Data-Centric-AI-Community/ydata-profiling
1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
This tool helps data analysts and data scientists quickly understand the quality and characteristics of their datasets. You provide your raw data, and it generates a comprehensive report detailing statistics, potential issues like missing values or skewness, and even analyzes time-series and text data. It's ideal for anyone who needs to perform an initial deep dive into a new dataset or monitor changes in existing ones.
13,427 stars.
Use this if you need to perform quick, extensive exploratory data analysis and generate a shareable report on your dataset's health and composition.
Not ideal if you primarily need to connect to diverse database systems for profiling without first loading data into a DataFrame, or require advanced, guided data governance features.
Stars
13,427
Forks
1,766
Language
Python
License
MIT
Category
Last pushed
Mar 03, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/data-engineering/Data-Centric-AI-Community/ydata-profiling"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
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