romanmichaelpaolucci/Quant-Guild-Library — GitHub trend

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FINDING #6525 · UNIT ID 918763904

romanmichaelpaolucci/Quant-Guild-Library

A library of Jupyter notebooks and corresponding YouTube lectures by Roman Paolucci

[ JUPYTER NOTEBOOK ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00172

ENGAGEMENT0.40

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

3.43

ACCEL

+0.50

RETENTION

58.3%

PEAK 2026-08-28 · FORK-RETENTION 0.0% · 24 STARS / WINDOW

Author Audience

AUDIENCE

1,955

FOLLOWERS

1,680

OWNER ★

2,751

Engagement Signals

FORKS

333

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 24 / 24 (DIVERSITY 1.00)

Why This Is A Finding

romanmichaelpaolucci/Quant-Guild-Library собрал 24 звёзд за окно, тогда как у автора всего 1,680 подписчиков — эффективная аудитория ≈ 1,955. Это даёт surprise-индекс 0.00172 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 33% OF 9755 FINDINGS

#249Nicolepcx/ai-agents-the-definitive-guide[ JUPYTER NOTEBOOK ]0.0676 #252gmonce/scikit-learn-book[ JUPYTER NOTEBOOK ]0.066 #291xbsheng/atguigu-note[ JUPYTER NOTEBOOK ]0.047 #409gothmania/pytutor[ JUPYTER NOTEBOOK ]0.0381 #433raiyanyahya/how-to-train-your-gpt[ JUPYTER NOTEBOOK ]0.0362

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9755 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 33%

VELOCITY3.433.71-0.29ABOVE 46%

RETENTION58.3%37.5%+20.8 PPABOVE 81%

FORKS33390+243ABOVE 80%

SURPRISE0.000.01-0.01ABOVE 19%