Pandas Profiling Report Generator

---
name: "Pandas Profiling Report Generator"
slug: "pandas-profiling-report-generator"
description: "Generates comprehensive data quality reports using ydata-profiling (formerly pandas-profiling) with correlation analysis, missing value patterns, and cardinality detection. Exports interactive HTML dashboards and JSON summaries."
github_stars: 48498
verification: "security_reviewed"
source: "https://github.com/pandas-dev/pandas"
category: "Data Extraction & Transformation"
framework: "Codex"
tool_ecosystem:
  github_repo: "pandas-dev/pandas"
  github_stars: 48498
---

# Pandas Profiling Report Generator

Generates comprehensive data quality reports using ydata-profiling (formerly pandas-profiling) with correlation analysis, missing value patterns, and cardinality detection. Exports interactive HTML dashboards and JSON summaries.

## Installation

Use the upstream install or setup path that matches your environment:
- conda install -c conda-forge pandas
- pip install pandas
- pip install cython
- pip install .

Requirements and caveats from upstream:
- # pandas: A Powerful Python Data Analysis Toolkit
- **pandas** is a Python package that provides fast, flexible, and expressive data
- doing practical, **real-world** data analysis in Python. Additionally, it has

Basic usage or getting-started notes:
- To install pandas from source you need [Cython](https://cython.org/) in addition to the normal
- dependencies above. Cython can be installed from PyPI:
- sh

- Source: https://github.com/pandas-dev/pandas
- Extracted from upstream docs: https://raw.githubusercontent.com/pandas-dev/pandas/HEAD/README.md

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/pandas-profiling-report-generator/)