riley realka58Riley realka58Riley realka58Riley
025:00 · 634 msgs×3.8
trending: “realka58HILARIOUS”
- cclovesphoebe: cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand heart please
- lollaurenx: WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY
- PerkedUpGuyNipplez: hi mother
037:00 · 518 msgs×3.1
trending: “realka58HILARIOUS”
- madlion10: MY EARSSSSS
- kaytbhhh: COOKIES STREAM PLS
- dogwaterslayer420: dogwaterslayer420 watched 115 consecutive streams and sparked a watch streak! ily
0413:00 · 426 msgs×2.6
trending: “realka58Girlscangame”
- slushystewieb: rumors about a world tour. true or false 🎤
- 1sky3: get in lads
- just_samanthaaa: def money
0516:00 · 423 msgs×2.6
trending: “normal”
- nothingbageI: i forgot to shave for this but im wishing u goodluck
- snoozymymy: realka58Riley katie listen don’t be scared mother is there to save you
- mxdincexx: hi youtube
06245:00 · 547 msgs×3.3
trending: “realka58Girlscangame”
- onelesslonelyturd: W strezm Katie resident evil is addictive maybe 60%
- auberriesandcream: I’m going straight from Katie’s stream to vanillas my brain is going to be fried
- huebatkuh: IF U WERE DADDY I WOULD EAT ANY SLOP U FEED ME realka58Hey realka58Hey

Chat tape · highlights

00:00susisaidhiOPENER
AYEEEE HEYYYY
05:00cclovesphoebePEAK
cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand heart please
05:00lollaurenxPEAK
WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY
05:00ctrllostPEAK
ctrllost watched 60 consecutive streams and sparked a watch streak!
05:00caitlin22_ccPEAK
riley marry me
05:00sansamosaPEAK
skjdfhsekjhgskjghsekgjse
05:00beccabeccabecca_PEAK
LesbianPride LesbianPride LesbianPride LesbianPride LesbianPride LesbianPride
12:00niice__54PING
purple was better @RealKatieB

Top chatter

RANK 01

LIVin4theplott

MSGS
SENT

FIRST SEEN 2:00 · 0.6% OF ALL CHAT

Unique chatters

4,930

3% of viewers

Msgs / chatter

8.3

40,921 msgs total

From subs

49%

19,961 msgs

Bots filtered

56 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS8% OF CHAT

#	Chatter	Badges	Msgs	Share
01	LIVin4theplott		243	0.6%
02	emsfiddlestcks		217	0.5%
03	cucumberenos	SUB	208	0.5%
04	nuuuu24	SUB	186	0.5%
05	huebatkuh	SUB	184	0.4%
06	lowganging23	SUB	184	0.4%
07	samanthaanorman		177	0.4%
08	nandoogus	SUB	171	0.4%
09	willybillysillly		168	0.4%
10	toothfairy555	SUB	149	0.4%
11	sayusuperstar	SUB	149	0.4%
12	katrophobia	SUB	138	0.3%
13	rachel14267		137	0.3%
14	sabrinacarpenterlover69	SUB	131	0.3%
15	pomegranatesweeper		127	0.3%
16	Squid_From_The_Nether		126	0.3%
17	kianamarle		124	0.3%
18	chlorine001	SUB	123	0.3%
19	kaytbhhh	SUB	122	0.3%
20	dilara_f	SUB	119	0.3%

User types · badge mix

90 BADGES

SUBSCRIBER19,484 · 48%
PREDICTIONS10,607 · 26%
QSMP27,740 · 19%
BLOSSOM-BADGE3,610 · 9%
PREMIUM2,941 · 7%
SUB-GIFTER2,625 · 6%
BLOOM-BADGE1,384 · 3%
NO_VIDEO610 · 1%

New chatters · arrival curve

4930 TOTAL

first-message arrivals · 0m → 246m

652 joined in the first 2 minutes = 13% of all chatters

Returning

1684

≥5 msgs sent

One-and-done

1843

single message

Most mentioned

1,582 @s

@ohnoitsolivia42 · 29u
@squid_from_the_nether41 · 16u
@tomeyajd24 · 20u
@kayluvstwice24 · 19u
@samanthaanorman23 · 22u
@lowganging2321 · 19u
@kbeditsblitz17 · 17u
@pravdin_the_nun16 · 2u

Top interactors

WHO PINGS MOST

squid_from_the_nether53
streamelements43
lowganging2343
luna_likethemoon3728
cucumberenos24
huebatkuh23
ohnoitsolivia23
ratbootykabong21

Chat tape

NOTABLE MSGS

00:00susisaidhiOPENER
AYEEEE HEYYYY
05:00cclovesphoebePEAK
cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand heart please
05:00lollaurenxPEAK
WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY
05:00ctrllostPEAK
ctrllost watched 60 consecutive streams and sparked a watch streak!
05:00caitlin22_ccPEAK
riley marry me
05:00sansamosaPEAK
skjdfhsekjhgskjghsekgjse
05:00beccabeccabecca_PEAK
LesbianPride LesbianPride LesbianPride LesbianPride LesbianPride LesbianPride
12:00niice__54PING
purple was better @RealKatieB

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

1,887 msgs

Top 50 chatters

15%

6,252 msgs

Remaining

4880

share 85%

TOP 10 · 5%REST · 4920 CHATTERS · 95%

realka58Girlscangame ×3206realka58Riley ×1546realka58Subbleu ×719realka58HILARIOUS ×717realka58Wrigley ×261realka58Shocked ×255realka58Hey ×196realka58Sad ×154realka58Pardon ×150realka58Psycho ×137

Emote volume

MSGS W/ EMOTES

Of all messages

6.8%

40,921 msgs scanned

Emote codes

9,215 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

8,528

14,980

12,526

3,651

1,041

189

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

Median

13 ch

P90

44 ch

Max

482 ch

Chat DNA

% OF ALL MSGS

Caps rage

19.4%

7,932 msgs

Questions

4.2%

1,724 msgs

Mentions

3.9%

1,583 @calls

Commands

1.0%

400 !calls

CAPS19.4%
QUESTIONS4.2%
MENTIONS3.9%
COMMANDS1.0%

Top multiplier

#1 EMOTE

realka58Girlscangame

official emote · per-minute flow

02realka58Riley×1546
03realka58Subbleu×719
04realka58HILARIOUS×717

Emote leaderboard

OFFICIAL7TV-STYLE

realka58Girlscangame×3,206
realka58Riley×1,546
realka58Subbleu×719
realka58HILARIOUS×717
realka58Wrigley×261
realka58Shocked×255
realka58Hey×196
realka58Sad×154
realka58Pardon×150
realka58Psycho×137
realka58War×137
realka58Backup×120
realka58Think×119
LesbianPride×117
realka58Tongue×115
realka58Handrub×109

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMAO	×384	239	2m→241m	VIRAL
02	WWWW	×221	170	2m→246m	VIRAL
03	LMAOOO	×193	158	2m→235m	VIRAL
04	WWWWW	×177	149	1m→246m	VIRAL
05	WWWWWW	×159	128	2m→245m	VIRAL
06	LMAOO	×147	117	2m→245m	VIRAL
07	realka58Girlscangame realka58Girlscangame realka58Girlscangame realka58Girlscangame	×119	91	8m→245m	VIRAL
08	LMAOOOO	×117	86	2m→238m	VIRAL
09	!followage	×107	76	9m→238m	VIRAL
10	!join	×100	99	246m→246m	VIRAL

Keyword cloud

TOP 18 TOKENS

this₁₁₇₅that₁₀₇₆katie₁₀₅₃just₇₄₃what₇₂₄like₆₅₆lmao₆₂₆game₅₆₄damn₄₄₇stream₄₄₆watch₄₁₈holy₄₁₃scared₃₉₅right₃₉₃streak₃₈₈have₃₈₃daddy₃₆₅with₃₅₃

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

05:00cclovesphoebePEAK
cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand heart please
05:00lollaurenxPEAK
WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY
05:00ctrllostPEAK
ctrllost watched 60 consecutive streams and sparked a watch streak!
05:00caitlin22_ccPEAK
riley marry me
05:00sansamosaPEAK
skjdfhsekjhgskjghsekgjse
05:00beccabeccabecca_PEAK
LesbianPride LesbianPride LesbianPride LesbianPride LesbianPride LesbianPride
15:00stinkystewiebossWALL
realka58Youup realka58Youup realka58Youup realka58Youup realka58Youup realka58Youup realka58Sad realka58Sad realka58Sad

User colors

TOP 16

Participation inequality

4,930 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

15%

49 users

Top 5%

41%

247 users

Top 10%

57%

493 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 msg1,843USERS1,843MSGS4.5%
2-4 msgs1,403USERS3,823MSGS9.3%
5-19 msgs1,166USERS11,276MSGS27.6%
20+ msgs518USERS23,979MSGS58.6%

518 super-active users (10.5% of chatters) wrote 59% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@ohnoitsolivia42 · by 29 users
@squid_from_the_nether41 · by 16 users
@tomeyajd24 · by 20 users
@kayluvstwice24 · by 19 users
@samanthaanorman23 · by 22 users
@lowganging2321 · by 19 users
@kbeditsblitz17 · by 17 users
@pravdin_the_nun16 · by 2 users
@huebatkuh16 · by 13 users
@luna_likethemoon3716 · by 11 users

Top interactors

WHO REACHES OUT

squid_from_the_nether53 sent
streamelements43 sent
lowganging2343 sent
luna_likethemoon3728 sent
cucumberenos24 sent
huebatkuh23 sent
ohnoitsolivia23 sent
ratbootykabong21 sent
samanthaanorman20 sent
gracecl1619 sent

Badge mix

TOP 8

SUBSCRIBER19484 · 48%
PREDICTIONS10607 · 26%
QSMP27740 · 19%
BLOSSOM-BADGE3610 · 9%
PREMIUM2941 · 7%
SUB-GIFTER2625 · 6%
BLOOM-BADGE1384 · 3%
NO_VIDEO610 · 1%

Core community

276

≥3 interactions

Drive-by

1,789

1 msg · 0 interactions

Mentions

1,582

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	squid_from_the_nether	→	pravdin_the_nun	14
02	pravdin_the_nun	→	squid_from_the_nether	14
03	midionss	→	drowsynix	11
04	squid_from_the_nether	→	ohnoitsolivia	8
05	drowsynix	→	midionss	8
06	squid_from_the_nether	→	chickentenderwoman	6
07	chickentenderwoman	→	squid_from_the_nether	6
08	ohnoitsolivia	→	squid_from_the_nether	5
09	lowganging23	→	luna_likethemoon37	4
10	ohnoitsolivia	→	chickentenderwoman	4
11	luna_likethemoon37	→	mikiana005	4
12	cannotfindkait	→	hannahm221	4

Chat tape

NOTABLE MESSAGES

00:00susisaidhiOPENER
AYEEEE HEYYYY
05:00cclovesphoebePEAK
cclovesphoebe watched 30 consecutive streams and sparked a watch streak! hand heart please
05:00lollaurenxPEAK
WWWWW GIFTEDDDD WWWWWWWW RILEYYYYYY WWWWWW KILEYYYYYYY
05:00ctrllostPEAK
ctrllost watched 60 consecutive streams and sparked a watch streak!
05:00caitlin22_ccPEAK
riley marry me
05:00sansamosaPEAK
skjdfhsekjhgskjghsekgjse

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

0.2

chat depth

Community gini

0.69

0 = broad, 1 = few voices

Loyal chatters

1684

≥5 msgs

Sub messages

49%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.2%
CAPS RAGE19.4%
SPAM/PASTA5.9%
BOT MSGS0.1%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!followage	×107	76	9m→238m	ORGANIC
CMD	!join	×102	101	137m→246m	ORGANIC
CMD	!watchtime	×65	64	14m→241m	ORGANIC
LINK	twitch.tv	×11	7	13m→224m	ORGANIC
CMD	!snakekey	×6	6	136m→140m	ORGANIC
CMD	!prime	×5	2	22m→189m	ORGANIC
CMD	!discord	×5	3	75m→233m	ORGANIC
LINK	discord.gg	×5	1	75m→233m	BOT TIMER
CMD	!deathcount	×5	5	138m→151m	ORGANIC
LINK	aboutamazon.com	×3	1	22m→162m	BOT TIMER
CMD	!commands	×3	3	138m→241m	ORGANIC
LINK	streamelements.com	×3	1	138m→241m	BOT TIMER
CMD	!imscared	×3	3	138m→140m	ORGANIC
CMD	!court	×3	3	139m→242m	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

ES1.2%
EN23.2%
OTHER / EMOTE-ONLY75.5%

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 40,921CHATTERS 4930POS 2,731NEG 214TOP KEYWORD “THIS” ×1175GINI 0.691BOTS 3PEAK ×11.1 @ 3m

RealKatieB's RESIDENT EVIL 7 biohazard stream "BESTEST RESIDENT EVIL 7 PLAYTHROUGH !socials" on Jul 16, 2026 generated 40,921 messages from 4,930 unique chatters (165.7 msgs/min average, peaking at 634/min). Sentiment ran 2,731 positive vs 214 negative, and the top keyword was "this" (×1175). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

RealKatieB stream analytics summary