FINDING #1314 · UNIT ID 287463830
microsoft/qlib
Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process.
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
4.48
ACCEL
-0.12
RETENTION
10.5%
PEAK 2026-05-10 · FORK-RETENTION 44.0% · 403 STARS / WINDOW
Author Audience
AUDIENCE
3,714,906
FOLLOWERS
125,178
OWNER ★
2,681,527
Engagement Signals
FORKS
7,369
ISSUE AUTH
4
PR AUTH
2
UNIQUE STARGAZERS 403 / 403 (DIVERSITY 1.00)
Why This Is A Finding
microsoft/qlib собрал 403 звёзд за окно, тогда как у автора всего 125,178 подписчиков — эффективная аудитория ≈ 3,714,906. Это даёт surprise-индекс 0.00000121 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 44.0% и 6 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 2% OF 1335 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1335 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 2%
VELOCITY4.482.82+1.66ABOVE 70%
RETENTION10.5%8.4%+2.1 PPABOVE 59%
FORKS7,3691,463+5,906ABOVE 84%
SURPRISE0.000.00-0.00ABOVE 1%