callummcdougall/ARENA_3.0 — GitHub trend

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FINDING #8121 · UNIT ID 702144994

callummcdougall/ARENA_3.0

[ JUPYTER NOTEBOOK ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00369

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

2.67

ACCEL

+0.00

RETENTION

83.3%

PEAK 2026-09-10 · FORK-RETENTION 80.0% · 8 STARS / WINDOW

Author Audience

AUDIENCE

683

FOLLOWERS

471

OWNER ★

2,118

Engagement Signals

FORKS

836

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 8 / 8 (DIVERSITY 1.00)

Why This Is A Finding

callummcdougall/ARENA_3.0 собрал 8 звёзд за окно, тогда как у автора всего 471 подписчиков — эффективная аудитория ≈ 683. Это даёт surprise-индекс 0.00369 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 80.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 8% OF 8833 FINDINGS

#264philshiu/Drosophila_brain_model[ JUPYTER NOTEBOOK ]0.0693 #662xbsheng/atguigu-note[ JUPYTER NOTEBOOK ]0.0274 #1054Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.016 #1579lyogavin/airllm[ JUPYTER NOTEBOOK ]0.00974 #1580IKMLab/NTHU_Natural_Language_Processing[ JUPYTER NOTEBOOK ]0.00974

METRICS IN CONTEXT

MEDIAN ACROSS ALL 8833 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 8%

VELOCITY2.675.67-3.00ABOVE 0%

RETENTION83.3%45.9%+37.4 PPABOVE 88%

FORKS836344+492ABOVE 67%

SURPRISE0.000.00-0.00ABOVE 47%