FINDING #1317 · 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)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
4.00
ACCEL
-0.11
RETENTION
46.9%
PEAK 2026-07-11 · FORK-RETENTION 0.0% · 28 STARS / WINDOW
Author Audience
AUDIENCE
113
FOLLOWERS
29
OWNER ★
841
Engagement Signals
FORKS
94
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 28 / 28 (DIVERSITY 1.00)
Why This Is A Finding
bishwaghimire/ai-learning-roadmaps собрал 28 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 81% OF 6892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.01ABOVE 81%
VELOCITY4.004.14-0.14ABOVE 49%
RETENTION46.9%40.6%+6.3 PPABOVE 58%
FORKS9489+5ABOVE 51%
SURPRISE0.030.01+0.02ABOVE 74%