FINDING #4419 · 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)
63% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
20.13
ACCEL
-0.31
RETENTION
12.2%
PEAK 2026-04-24 · FORK-RETENTION 0.0% · 1,812 STARS / WINDOW
Author Audience
AUDIENCE
779
FOLLOWERS
480
OWNER ★
2,989
Engagement Signals
FORKS
553
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,812 / 1,812 (DIVERSITY 1.00)
Why This Is A Finding
tkarim45/Beginner-Data-Science-Projects собрал 1,812 звёзд за окно, тогда как у автора всего 480 подписчиков — эффективная аудитория ≈ 779. Это даёт surprise-индекс 0.0246 (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 31% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 31%
VELOCITY20.133.99+16.14ABOVE 89%
RETENTION12.2%17.1%-4.9 PPABOVE 37%
FORKS55390+464ABOVE 88%
SURPRISE0.020.01+0.01ABOVE 72%