callummcdougall/ARENA_3.0 — GitHub trend

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FINDING #8792 · UNIT ID 702144994

callummcdougall/ARENA_3.0

[ JUPYTER NOTEBOOK ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00376

ENGAGEMENT0.94

FRESHNESS1.00

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

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

1% OF STARS IN ARCHIVE

[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:

S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS

S8 · KEYWORD-STUFFED OR EMPTY DESCRIPTION

Growth Telemetry

VELOCITY /D

2.71

ACCEL

+0.07

RETENTION

66.7%

PEAK 2026-09-09 · FORK-RETENTION 75.0% · 19 STARS / WINDOW

Author Audience

AUDIENCE

683

FOLLOWERS

471

OWNER ★

2,118

Engagement Signals

FORKS

836

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 19 / 19 (DIVERSITY 1.00)

Why This Is A Finding

callummcdougall/ARENA_3.0 собрал 19 звёзд за окно, тогда как у автора всего 471 подписчиков — эффективная аудитория ≈ 683. Это даёт surprise-индекс 0.00376 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 75.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 10% OF 9789 FINDINGS

#524philshiu/Drosophila_brain_model[ JUPYTER NOTEBOOK ]0.0302 #992xbsheng/atguigu-note[ JUPYTER NOTEBOOK ]0.0178 #1033Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.0171 #1276gmonce/scikit-learn-book[ JUPYTER NOTEBOOK ]0.0139 #1458MLO-lab/LeVJEPA[ JUPYTER NOTEBOOK ]0.0123

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9789 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 10%

VELOCITY2.713.43-0.71ABOVE 39%

RETENTION66.7%37.5%+29.2 PPABOVE 87%

FORKS836120+716ABOVE 88%

SURPRISE0.000.01-0.00ABOVE 35%