Ludwig avatar

LudwigStreamer University stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 17, 2026 · VOD 2822181764

Chat mood & viewers

57,884 MSGS
Positive
5,035
8.7% of msgs
Negative
776
1.3% of msgs
Neutral
52,073
90.0% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

5,035 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

no >0.25 swings detected

Mood regime · per minute

273 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

273 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 21:00INFLUX×2.8clip suggested Watch VOD

    101 first-time chatters in one minute (raid-like influx)

    • HayJaboi: isn’t that how caseoh got big
    • lemm0nn_: they expect the persona from the clip
  2. 22:00INFLUX×3.3clip suggested Watch VOD

    119 first-time chatters in one minute (raid-like influx)

    • tim64: all of them.
    • spiderbat9: The prime sub
  3. 103:00EMOTES×3.7clip suggested Watch VOD

    37 emote msgs — ×3.7 the average

    • kajosdayoff: cinnaDisgust
    • toastedbricks1: HUH ron u ok
  4. 105:00EMOTES×3.7clip suggested Watch VOD

    37 emote msgs — ×3.7 the average

    • yourpuscallingmyname: this boys cooked but weirdly wholesome
    • blakeiboi: bro what is happening
  5. 123:00EMOTES×6.9clip suggested Watch VOD

    69 emote msgs — ×6.9 the average

    • blakeybsmiles: not gonna work
    • dearstrangesummer: Not them whooping lmao

Keyword tracker

TOP 14
  • class1,326
  • that1,227
  • good999
  • this997
  • what929
  • with876
  • professor783
  • subscribed761
  • ludwig719
  • like709
  • your696
  • caught672
  • just574
  • stream524

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot2561.00knownknown bot account
fatjesusttv350.45mediumrepeated one message ×22 (63% of output)
exotik255160.45mediumrepeated one message ×11 (69% of output)
ccaitlynmarie120.45mediumrepeated one message ×6 (50% of output)
noctuit110.45mediumrepeated one message ×6 (55% of output)
starflwers100.45mediumrepeated one message ×5 (50% of output)
elastiky100.45mediumrepeated one message ×5 (50% of output)
gugecalu100.45mediumrepeated one message ×5 (50% of output)
dabi40390.45mediumrepeated one message ×6 (67% of output)
coolgameboyjohn180.45mediumrepeated one message ×8 (100% of output)
toastedbricks180.45mediumrepeated one message ×5 (63% of output)
fallman12380.45mediumrepeated one message ×4 (50% of output)
alvin2468580.45mediumrepeated one message ×4 (50% of output)
risyaaa70.45mediumrepeated one message ×4 (57% of output)
zimpatrick70.45mediumrepeated one message ×4 (57% of output)

Emote pulse

TOP 8
  • ludwigPRIMECHECK1,058
  • LUL594
  • StreamerU2026236
  • Clap220
  • TwitchConHYPE181
  • HUH156
  • Stare122
  • omgBruh122

Evidence tape

6 MSGS
  • 00:00GnardDawgOPENER

    yoyoyo

  • 00:00alexlivethoPING

    Hey @ludwig when is the class?

  • 00:00CalebRPPING

    @Ludwig You got fuzz on your face

  • 01:00MylesNaylorPING

    @ludwig u got fluff on ur face

  • 01:00alexlivethoPING

    @ludwig you made me making a vod channel and more on youtube thanks for the lessons

  • 01:00MylesNaylorPING

    @ludwig u got fluff on ur face.

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
0
mood swings
Bots
15
suspects flagged
MSGS 57,884CHATTERS 9781POS 5,035NEG 776TOP KEYWORD “CLASS” ×1326GINI 0.682BOTS 15PEAK ×7.4 @ 235m

Ludwig stream analytics summary

Ludwig's Streamer University stream "🤓PROFESSOR L IS IN TROUBLE🤓" on Jul 17, 2026 generated 57,884 messages from 9,781 unique chatters (212 msgs/min average, peaking at 581/min). Sentiment ran 5,035 positive vs 776 negative, and the top keyword was "class" (×1326). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream