Glorious_E — Escape from Tarkov stream analytics — Jul 14, 2026

FULL STREAM INTELLIGENCE · Escape from Tarkov

Jul 14, 2026 · VOD 2819784520

Chat mood & viewers

14,558 MSGS

Positive

1,344

9.2% of msgs

Negative

114

0.8% of msgs

Neutral

13,100

90.0% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

1,344 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

224:000.00→0.35Δ+0.35
225:000.35→0.06Δ-0.29

Mood regime · per minute

346 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

346 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

06:00INFLUX×4.5clip suggested Watch VOD
38 first-time chatters in one minute (raid-like influx)
- blikkies_v3: @ShnukmZ Mirrag!🫱🏼‍🫲🏼🫱🏼‍🫲🏼
- Fossabot: @taxiesta, Patch notes 1.0.6.0 for Escape from Tarkov: https://www.escapefromtar
08:00INFLUX×4.7clip suggested Watch VOD
40 first-time chatters in one minute (raid-like influx)
- luckyratbastard: @SenorSnappy haha
- alex_cool_tv: some dark raids in labs coming up? gm baba
10:00INFLUX×4.5clip suggested Watch VOD
38 first-time chatters in one minute (raid-like influx)
- RayoricoG26: i thought you on vacation. why you back home AMK
- irlGolden420: brother went "please wifey i need this"
10:00EMOTES×4.1clip suggested Watch VOD
17 emote msgs — ×4.1 the average
- RayoricoG26: i thought you on vacation. why you back home AMK
- irlGolden420: brother went "please wifey i need this"
36:00SPIKE×5.8clip suggested Watch VOD
242 msgs — ×5.8 the stream average
- michelowskii: look at the wall
- Darth_Surge: Hello guys!

Keyword tracker

TOP 14

event701
baba630
this549
that523
with463
just414
have413
what412
labs400
your338
they314
like295
subscribed275
good258

Bot radar

8 FLAGGED

Suspect	Msgs	Score	Conf	Signals
fossabot	411	1.00	known	known bot account
streamelements	31	1.00	known	known bot account
voiidv	17	0.45	medium	repeated one message ×11 (65% of output)
yukimoo_	12	0.45	medium	repeated one message ×6 (50% of output)
djeno__	9	0.45	medium	repeated one message ×5 (56% of output)
wastelandtrader	8	0.45	medium	repeated one message ×5 (63% of output)
ory3x	5	0.45	medium	repeated one message ×4 (80% of output)
phasmesp	5	0.45	medium	repeated one message ×4 (80% of output)

Emote pulse

TOP 8

LUL440
KEKW227
<3165
gloriL112
:D112
gloriHeart100
Kappa100
gloriHype54

Evidence tape

6 MSGS

00:00glorious_e_247OPENER
140 raiders from glorious_e_247 have joined!
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00jonas_johnnyPING
@Glorious_E WHY U LIVE ?????
06:00Gearhead_SAPING
Good afternoon @Glorious_E
06:00Reddrive46PING
@Glorious_E Bro the Lab event is insanely hard

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Total messagesverified chat dump346 min · 69,587 views

Chat rate · per minute

H 242AVG 42.16 PEAKS

burst heat · 0m → 345m

Cumulative messages

RUNNING TOTAL

New chatters / min

FIRST SEEN

Top moments · chat bursts

≥1.3× AVG · 2M APART

0110:00 · 120 msgs×2.9
trending: “wife”
- RayoricoG26: i thought you on vacation. why you back home AMK
- irlGolden420: brother went "please wifey i need this"
- MrHuskyx: w wife indeed
0212:00 · 114 msgs×2.7
trending: “@Glorious_E”
- Reddrive46: @Glorious_E Its not a bug. I have Nvgs IRL in pitch dark is good actually this quality
- WhisKeyF1VE: next raid go with RAZOR sight
- edgeebar17: i thought you don't want spoilers brotha man?! LUL
0336:00 · 242 msgs×5.8
trending: “5127”
- michelowskii: look at the wall
- Darth_Surge: Hello guys!
- pame991: whitieboard
0463:00 · 137 msgs×3.3
trending: “LOL”
- Night__N: AHJAHAHAAHA
- kikoTVx: please stop whistling my doge is getting wild xD
- KutcherN7: DIESOFCRINGE
0575:00 · 148 msgs×3.5
trending: “Dentge”
- Arhim_: L calls KEKW
- toxxll: holy shit
- grim2gunz: Found them!!!!!!!
06179:00 · 124 msgs×2.9
trending: “the”
- electric_r: werent you supposed to go on vacation?
- tom3xx: yellow and violett? You were int he quest room. The PC
- mushilo: How do you turn on extracts?

Chat tape · highlights

00:00glorious_e_247OPENER
140 raiders from glorious_e_247 have joined!
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00jonas_johnnyPING
@Glorious_E WHY U LIVE ?????
06:00Gearhead_SAPING
Good afternoon @Glorious_E
06:00Reddrive46PING
@Glorious_E Bro the Lab event is insanely hard
36:00michelowskiiPEAK
look at the wall
36:00Darth_SurgePEAK
Hello guys!

Top chatter

RANK 01

cheekymorgan

MSGS
SENT

FIRST SEEN 7:00 · 2.3% OF ALL CHAT

Unique chatters

2,938

4% of viewers

Msgs / chatter

5.0

14,558 msgs total

From subs

14%

2,063 msgs

Bots filtered

442 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS16% OF CHAT

#	Chatter	Badges	Msgs	Share
01	Fossabot	MODBOT	411	2.8%
02	cheekymorgan		336	2.3%
03	SKEL3TONNN	SUB	233	1.6%
04	RayoricoG26		141	1.0%
05	zaElcapone		136	0.9%
06	phobil1		95	0.7%
07	tom3xx		89	0.6%
08	xGummyl		84	0.6%
09	moz_bozorg		81	0.6%
10	terrafy__		77	0.5%
11	wildbur91		74	0.5%
12	SotaAutisti		73	0.5%
13	Karrdiin		71	0.5%
14	ShnukmZ	SUB	69	0.5%
15	Ads4k		68	0.5%
16	Advaicha		67	0.5%
17	Arrowdynamic__		67	0.5%
18	acidictripsome		66	0.5%
19	kwstas_1154		58	0.4%
20	driftit1995		57	0.4%

User types · badge mix

136 BADGES

SUBSCRIBER2,038 · 14%
PREMIUM2,024 · 14%
MOMENTS890 · 6%
BLOSSOM-BADGE868 · 6%
RAGING-WOLF-HELM611 · 4%
SUB-GIFTER587 · 4%
MODERATOR570 · 4%
TURBO479 · 3%

New chatters · arrival curve

2938 TOTAL

first-message arrivals · 0m → 345m

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

Returning

725

≥5 msgs sent

One-and-done

1213

single message

Most mentioned

2,447 @s

@glorious_e1160 · 443u
@zaelcapone24 · 11u
@skel3tonnn23 · 12u
@robg2323 · 15u
@preachingghost21 · 8u
@sotaautisti16 · 9u
@kwstas_115414 · 13u
@djdiego91tv13 · 10u

Top interactors

WHO PINGS MOST

fossabot231
skel3tonnn55
zaelcapone49
6xnes_38
kwstas_115430
sotaautisti30
manifoldcolt30
cheekymorgan29

Chat tape

NOTABLE MSGS

00:00glorious_e_247OPENER
140 raiders from glorious_e_247 have joined!
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00jonas_johnnyPING
@Glorious_E WHY U LIVE ?????
06:00Gearhead_SAPING
Good afternoon @Glorious_E
06:00Reddrive46PING
@Glorious_E Bro the Lab event is insanely hard
36:00michelowskiiPEAK
look at the wall
36:00Darth_SurgePEAK
Hello guys!

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

12%

1,683 msgs

Top 50 chatters

25%

3,648 msgs

Remaining

2888

share 75%

TOP 10 · 12%REST · 2928 CHATTERS · 88%

LUL ×440KEKW ×227<3 ×165gloriL ×112:D ×112gloriHeart ×100Kappa ×100gloriHype ×54:) ×53HUH ×35

Emote volume

MSGS W/ EMOTES

Of all messages

10.0%

14,558 msgs scanned

Emote codes

1,948 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

1,985

3,306

5,634

2,656

861

116

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

Median

22 ch

P90

67 ch

Max

400 ch

Chat DNA

% OF ALL MSGS

Caps rage

4.4%

639 msgs

Questions

15.9%

2,312 msgs

Mentions

16.7%

2,431 @calls

Commands

1.5%

220 !calls

CAPS4.4%
QUESTIONS15.9%
MENTIONS16.7%
COMMANDS1.5%

Top multiplier

#1 EMOTE

LUL

official emote · per-minute flow

02KEKW×227
03<3×165
04gloriL×112

Emote leaderboard

OFFICIAL7TV-STYLE

LUL×440
KEKW×227
<3×165
gloriL×112
:D×112
gloriHeart×100
Kappa×100
gloriHype×54
:)×53
HUH×35
gloriW×34
gloriLUL×34
Stare×30
gloriKiss×30
omE×30
Sadge×28

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

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	KEKW	×67	46	8m→345m	VIRAL
02	Follow me on my socials <3 : www.twitter.com/GloriousE1 \| www.youtube.com/gloriouse \| www.instagram.com/glorious_e_ \| www.tiktok.com/@glorious_e	×64	1	1m→344m	NICHE
03	!event	×59	59	11m→313m	VIRAL
04	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	×53	1	60m→344m	NICHE
05	!patch	×35	35	4m→345m	VIRAL
06	WEEWOO Posture check POLICE	×33	1	1m→339m	NICHE
07	LMAO	×33	19	10m→341m	VIRAL
08	5127	×30	28	36m→39m	VIRAL
09	OOOO	×29	14	10m→312m	VIRAL
10	HOLD	×28	16	28m→342m	VIRAL

Keyword cloud

TOP 18 TOKENS

event₇₀₁baba₆₃₀this₅₄₉that₅₂₃with₄₆₃just₄₁₄have₄₁₃what₄₁₂labs₄₀₀your₃₃₈they₃₁₄like₂₉₅subscribed₂₇₅good₂₅₈only₂₄₂from₂₄₀game₂₄₀glorious₂₃₇

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

36:00michelowskiiPEAK
look at the wall
36:00Darth_SurgePEAK
Hello guys!
36:00pame991PEAK
whitieboard
36:00german038389PEAK
power up stuff @Glorious_E
36:00toby4PEAK
changes every raid
36:00palm_ppPEAK
press machine
55:00MegaMan31689WALL
Cheer100 Cheer100 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 Chee

User colors

TOP 16

Participation inequality

2,938 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

19%

29 users

Top 5%

41%

147 users

Top 10%

53%

294 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 msg1,213USERS1,213MSGS8.3%
2-4 msgs1,000USERS2,665MSGS18.3%
5-19 msgs605USERS5,213MSGS35.8%
20+ msgs120USERS5,467MSGS37.6%

120 super-active users (4.1% of chatters) wrote 38% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@glorious_e1160 · by 443 users
@zaelcapone24 · by 11 users
@skel3tonnn23 · by 12 users
@robg2323 · by 15 users
@preachingghost21 · by 8 users
@sotaautisti16 · by 9 users
@kwstas_115414 · by 13 users
@djdiego91tv13 · by 10 users
@tronnus12 · by 8 users
@phobil111 · by 7 users

Top interactors

WHO REACHES OUT

fossabot231 sent
skel3tonnn55 sent
zaelcapone49 sent
6xnes_38 sent
kwstas_115430 sent
sotaautisti30 sent
manifoldcolt30 sent
cheekymorgan29 sent
wildbur9124 sent
robg2322 sent

Badge mix

TOP 8

SUBSCRIBER2038 · 14%
PREMIUM2024 · 14%
MOMENTS890 · 6%
BLOSSOM-BADGE868 · 6%
RAGING-WOLF-HELM611 · 4%
SUB-GIFTER587 · 4%
MODERATOR570 · 4%
TURBO479 · 3%

Core community

338

≥3 interactions

Drive-by

975

1 msg · 0 interactions

Mentions

2,447

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	fossabot	→	glorious_e	64
02	6xnes_	→	glorious_e	25
03	karrdiin	→	glorious_e	18
04	le4p_	→	glorious_e	17
05	skel3tonnn	→	glorious_e	16
06	manifoldcolt	→	glorious_e	16
07	pattu_mirage	→	glorious_e	14
08	blitzz_uk	→	glorious_e	13
09	wildbur91	→	glorious_e	12
10	dklarsen97	→	glorious_e	12
11	zaelcapone	→	glorious_e	11
12	2_sven	→	glorious_e	11

Chat tape

NOTABLE MESSAGES

00:00glorious_e_247OPENER
140 raiders from glorious_e_247 have joined!
01:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00FossabotPING
Follow me on my socials <3 : www.twitter.com/GloriousE1 | www.youtube.com/gloriouse | www.instagram.com/glorious_e_ | ww
06:00jonas_johnnyPING
@Glorious_E WHY U LIVE ?????
06:00Gearhead_SAPING
Good afternoon @Glorious_E
06:00Reddrive46PING
@Glorious_E Bro the Lab event is insanely hard

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

0.63

0 = broad, 1 = few voices

Loyal chatters

725

≥5 msgs

Sub messages

14%

paying-fan share

Brand safety

MEASURED · LEXICON

ASafety grade

Score / 100

PROFANITY1.6%
CAPS RAGE4.4%
SPAM/PASTA4.4%
BOT MSGS3.0%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
LINK	youtube.com	×80	3	1m→344m	BOT TIMER
LINK	twitter.com	×65	1	1m→344m	BOT TIMER
LINK	instagram.com	×65	1	1m→344m	BOT TIMER
LINK	tiktok.com	×64	1	1m→344m	BOT TIMER
CMD	!event	×60	59	11m→313m	ORGANIC
LINK	twitch.tv	×55	3	3m→340m	BOT TIMER
LINK	x.com	×52	1	11m→313m	BOT TIMER
CMD	!patch	×37	37	4m→345m	ORGANIC
LINK	escapefromtarkov.com	×37	1	4m→345m	BOT TIMER
LINK	youtu.be	×29	1	58m→343m	BOT TIMER
LINK	7tv.app	×28	1	59m→343m	BOT TIMER
CMD	!postfx	×26	25	29m→330m	ORGANIC
CMD	!settings	×13	13	32m→329m	ORGANIC
CMD	!watchtime	×12	12	39m→162m	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%
EN39.3%
OTHER / EMOTE-ONLY59.0%

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 14,558CHATTERS 2938POS 1,344NEG 114TOP KEYWORD “EVENT” ×701GINI 0.628BOTS 8PEAK ×5.8 @ 36m

Glorious_E's Escape from Tarkov stream "Blackout Event today ! Mangfu of Labs !patch - join my !socials | @glorious_e" on Jul 14, 2026 generated 14,558 messages from 2,938 unique chatters (42.1 msgs/min average, peaking at 242/min). Sentiment ran 1,344 positive vs 114 negative, and the top keyword was "event" (×701). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream

Glorious_E stream analytics summary