Ludwig - Streamer University stream analytics - Jul 18, 2026
FULL STREAM INTELLIGENCE · Streamer University
Jul 18, 2026 · VOD 2823051320
Chat mood & viewers
keyword lexicon heuristic · not a language model
Positivity ratio
Sentiment flips
- 111:000.08→-0.38Δ-0.46
- 345:000.06→-0.22Δ-0.28
- 349:00-0.24→0.01Δ+0.25
Mood regime · per minute
Chat rate × peaks
Auto-detected moments · clip suggestions
101 first-time chatters in one minute (raid-like influx)
- aitxayumeneko: WeDidThat
- xdCyberFrost: WWWWWWWWWW
166 first-time chatters in one minute (raid-like influx)
- razorgaming99999: WW professor LL
- fullnrgy: NOWAY LACY SENT AN L
53 emote msgs — ×5.5 the average
- sevenshiven: pudgie finally attending
- jikky__: LMFAOOOOOOO
92 first-time chatters in one minute (raid-like influx)
- sevenshiven: pudgie finally attending
- jikky__: LMFAOOOOOOO
41 emote msgs — ×4.2 the average
- kvothebloodles3: gotta make some good vidd
- star_dustt19: TransgenderPride
Keyword tracker
- 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
| Suspect | Msgs | Score | Conf | Signals |
|---|---|---|---|---|
| fossabot | 681 | 1.00 | known | known bot account |
| ludwig | 14 | 1.00 | high | repeated one message ×14 (100% of output) · 13 messages fired <2s apart · 14 msgs/min sustained |
| kursed5ms | 8 | 0.75 | high | repeated one message ×4 (50% of output) · 4 messages fired <2s apart |
| m4ck1_ | 20 | 0.55 | medium | 6 messages fired <2s apart · 18.2 msgs/min sustained |
| fatjesusttv | 139 | 0.45 | medium | repeated one message ×94 (68% of output) |
| 1024imo | 52 | 0.45 | medium | repeated one message ×40 (77% of output) |
| ishwolfieh | 37 | 0.45 | medium | repeated one message ×19 (51% of output) |
| kurokijin | 35 | 0.45 | medium | repeated one message ×20 (57% of output) |
| infamusmikal | 34 | 0.45 | medium | repeated one message ×18 (53% of output) |
| i_is_tired | 25 | 0.45 | medium | repeated one message ×18 (72% of output) |
| kingpiggybank | 22 | 0.45 | medium | repeated one message ×18 (82% of output) |
| ignited_esper | 22 | 0.45 | medium | repeated one message ×14 (64% of output) |
| imsenseiwu | 19 | 0.45 | medium | repeated one message ×16 (84% of output) |
| noxi3429 | 16 | 0.45 | medium | repeated one message ×10 (63% of output) |
| catman_dk | 16 | 0.45 | medium | repeated one message ×8 (50% of output) |
Emote pulse
- LUL1,784
- ludwigPRIMECHECK944
- TransgenderPride534
- ICANT431
- HUH354
- omgBruh347
- Clap278
- XDD237
Evidence tape
- 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
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.