DataTalksClub/data-engineering-zoomcamp — GitHub trend

FINDING #4868 · UNIT ID 419661684

DataTalksClub/data-engineering-zoomcamp

Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course here 👇🏼

[ JUPYTER NOTEBOOK ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00133

ENGAGEMENT0.20

FRESHNESS1.00

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

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

1% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

44.14

ACCEL

+1.54

RETENTION

77.1%

PEAK 2026-07-13 · FORK-RETENTION 0.0% · 309 STARS / WINDOW

Author Audience

AUDIENCE

33,246

FOLLOWERS

8,308

OWNER ★

83,148

Engagement Signals

FORKS

8,583

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 309 / 309 (DIVERSITY 1.00)

Why This Is A Finding

DataTalksClub/data-engineering-zoomcamp собрал 309 звёзд за окно, тогда как у автора всего 8,308 подписчиков — эффективная аудитория ≈ 33,246. Это даёт surprise-индекс 0.00133 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 29% OF 6892 FINDINGS

#754Nicolepcx/ai-agents-the-definitive-guide[ JUPYTER NOTEBOOK ]0.014 #1111adrida/tracer[ JUPYTER NOTEBOOK ]0.00948 #1229Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.00847 #1378CalvinXKY/InfraTech[ JUPYTER NOTEBOOK ]0.00759 #1596lit26/finvizfinance[ JUPYTER NOTEBOOK ]0.00636

METRICS IN CONTEXT

MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 29%

VELOCITY44.144.14+40.00ABOVE 93%

RETENTION77.1%40.6%+36.5 PPABOVE 93%

FORKS8,58389+8,494ABOVE 99%

SURPRISE0.000.01-0.01ABOVE 16%