FINDING #4313 · UNIT ID 770001062
tkarim45/Beginner-Data-Science-Projects
This repository is a curated collection of hands-on data science projects tailored for beginners. Whether you're just starting your journey in data science or looking to strengthen your skills, these projects provide a practical and interactive way to apply your knowledge.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
4% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
4.17
ACCEL
+0.02
RETENTION
39.4%
PEAK 2026-08-22 · FORK-RETENTION 42.1% · 125 STARS / WINDOW
Author Audience
AUDIENCE
829
FOLLOWERS
506
OWNER ★
3,228
Engagement Signals
FORKS
582
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 125 / 125 (DIVERSITY 1.00)
Why This Is A Finding
tkarim45/Beginner-Data-Science-Projects собрал 125 звёзд за окно, тогда как у автора всего 506 подписчиков — эффективная аудитория ≈ 829. Это даёт surprise-индекс 0.0048 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 42.1% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 55% OF 9591 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 55%
VELOCITY4.173.63+0.53ABOVE 55%
RETENTION39.4%24.8%+14.6 PPABOVE 77%
FORKS582120+462ABOVE 85%
SURPRISE0.000.01-0.00ABOVE 38%