FINDING #7880 · UNIT ID 1063897410
Kang-Jay/CS231n-2025
Personal solutions, learning notes and model architecture diagrams for Stanford CS231n (Spring 2025).
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
37% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
5.86
ACCEL
+1.71
RETENTION
100.0%
PEAK 2026-09-11 · FORK-RETENTION 0.0% · 41 STARS / WINDOW
Author Audience
AUDIENCE
11
FOLLOWERS
0
OWNER ★
111
Engagement Signals
FORKS
2
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 41 / 41 (DIVERSITY 1.00)
Why This Is A Finding
Kang-Jay/CS231n-2025 собрал 41 звёзд за окно, тогда как у автора всего 0 подписчиков — эффективная аудитория ≈ 11. Это даёт surprise-индекс 0.11 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 20% OF 9789 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9789 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 20%
VELOCITY5.863.43+2.43ABOVE 67%
RETENTION100.0%37.5%+62.5 PPABOVE 99%
FORKS2120-118ABOVE 2%
SURPRISE0.110.01+0.11ABOVE 96%