DataTalksClub/data-engineering-zoomcamp — GitHub trend

FINDING #1106 · 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

SURPRISE0.0000838

ENGAGEMENT0.48

FRESHNESS1.13

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

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

1% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

2.79

ACCEL

-0.06

RETENTION

5.6%

PEAK 2026-05-30 · FORK-RETENTION 36.8% · 251 STARS / WINDOW

Author Audience

AUDIENCE

33,246

FOLLOWERS

8,308

OWNER ★

83,148

Engagement Signals

FORKS

8,583

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 250 / 251 (DIVERSITY 1.00)

Why This Is A Finding

DataTalksClub/data-engineering-zoomcamp собрал 251 звёзд за окно, тогда как у автора всего 8,308 подписчиков — эффективная аудитория ≈ 33,246. Это даёт surprise-индекс 0.0000838 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 36.8% и 1 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 17% OF 1335 FINDINGS

#217Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.00431 #245raiyanyahya/how-to-train-your-gpt[ JUPYTER NOTEBOOK ]0.00366 #378tkarim45/Beginner-Data-Science-Projects[ JUPYTER NOTEBOOK ]0.00168 #435gepa-ai/gepa[ JUPYTER NOTEBOOK ]0.00137 #474oracle-devrel/oracle-ai-developer-hub[ JUPYTER NOTEBOOK ]0.00121

METRICS IN CONTEXT

MEDIAN ACROSS ALL 1335 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 17%

VELOCITY2.792.82-0.03ABOVE 49%

RETENTION5.6%8.4%-2.7 PPABOVE 33%

FORKS8,5831,463+7,120ABOVE 87%

SURPRISE0.000.00-0.00ABOVE 18%