CLI tool for data-science: 891 downloads in 7dy

说明与用途

kaggle-prep 是一个 CLI 工具，自动化整个 EDA 流程，将设置时间从分钟缩短到秒，并生成数据概况、可视化、预处理脚本和起始笔记本。

问题

Data scientists spend 45‑60 minutes on repetitive EDA boilerplate, wasting time that could be spent on modeling.

结果

kaggle-prep reduced EDA setup from 45‑60 minutes to a few seconds, enabling 891 monthly downloads and 282 downloads in the last 7 days without marketing.

工作流

• Install kaggle-prep via pip
• Run kaggle-prep <dataset> --all to download, profile, visualize, generate preprocessing code, and create a starter notebook
• Optionally use --profile or --notebook for partial runs
• Review generated outputs (JSON profile, HTML report, PNG plots, Python script, Jupyter notebook)
• Use --feedback to submit usage data and suggestions

证据

I built kaggle-prep – a CLI tool that automates the entire EDA workflow from dataset download to production-ready notebook.

来源

Monthly Downloads 891, Last 7 Days 282, Yesterday 216

来源

Full EDA pipeline: kaggle-prep uciml/iris --all

来源