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FINDING #5018 · UNIT ID 958994783

stanford-cs336/assignment1-basics

Student version of Assignment 1 for Stanford CS336 - Language Modeling From Scratch

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00141

ENGAGEMENT0.00

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

S3 · MORE FORKS THAN STARS

Growth Telemetry

VELOCITY /D

9.00

ACCEL

-2.50

RETENTION

53.8%

PEAK 2026-07-13 · FORK-RETENTION 0.0% · 27 STARS / WINDOW

Author Audience

AUDIENCE

6,326

FOLLOWERS

2,446

OWNER ★

7,220

Engagement Signals

FORKS

2,466

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 27 / 27 (DIVERSITY 1.00)

Why This Is A Finding

stanford-cs336/assignment1-basics собрал 27 звёзд за окно, тогда как у автора всего 2,446 подписчиков — эффективная аудитория ≈ 6,326. Это даёт surprise-индекс 0.00141 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 0% OF 5024 FINDINGS

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METRICS IN CONTEXT

MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 0%

VELOCITY9.006.67+2.33ABOVE 60%

RETENTION53.8%46.5%+7.4 PPABOVE 58%

FORKS2,466116+2,350ABOVE 96%

SURPRISE0.000.01-0.01ABOVE 15%