FINDING #2512 · 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)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
8.84
ACCEL
-0.13
RETENTION
9.5%
PEAK 2026-02-05 · FORK-RETENTION 86.4% · 1,591 STARS / WINDOW
Author Audience
AUDIENCE
3,739,211
FOLLOWERS
125,952
OWNER ★
2,698,184
Engagement Signals
FORKS
7,426
ISSUE AUTH
6
PR AUTH
12
UNIQUE STARGAZERS 1,588 / 1,591 (DIVERSITY 1.00)
Why This Is A Finding
microsoft/qlib собрал 1,591 звёзд за окно, тогда как у автора всего 125,952 подписчиков — эффективная аудитория ≈ 3,739,211. Это даёт surprise-индекс 0.00000236 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 86.4% и 18 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 2% OF 2559 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 2559 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 2%
VELOCITY8.842.88+5.96ABOVE 86%
RETENTION9.5%6.3%+3.2 PPABOVE 66%
FORKS7,4261,183+6,243ABOVE 88%
SURPRISE0.000.00-0.00ABOVE 2%