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zarbex - Rust stream analytics - Jul 18, 2026

FULL STREAM INTELLIGENCE · Rust

Jul 18, 2026 · VOD 2822999616

Chat mood & viewers

10,623 MSGS
Positive
607
5.7% of msgs
Negative
57
0.5% of msgs
Neutral
9,959
93.7% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

607 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 244:000.38→0.00Δ-0.38
  • 243:000.07→0.38Δ+0.31
  • 320:000.17→-0.09Δ-0.26
  • 121:000.25→0.00Δ-0.25

Mood regime · per minute

484 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

484 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 01:00EMOTES×5.9clip suggested Watch VOD

    23 emote msgs — ×5.9 the average

    • loli14268: Mr.geil am Start
    • o_OLDSQL: Grüße zarbexSmalld zarbexSmalld zarbexSmalld
  2. 05:00EMOTES×5.9clip suggested Watch VOD

    23 emote msgs — ×5.9 the average

    • missmogry: metashParty metashParty
    • MellyMld: TwitchUnity
  3. 06:00EMOTES×8.4clip suggested Watch VOD

    33 emote msgs — ×8.4 the average

    • domi_voe: zarbexMhMh zarbexMhMh zarbexMhMh zarbexMhMh
    • maj0ni: zarbexSmalld zarbexSmalld zarbexSmalld zarbexSmalld zarbexSmalld
  4. 07:00EMOTES×8.2clip suggested Watch VOD

    32 emote msgs — ×8.2 the average

    • erikachtZehn: DinoDance DinoDance DinoDance DinoDance DinoDance DinoDance DinoDance DinoDance
    • Cyrialismus: TwitchConHYPE WeDidThat
  5. 08:00EMOTES×10.7clip suggested Watch VOD

    42 emote msgs — ×10.7 the average

    • pictv_v4sl: gleich kommt der Mini Penis gng Boss
    • loli14268: NeedHeal GiveHeal NeedHeal GiveHeal NeedHeal GiveHeal NeedHeal GiveHeal NeedHeal

Keyword tracker

TOP 14
  • nicht597
  • subscribed504
  • zarbex486
  • auch349
  • sind285
  • streak270
  • oder270
  • noch258
  • https253
  • they've237
  • streams237
  • einfach225
  • months222
  • euch220

Bot radar

6 FLAGGED
SuspectMsgsScoreConfSignals
fossabot5171.00knownknown bot account
snikkers3160.55medium15 messages fired <2s apart · 16 msgs/min sustained
nickbehncke110.55medium10 messages fired <2s apart · 11 msgs/min sustained
steffen0589110.55medium10 messages fired <2s apart · 11 msgs/min sustained
1upvision100.45mediumrepeated one message ×5 (50% of output)
simi7789550.45mediumrepeated one message ×4 (80% of output)

Emote pulse

TOP 8
  • zarbexSmalld1,368
  • LUL932
  • zarbexHehe376
  • zarbexTuch300
  • zarbexMoin186
  • omE152
  • zarbexGeil140
  • zarbexHyper110

Evidence tape

6 MSGS
  • 00:00csyonfan112msOPENER

    Moin

  • 08:00zereinoPING

    wie war dein spaziergang mein bester ? @zarbex

  • 11:00dortmunderjung1993PING

    @zarbex Du hast groß angekündigt, 24/7 live zu sein ... ( in dein stream davor ) und du du wolltest auf couch penn...

  • 12:00baldin1996PING

    @zarbex Guten tag :) viel spaß bei Rust und kurze frage noch sims ? Frau baut was für dich :b

  • 13:00dortmunderjung1993PING

    @zarbex daa mein ich nit mit 20 std ... ich rede von live sein , auf couch schlafen, so hattest du es gesagt, ist ja

  • 17:00XxDekusanxXPING

    @zarbex ist das nur mit streamer

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
4
mood swings
Bots
6
suspects flagged
MSGS 10,623CHATTERS 2838POS 607NEG 57TOP KEYWORD “NICHT” ×597GINI 0.631BOTS 6PEAK ×18.4 @ 133m

zarbex stream analytics summary

zarbex's Rust stream "🤏 MR. GEIL STREAMT 🤏 FETTES RUST PROJEKT 🤏 100 STREAMER AUF 1 SERVER 🤏 HEUTE WIRD GESTORBEN 🤏 !spotify !socials !merch" on Jul 18, 2026 generated 10,623 messages from 2,838 unique chatters (21.9 msgs/min average, peaking at 184/min). Sentiment ran 607 positive vs 57 negative, and the top keyword was "nicht" (×597). Explore the full stream breakdown - pulse, chatters, memes, community, viewers and media kit - below.

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