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LudwigStreamer University stream analytics — Jul 18, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 18, 2026 · VOD 2823051320

Chat mood & viewers

136,180 MSGS
Positive
10,029
7.4% of msgs
Negative
2,530
1.9% of msgs
Neutral
123,621
90.8% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

10,029 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 111:000.08-0.38Δ-0.46
  • 345:000.06-0.22Δ-0.28
  • 349:00-0.240.01Δ+0.25

Mood regime · per minute

679 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

679 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 06:00INFLUX×4.6clip suggested Watch VOD

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

    • aitxayumeneko: WeDidThat
    • xdCyberFrost: WWWWWWWWWW
  2. 111:00INFLUX×7.5clip suggested Watch VOD

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

    • razorgaming99999: WW professor LL
    • fullnrgy: NOWAY LACY SENT AN L
  3. 114:00EMOTES×5.5clip suggested Watch VOD

    53 emote msgs — ×5.5 the average

    • sevenshiven: pudgie finally attending
    • jikky__: LMFAOOOOOOO
  4. 114:00INFLUX×4.2clip suggested Watch VOD

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

    • sevenshiven: pudgie finally attending
    • jikky__: LMFAOOOOOOO
  5. 115:00EMOTES×4.2clip suggested Watch VOD

    41 emote msgs — ×4.2 the average

    • kvothebloodles3: gotta make some good vidd
    • star_dustt19: TransgenderPride

Keyword tracker

TOP 14
  • that2,618
  • this2,533
  • with1,671
  • what1,558
  • good1,465
  • like1,453
  • ludwig1,437
  • lmao1,335
  • just1,326
  • caught1,251
  • oooo1,237
  • subscribed1,236
  • they1,164
  • class1,104

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot6811.00knownknown bot account
ludwig141.00highrepeated one message ×14 (100% of output) · 13 messages fired <2s apart · 14 msgs/min sustained
kursed5ms80.75highrepeated one message ×4 (50% of output) · 4 messages fired <2s apart
m4ck1_200.55medium6 messages fired <2s apart · 18.2 msgs/min sustained
fatjesusttv1390.45mediumrepeated one message ×94 (68% of output)
1024imo520.45mediumrepeated one message ×40 (77% of output)
ishwolfieh370.45mediumrepeated one message ×19 (51% of output)
kurokijin350.45mediumrepeated one message ×20 (57% of output)
infamusmikal340.45mediumrepeated one message ×18 (53% of output)
i_is_tired250.45mediumrepeated one message ×18 (72% of output)
kingpiggybank220.45mediumrepeated one message ×18 (82% of output)
ignited_esper220.45mediumrepeated one message ×14 (64% of output)
imsenseiwu190.45mediumrepeated one message ×16 (84% of output)
noxi3429160.45mediumrepeated one message ×10 (63% of output)
catman_dk160.45mediumrepeated one message ×8 (50% of output)

Emote pulse

TOP 8
  • LUL1,784
  • ludwigPRIMECHECK944
  • TransgenderPride534
  • ICANT431
  • HUH354
  • omgBruh347
  • Clap278
  • XDD237

Evidence tape

6 MSGS
  • 00:00DanielJamesUOPENER

    everybody has like 3 fucking people in their class

  • 00:00xdCyberFrostPING

    im first @Ludwig

  • 00:00xdCyberFrostPING

    MY CAPTAIN @Ludwig

  • 00:00xdCyberFrostPING

    BEST PROFESSOR @Ludwig

  • 00:00SeasonalPlays_PING

    love you lud @ludwig

  • 01:00brymstaxPING

    @Ludwig there are 5 people in rae's class rn

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
3
mood swings
Bots
15
suspects flagged
MSGS 136,180CHATTERS 14952POS 10,029NEG 2,530TOP KEYWORD “THAT” ×2618GINI 0.751BOTS 15PEAK ×13.1 @ 142m

Ludwig stream analytics summary

Ludwig's Streamer University stream "🧑‍🏫PROFESSOR L 'S STREAMER U SURVIVAL GUIDE🧑‍🏫" on Jul 18, 2026 generated 136,180 messages from 14,952 unique chatters (200.6 msgs/min average, peaking at 640/min). Sentiment ran 10,029 positive vs 2,530 negative, and the top keyword was "that" (×2618). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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