paperswithbacktest/awesome-systematic-trading — GitHub trend

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FINDING #2915 · 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

SURPRISE0.013

ENGAGEMENT0.34

FRESHNESS1.00

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

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

2% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

46.14

ACCEL

-14.14

RETENTION

24.1%

PEAK 2026-08-22 · FORK-RETENTION 37.9% · 323 STARS / WINDOW

Author Audience

AUDIENCE

3,509

FOLLOWERS

318

OWNER ★

14,364

Engagement Signals

FORKS

1,690

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 323 / 323 (DIVERSITY 1.00)

Why This Is A Finding

paperswithbacktest/awesome-systematic-trading собрал 323 звёзд за окно, тогда как у автора всего 318 подписчиков — эффективная аудитория ≈ 3,509. Это даёт surprise-индекс 0.013 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 37.9% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 70% OF 9760 FINDINGS

#08MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #17litaolemo/xtquant_big_convert[ PYTHON ]0.36 #20LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.34 #24zeenie-ai/OpenCompany[ PYTHON ]0.30 #25917Dhj/DeepPaperNote[ PYTHON ]0.29

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.00ABOVE 70%

VELOCITY46.143.71+42.43ABOVE 95%

RETENTION24.1%38.0%-13.9 PPABOVE 30%

FORKS1,69086+1,604ABOVE 96%

SURPRISE0.010.01+0.00ABOVE 57%