{"categories":[{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering/7"}],"enrichment":{"capability":"Extends pandas' describe() function to provide richer statistical summaries and data profiling for exploratory data analysis on tabular datasets.","skillfed_tags":["data-profiling","eda"],"use_cases":["Generate quick statistical overviews of CSV or database exports before deeper analysis","Identify missing values and data quality issues in exploratory data analysis workflows","Compare summary statistics across multiple datasets during data cleaning phases","Create baseline profiling reports for machine learning feature engineering","Automate data inspection steps in Jupyter notebooks for rapid prototyping"],"what_it_does":"pandas-summary is a lightweight extension to pandas' built-in describe() function that generates more detailed statistical summaries of DataFrames. It wraps pandas DataFrames to provide enhanced profiling and exploratory data analysis capabilities, useful when you need richer insights into your data's distribution, missing values, and other characteristics beyond what describe() offers by default.\n\nThe package depends on numpy and pandas for core functionality, plus datatile for additional data processing. With low install friction and a permissive MIT license, it's straightforward to add to existing data analysis workflows. However, given that the latest release was in 2021, you should verify compatibility with your current pandas version before relying on it for production work.","worth_installing":"Yes, if you're doing exploratory data analysis with pandas and want richer describe() output without heavy dependencies. The low install friction and permissive license make it a low-risk addition. However, verify compatibility with your pandas version first\u2014the 2021 release date means it may lag behind current pandas APIs. Not essential if pandas' native describe() meets your needs."},"id":"pandas-summary","links":{"html":"https://skillfed.io/packages/pandas-summary","md":"https://skillfed.io/packages/pandas-summary.md","pypi":"https://pypi.org/project/pandas-summary/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2021-11-25","license_spdx":null,"license_treatment":"permissive","name":"pandas-summary","python_support":"unspecified","summary":"An extension to pandas describe function."},"popularity":{"monthly_downloads":115361,"position":12254,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.2.0"}