Glorious_E — Escape from Tarkov stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Escape from Tarkov

Jul 19, 2026 · VOD 2823660643

Chat mood & viewers

12,856 MSGS

Positive

1,483

11.5% of msgs

Negative

108

0.8% of msgs

Neutral

11,265

87.6% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,483 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

67:000.40→-0.04Δ-0.44
66:000.00→0.40Δ+0.40
102:000.35→0.00Δ-0.35
09:000.38→0.05Δ-0.33
405:000.40→0.07Δ-0.33
378:000.31→0.00Δ-0.31

Mood regime · per minute

451 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

451 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

09:00INFLUX×5.1clip suggested Watch VOD
28 first-time chatters in one minute (raid-like influx)
- Finutzhi: Oh lord! It's been some long days without your streams Baba!
- Ext_Gavlarr: Morning brother, hope youre well 🙏 👌
168:00EMOTES×4.6clip suggested Watch VOD
18 emote msgs — ×4.6 the average
- drbillywitch: i think he sounds like prey
- BernStok: bro fuck him nobody let me live today
168:00INFLUX×4.4clip suggested Watch VOD
24 first-time chatters in one minute (raid-like influx)
- drbillywitch: i think he sounds like prey
- BernStok: bro fuck him nobody let me live today
216:00EMOTES×6.7clip suggested Watch VOD
26 emote msgs — ×6.7 the average
- GL1TCHL33T: GL1TCHL33T subscribed at Tier 1. They've subscribed for 14 months! can you also
- shazam8512: hhahahaha
241:00INFLUX×4.4clip suggested Watch VOD
24 first-time chatters in one minute (raid-like influx)
- x_tb_x: !SETTINGS
- Fossabot: @x_tb_x Updated Settings for 1.0 EFT -> https://www.twitch.tv/glorious_e/clip/Cu

Keyword tracker

TOP 14

that631
baba579
with526
subscribed444
good435
this420
your388
have360
what336
they314
just312
like265
event261
months250

Bot radar

7 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	409	1.00	known	known bot account
streamelements	25	1.00	known	known bot account
tugra_berksu	10	0.45	medium	repeated one message ×5 (50% of output)
i_lurkalot	9	0.45	medium	repeated one message ×5 (56% of output)
manitheous	7	0.45	medium	repeated one message ×4 (57% of output)
campifyz	7	0.45	medium	repeated one message ×4 (57% of output)
rumboz	5	0.45	medium	repeated one message ×5 (100% of output)

Emote pulse

TOP 8

LUL680
<3204
KEKW199
;)161
gloriHeart147
gloriW124
:D94
Kappa84

Evidence tape

6 MSGS

00:00gaytarkovplayerOPENER
first
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
02:00s73f4n_PING
@Glorious_E SUP B D!? How was the vacantion brotha?
06:00Ex7raOnePING
bro lets go @Glorious_E event will end by the time the intro finishes KEKG KEKG KEKG
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
10:00CTRAXXXXPING
@glorious_e <3 <3

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump451 min · 56,241 views

Chat rate · per minute

H 117AVG 28.56 PEAKS

burst heat · 0m → 450m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

01216:00 · 93 msgs×3.3
trending: “right”
- GL1TCHL33T: GL1TCHL33T subscribed at Tier 1. They've subscribed for 14 months! can you also suck THIS
- shazam8512: hhahahaha
- Haembina: to your right
02300:00 · 93 msgs×3.3
trending: “the”
- DigitalKruk: way to many adssssss
- notsmurfingx1: ratting time
- moz_bozorg: now we wait KEKG
03310:00 · 108 msgs×3.8
trending: “HAH”
- pickeame: black division are robots?
- pattu_mirage: OH MY GOD THATS BIG
- masterhenkie: @TheBigMidge lul
04387:00 · 103 msgs×3.6
trending: “BrotherEww”
- 1one_time: @Haze__Ventura Pin that shit wideOmE
- leghostz: leghostz subscribed with Prime. They've subscribed for 5 months!
- pattu_mirage: fragas did a GLORIOUS COSPLAY
05418:00 · 117 msgs×4.1
trending: “LUL”
- xLiquidFox: i hate that dark scope shit
- Suey: and using wedges helmet
- Fossabot: @ If you cant see this emote -> plink <- make sure to add https://7tv.app/ to your browser
06425:00 · 93 msgs×3.3
trending: “the”
- lilazikiel: its 10am for me lol
- DespereauxGottem: @quinnellope that comes from other cultures LMFAO nothing original
- head2444: 2020Takeout 7 17 am here

Chat tape · highlights

00:00gaytarkovplayerOPENER
first
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
02:00s73f4n_PING
@Glorious_E SUP B D!? How was the vacantion brotha?
06:00Ex7raOnePING
bro lets go @Glorious_E event will end by the time the intro finishes KEKG KEKG KEKG
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
10:00CTRAXXXXPING
@glorious_e <3 <3
40:00habibtozWALL
habibtoz subscribed with Prime. They've subscribed for 23 months, currently on a 16 month streak! Salam aleykoum baba. S
294:00Jreece115WALL
@Glorious_E My fiancée has been talking about naming him Lucas. Last night, she was talking to her sister about her son.

Top chatter

RANK 01

wildbur91

MSGS
SENT

FIRST SEEN 227:00 · 2.1% OF ALL CHAT

Unique chatters

2,474

4% of viewers

Msgs / chatter

5.2

12,856 msgs total

From subs

11%

1,370 msgs

Bots filtered

434 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS19% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Fossabot	MODBOT	409	3.2%
02	wildbur91		265	2.1%
03	YungColombianHerb		172	1.3%
04	esk1yaa		135	1.1%
05	krombi99		125	1.0%
06	DespereauxGottem	SUB	122	0.9%
07	cheekymorgan		112	0.9%
08	djdiego91tv		109	0.8%
09	NoliveR420		97	0.8%
10	Mamba7		91	0.7%
11	Crilow		89	0.7%
12	UNBAN_uoislame		84	0.7%
13	Aloomiii	MOD	84	0.7%
14	1one_time	MOD	78	0.6%
15	mr_zyan		74	0.6%
16	kwstas_1154		73	0.6%
17	drbillywitch		69	0.5%
18	moz_bozorg		69	0.5%
19	LemeSherry		66	0.5%
20	BFaders		65	0.5%

User types · badge mix

133 BADGES

PREMIUM1,692 · 13%
SUBSCRIBER1,310 · 10%
MODERATOR728 · 6%
MOMENTS611 · 5%
RAGING-WOLF-HELM540 · 4%
SUB-GIFTER444 · 3%
TURBO426 · 3%
BITS322 · 3%

New chatters · arrival curve

2474 TOTAL

first-message arrivals · 0m → 450m

19 joined in the first 2 minutes = 1% of all chatters

Returning

606

≥5 msgs sent

One-and-done

1065

single message

Most mentioned

2,027 @s

@glorious_e863 · 344u
@aloomiii43 · 10u
@djdiego91tv43 · 15u
@1one_time31 · 17u
@wildbur9127 · 19u
@drdolphin225 · 6u
@zyn_daddy20 · 8u
@norefweco19 · 16u

Top interactors

WHO PINGS MOST

fossabot166
wildbur9168
1one_time66
kwstas_115456
aloomiii33
daveyy9431
tandelttv29
fateldenlord28

Chat tape

NOTABLE MSGS

00:00gaytarkovplayerOPENER
first
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
02:00s73f4n_PING
@Glorious_E SUP B D!? How was the vacantion brotha?
06:00Ex7raOnePING
bro lets go @Glorious_E event will end by the time the intro finishes KEKG KEKG KEKG
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
10:00CTRAXXXXPING
@glorious_e <3 <3
40:00habibtozWALL
habibtoz subscribed with Prime. They've subscribed for 23 months, currently on a 16 month streak! Salam aleykoum baba. S
294:00Jreece115WALL
@Glorious_E My fiancée has been talking about naming him Lucas. Last night, she was talking to her sister about her son.

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

13%

1,637 msgs

Top 50 chatters

30%

3,829 msgs

Remaining

2424

share 70%

TOP 10 · 13%REST · 2464 CHATTERS · 87%

LUL ×680<3 ×204KEKW ×199;) ×161gloriHeart ×147gloriW ×124:D ×94Kappa ×84HUH ×56ctraxxXaxaxa ×40

Emote volume

MSGS W/ EMOTES

Of all messages

13.6%

12,856 msgs scanned

Emote codes

2,445 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

2,204

2,788

4,502

2,268

906

188

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

Median

22 ch

P90

75 ch

Max

420 ch

Chat DNA

% OF ALL MSGS

Caps rage

4.3%

557 msgs

Questions

11.1%

1,433 msgs

Mentions

15.4%

1,977 @calls

Commands

0.9%

122 !calls

CAPS4.3%
QUESTIONS11.1%
MENTIONS15.4%
COMMANDS0.9%

Top multiplier

#1 EMOTE

LUL

official emote · per-minute flow

02<3×204
03KEKW×199
04;)×161

Emote leaderboard

OFFICIAL7TV-STYLE

LUL×680
<3×204
KEKW×199
;)×161
gloriHeart×147
gloriW×124
:D×94
Kappa×84
HUH×56
ctraxxXaxaxa×40
omE×39
gloriJam×38
:(×38
:)×31
Stare×30
Sadge×30

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	Follow me on my socials <3 : www.twitter.com/GloriousE1 \| www.youtube.com/gloriouse \| www.instagram.com/glorious_e_ \| www.tiktok.com/@glorious_e	×82	1	1m→449m	NICHE
02	KEKW	×80	58	31m→442m	VIRAL
03	English Only \| الانجليزية فقط \| pouze anglicky \| kun engelsk \| alleen Engels \| vain englanniksi \| que l'anglais \| Nur Englisch \| soltanto inglese \| tylko angielski \| Apenas inglês \| doar engleză \| только английский \| само енглески \| len anglicky \| solo inglés \| bara engelska \| sadece ingilizce \| 僅限英語 \| 英語だけ \| Csak angolul beszélges \| виключно англійська \| רק אנגלית	×71	1	56m→450m	NICHE
04	WEEWOO Posture check POLICE	×43	1	0m→443m	NICHE
05	@ If you cant see this emote -> plink <- make sure to add https://7tv.app/ to your browser	×43	1	6m→449m	NICHE
06	LMAO	×41	24	32m→438m	VIRAL
07	2688	×41	39	240m→241m	VIRAL
08	High-Level Customs Gameplay, EXPLAINED - Tarkov - https://youtu.be/SH6Gc7lxmNg	×39	1	5m→407m	NICHE
09	8538	×29	29	306m→306m	VIRAL
10	KEKG	×21	6	32m→444m	NICHE

Keyword cloud

TOP 18 TOKENS

that₆₃₁baba₅₇₉with₅₂₆subscribed₄₄₄good₄₃₅this₄₂₀your₃₈₈have₃₆₀what₃₃₆they₃₁₄just₃₁₂like₂₆₅event₂₆₁months₂₅₀glorious₂₄₂they've₂₂₆back₂₂₁tier₂₀₇

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

40:00habibtozWALL
habibtoz subscribed with Prime. They've subscribed for 23 months, currently on a 16 month streak! Salam aleykoum baba. S
294:00Jreece115WALL
@Glorious_E My fiancée has been talking about naming him Lucas. Last night, she was talking to her sister about her son.
298:00Jreece115WALL
@Glorious_E My fiancée has been talking about naming him Lucas. Last night, she was talking to her sister about her son.
312:00StreamElementsWALL
@inthewinns Current song: <!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" conte
418:00xLiquidFoxPEAK
i hate that dark scope shit
418:00SueyPEAK
and using wedges helmet
418:00FossabotPEAK
@ If you cant see this emote -> plink <- make sure to add https://7tv.app/ to your browser

User colors

TOP 16

Participation inequality

2,474 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

21%

25 users

Top 5%

44%

124 users

Top 10%

56%

247 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 msg1,065USERS1,065MSGS8.3%
2-4 msgs803USERS2,166MSGS16.8%
5-19 msgs493USERS4,195MSGS32.6%
20+ msgs113USERS5,430MSGS42.2%

113 super-active users (4.6% of chatters) wrote 42% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@glorious_e863 · by 344 users
@aloomiii43 · by 10 users
@djdiego91tv43 · by 15 users
@1one_time31 · by 17 users
@wildbur9127 · by 19 users
@drdolphin225 · by 6 users
@zyn_daddy20 · by 8 users
@norefweco19 · by 16 users
@crilow17 · by 10 users
@fateldenlord15 · by 9 users

Top interactors

WHO REACHES OUT

fossabot166 sent
wildbur9168 sent
1one_time66 sent
kwstas_115456 sent
aloomiii33 sent
daveyy9431 sent
tandelttv29 sent
fateldenlord28 sent
xxre4p3rxx28 sent
drdolphin227 sent

Badge mix

TOP 8

PREMIUM1692 · 13%
SUBSCRIBER1310 · 10%
MODERATOR728 · 6%
MOMENTS611 · 5%
RAGING-WOLF-HELM540 · 4%
SUB-GIFTER444 · 3%
TURBO426 · 3%
BITS322 · 3%

Core community

259

≥3 interactions

Drive-by

910

1 msg · 0 interactions

Mentions

2,027

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	glorious_e	82
02	1one_time	→	glorious_e	21
03	daveyy94	→	glorious_e	17
04	limitbreaker_tv	→	glorious_e	16
05	wildbur91	→	glorious_e	16
06	wildbur91	→	djdiego91tv	16
07	drdolphin2	→	aloomiii	16
08	6xnes_	→	glorious_e	14
09	kwstas_1154	→	zyn_daddy	13
10	garain	→	glorious_e	12
11	rezomtv	→	glorious_e	12
12	despereauxgottem	→	glorious_e	12

Chat tape

NOTABLE MESSAGES

00:00gaytarkovplayerOPENER
first
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
02:00s73f4n_PING
@Glorious_E SUP B D!? How was the vacantion brotha?
06:00Ex7raOnePING
bro lets go @Glorious_E event will end by the time the intro finishes KEKG KEKG KEKG
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
10:00CTRAXXXXPING
@glorious_e <3 <3

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

0.65

0 = broad, 1 = few voices

Loyal chatters

606

≥5 msgs

Sub messages

11%

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY1.5%
CAPS RAGE4.3%
SPAM/PASTA5.0%
BOT MSGS3.4%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	instagram.com	×83	1	1m→449m	BOT TIMER
LINK	twitter.com	×82	1	1m→449m	BOT TIMER
LINK	youtube.com	×82	1	1m→449m	BOT TIMER
LINK	tiktok.com	×82	1	1m→449m	BOT TIMER
LINK	twitch.tv	×55	9	17m→445m	BOT TIMER
LINK	youtu.be	×44	1	5m→448m	BOT TIMER
LINK	7tv.app	×43	1	6m→449m	BOT TIMER
CMD	!settings	×16	16	31m→407m	ORGANIC
CMD	!postfx	×11	11	146m→433m	ORGANIC
CMD	!watchtime	×9	8	86m→437m	ORGANIC
LINK	x.com	×8	2	57m→412m	BOT TIMER
CMD	!event	×7	7	57m→412m	ORGANIC
CMD	!sens	×5	5	33m→320m	ORGANIC
CMD	!codes	×5	5	148m→445m	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

ES1.7%
EN37.4%
OTHER / EMOTE-ONLY60.9%

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 12,856CHATTERS 2474POS 1,483NEG 108TOP KEYWORD “THAT” ×631GINI 0.649BOTS 7PEAK ×13.9 @ 308m

Glorious_E's Escape from Tarkov stream "Blackout Event today ! Mangfu of Labs !patch - join my !socials | @glorious_e" on Jul 19, 2026 generated 12,856 messages from 2,474 unique chatters (28.5 msgs/min average, peaking at 117/min). Sentiment ran 1,483 positive vs 108 negative, and the top keyword was "that" (×631). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Glorious_E stream analytics summary