Ludwig avatar

Ludwig — Streamer University stream analytics — Jul 19, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 19, 2026 · VOD 2823886120

Chat mood & viewers

111,185 MSGS
Positive
7,431
6.7% of msgs
Negative
1,482
1.3% of msgs
Neutral
102,272
92.0% of msgs
Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

7,431 POS
POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ
  • 386:000.05→0.36Δ+0.31
  • 387:000.36→0.06Δ-0.30
  • 429:000.07→-0.18Δ-0.25

Mood regime · per minute

571 MIN
POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

571 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY
  1. 32:00INFLUX×9clip suggested Watch VOD

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

    • rainflower501: AOZAMI AND SUKI
    • jozendesu: @Keytachi46 u should write a tv show
  2. 102:00EMOTES×9.6clip suggested Watch VOD

    116 emote msgs — ×9.6 the average

    • arodSG: POOKIEEEEE
    • KimikoHere: fslr small streamers
  3. 112:00EMOTES×15.2clip suggested Watch VOD

    184 emote msgs — ×15.2 the average

    • edgarninooo: evil ludwig
    • extrajuixe: chud add runner
  4. 113:00EMOTES×11clip suggested Watch VOD

    134 emote msgs — ×11 the average

    • CircIesAreRound: XDD XDD XDD
    • MasterInire: true champs
  5. 127:00EMOTES×5.8clip suggested Watch VOD

    70 emote msgs — ×5.8 the average

    • InverseEntropy_: InverseEntropy_ watched 3 consecutive streams and sparked a watch streak! HAH
    • Fossabot: 4x om combo

Keyword tracker

TOP 14
  • that2,399
  • this2,357
  • what1,647
  • like1,532
  • with1,435
  • ludwig1,412
  • good1,211
  • just1,178
  • clappi1,161
  • they1,023
  • subscribed1,005
  • oooo887
  • professor887
  • your877

Bot radar

15 FLAGGED
SuspectMsgsScoreConfSignals
fossabot9151.00knownknown bot account
ananonymousgifter220.75highrepeated one message ×11 (50% of output) · 11 messages fired <2s apart
hithisisbm100.55medium5 messages fired <2s apart · 6.5 msgs/min sustained
fatjesusttv1230.45mediumrepeated one message ×63 (51% of output)
phrool580.45mediumrepeated one message ×31 (53% of output)
driedsalt260.45mediumrepeated one message ×14 (54% of output)
1024imo210.45mediumrepeated one message ×16 (76% of output)
copperlotusdis170.45mediumrepeated one message ×13 (76% of output)
lbstown160.45mediumrepeated one message ×9 (56% of output)
sunshinekittyyc160.45mediumrepeated one message ×8 (50% of output)
im_onic160.45mediumrepeated one message ×11 (69% of output)
smileymaskwastaken140.45mediumrepeated one message ×7 (50% of output)
dabi403140.45mediumrepeated one message ×7 (50% of output)
vezl140.45mediumrepeated one message ×7 (50% of output)
moneyhole420110.45mediumrepeated one message ×6 (55% of output)

Emote pulse

TOP 8
  • LUL1,030
  • <3939
  • ludwigPRIMECHECK824
  • TransgenderPride723
  • XDD675
  • omgBruh308
  • ICANT300
  • Clap265

Evidence tape

6 MSGS
  • 00:00leafylmaooOPENER

    YOOO

  • 00:00Soulless2000PING

    are we late or nah @Ludwig

  • 00:00xdCyberFrostPING

    i was first @Ludwig

  • 01:00Soulless2000PING

    bro get a new shirt @Ludwig

  • 01:00xdCyberFrostPING

    xdCyberFrost watched 7 consecutive streams and sparked a watch streak! LOVE YOU MR , L GOING TO MISS YOU @Ludwig

  • 01:00xdCyberFrostPING

    GONNA MISS YOU @Ludwig

Moments
12
auto-detected
Clip-worthy
12
intensity ≥1.8
Flips
3
mood swings
Bots
15
suspects flagged
MSGS 111,185CHATTERS 14745POS 7,431NEG 1,482TOP KEYWORD “THAT” ×2399GINI 0.725BOTS 15PEAK ×18.4 @ 569m

Ludwig stream analytics summary

Ludwig's Streamer University stream "🍎PROFESSOR L's LAST DAY AT STREAMER U🍎!Streamergames" on Jul 19, 2026 generated 111,185 messages from 14,745 unique chatters (194.7 msgs/min average, peaking at 608/min). Sentiment ran 7,431 positive vs 1,482 negative, and the top keyword was "that" (×2399). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

Ask me something about the stream