paperswithbacktest/awesome-systematic-trading — GitHub trend

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FINDING #1577 · UNIT ID 455982203

paperswithbacktest/awesome-systematic-trading

A curated list of awesome libraries, packages, strategies, books, blogs, tutorials for systematic trading.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.000859

ENGAGEMENT0.51

FRESHNESS1.39

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

4% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

2.01

ACCEL

-0.03

RETENTION

2.4%

PEAK 2026-02-09 · FORK-RETENTION 76.5% · 361 STARS / WINDOW

Author Audience

AUDIENCE

2,294

FOLLOWERS

260

OWNER ★

8,868

Engagement Signals

FORKS

1,206

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 361 / 361 (DIVERSITY 1.00)

Why This Is A Finding

paperswithbacktest/awesome-systematic-trading собрал 361 звёзд за окно, тогда как у автора всего 260 подписчиков — эффективная аудитория ≈ 2,294. Это даёт surprise-индекс 0.000859 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 76.5% и 6 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 47% OF 2987 FINDINGS

#03originalankur/maptoposter[ PYTHON ]0.0234 #05HeartMuLa/heartlib[ PYTHON ]0.0222 #08sickn33/agentic-awesome-skills[ PYTHON ]0.0208 #14cft0808/edict[ PYTHON ]0.0183 #16ZhuLinsen/daily_stock_analysis[ PYTHON ]0.0179

METRICS IN CONTEXT

MEDIAN ACROSS ALL 2987 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 47%

VELOCITY2.012.84-0.84ABOVE 26%

RETENTION2.4%6.8%-4.5 PPABOVE 15%

FORKS1,2061,065+141ABOVE 53%

SURPRISE0.000.00+0.00ABOVE 51%