FINDING #3538 · UNIT ID 1124631986
bishwaghimire/ai-learning-roadmaps
A complete, structured hub for learning Artificial Intelligence — covering AI, Machine Learning, Deep Learning, and Data Science with books, roadmaps, and curated resources from beginner to advanced.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
4.67
ACCEL
+0.06
RETENTION
15.2%
PEAK 2026-05-06 · FORK-RETENTION 0.0% · 840 STARS / WINDOW
Author Audience
AUDIENCE
113
FOLLOWERS
29
OWNER ★
841
Engagement Signals
FORKS
94
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 840 / 840 (DIVERSITY 1.00)
Why This Is A Finding
bishwaghimire/ai-learning-roadmaps собрал 840 звёзд за окно, тогда как у автора всего 29 подписчиков — эффективная аудитория ≈ 113. Это даёт surprise-индекс 0.0305 (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 40% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 40%
VELOCITY4.673.29+1.37ABOVE 63%
RETENTION15.2%11.3%+3.8 PPABOVE 61%
FORKS9499-5ABOVE 48%
SURPRISE0.030.01+0.02ABOVE 92%