ElMariana - IRL stream analytics - Jul 14, 2026

FULL STREAM INTELLIGENCE · IRL

Jul 14, 2026 · VOD 2819433867

Chat mood & viewers

66,161 MSGS

Positive

5,003

7.6% of msgs

Negative

1,003

1.5% of msgs

Neutral

60,155

90.9% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

5,003 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

264 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

264 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

02:00EMOTES×5.4clip suggested Watch VOD
257 emote msgs — ×5.4 the average
- gabby_zaza: HOLAAAAAAA PATRÓN
- JosuMulti: elmarianaDance elmarianaDance elmarianaDance
03:00INFLUX×9.7clip suggested Watch VOD
250 first-time chatters in one minute (raid-like influx)
- zowii_zazaa: HOLA VALDOOOOOOO
- banananina001: HOLUUUUUUUUUUU <3 <3 <3 <3 <3 <3 <3 <3 <3 <3
03:00EMOTES×3.9clip suggested Watch VOD
186 emote msgs — ×3.9 the average
- zowii_zazaa: HOLA VALDOOOOOOO
- banananina001: HOLUUUUUUUUUUU <3 <3 <3 <3 <3 <3 <3 <3 <3 <3
04:00INFLUX×7.4clip suggested Watch VOD
192 first-time chatters in one minute (raid-like influx)
- JosuMulti: Soy ciego w
- yeyei_12: Patrón ya comeinze
05:00INFLUX×5.8clip suggested Watch VOD
150 first-time chatters in one minute (raid-like influx)
- camilaconz23: Hoy traemos vibe de chico malo jajaj
- jerry10gom: Buenas buenas mi apacito

Keyword tracker

TOP 14

jajajaja1,866
jajaja1,173
patrón1,069
jajajajaja1,051
hola870
bien704
jajajajajaja649
subscribed634
jajajajajajaja573
patron550
valdo544
nooo453
noooo451
churros443

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
nightbot	1,001	1.00	known	known bot account
streamelements	65	1.00	known	known bot account
wtf_pattick	61	0.75	high	repeated one message ×34 (56% of output) · 27 messages fired <2s apart
br4ny5	11	0.55	medium	4 messages fired <2s apart · 11 msgs/min sustained
kato84640	118	0.45	medium	repeated one message ×62 (53% of output)
kansas_fc	87	0.45	medium	repeated one message ×52 (60% of output)
yoselin_zaza16	83	0.45	medium	repeated one message ×57 (69% of output)
jesus_mp473	64	0.45	medium	repeated one message ×49 (77% of output)
alexisfernando479	58	0.45	medium	repeated one message ×35 (60% of output)
c4rmenl1m0n	40	0.45	medium	repeated one message ×26 (65% of output)
michzab	40	0.45	medium	repeated one message ×20 (50% of output)
csarbaugar	35	0.45	medium	repeated one message ×25 (71% of output)
burningg35	34	0.45	medium	repeated one message ×23 (68% of output)
lusadi	34	0.45	medium	repeated one message ×19 (56% of output)
luisfernando_uwu	31	0.45	medium	repeated one message ×22 (71% of output)

Emote pulse

TOP 8

elmarianaZA21,227
elmarianaKekw9,272
elmarianaLove5,831
LUL5,154
DinoDance2,230
JinxLUL1,484
BigSad1,313
NotLikeThis1,272

Evidence tape

6 MSGS

00:00mat_9846OPENER
HOLAA
04:00cdbr1PING
Hola @elmariana patrón irá a la conve ??
06:00NightbotPING
◤⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀▼⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀◥ ⠀⠀ https://instagram.com/elmarianaa 🠜 Insta⠀ https://twitter.com/elmarianaa 🠜 Twit
09:00pandabkrPING
@elmariana patrooonnn
14:00its__paoooPING
@elmariana patrón me saludas me llamo Pao 🫰🏻💗💗💗💗
15:00its__paoooPING
@elmariana patrooon me saludas me llamo Pao 🫰🏻💗💗💗💗💗💗💗💗💗

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

MSGS 66,161CHATTERS 6804POS 5,003NEG 1,003TOP KEYWORD “JAJAJAJA” ×1866GINI 0.752BOTS 15PEAK ×10.6 @ 262m

ElMariana's IRL stream "HOY ES DÍA DE MCTRIO 🍟🥤🍔" on Jul 14, 2026 generated 66,161 messages from 6,804 unique chatters (250.6 msgs/min average, peaking at 673/min). Sentiment ran 5,003 positive vs 1,003 negative, and the top keyword was "jajajaja" (×1866). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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ElMariana stream analytics summary