FINDING #8611 · 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)
5% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
1.70
ACCEL
-0.04
RETENTION
33.6%
PEAK 2026-09-25 · FORK-RETENTION 50.0% · 51 STARS / WINDOW
Author Audience
AUDIENCE
150
FOLLOWERS
38
OWNER ★
1,122
Engagement Signals
FORKS
128
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 51 / 51 (DIVERSITY 1.00)
Why This Is A Finding
bishwaghimire/ai-learning-roadmaps собрал 51 звёзд за окно, тогда как у автора всего 38 подписчиков — эффективная аудитория ≈ 150. Это даёт surprise-индекс 0.00894 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 50.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 11% OF 9675 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9675 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY1.703.80-2.10ABOVE 8%
RETENTION33.6%20.3%+13.4 PPABOVE 78%
FORKS128138-10ABOVE 48%
SURPRISE0.010.01+0.00ABOVE 54%