FINDING #1496 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
4.00
ACCEL
-2.50
RETENTION
0.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 12 STARS / WINDOW
Author Audience
AUDIENCE
113
FOLLOWERS
29
OWNER ★
841
Engagement Signals
FORKS
94
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 12 / 12 (DIVERSITY 1.00)
Why This Is A Finding
bishwaghimire/ai-learning-roadmaps собрал 12 звёзд за окно, тогда как у автора всего 29 подписчиков — эффективная аудитория ≈ 113. Это даёт surprise-индекс 0.0261 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 70% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 70%
VELOCITY4.006.67-2.67ABOVE 26%
RETENTION0.0%46.5%-46.5 PPABOVE 0%
FORKS94116-22ABOVE 44%
SURPRISE0.030.01+0.01ABOVE 66%