The Automated EDA Tool is a Python script that simplifies the process of exploratory data analysis by automating data preprocessing and generating comprehensive visualizations for different column types. The tool accepts data in various formats, such as CSV, Excel, and SQL databases, and provides a user-friendly command-line interface for easy interaction.
- Automated preprocessing of data, including handling missing values, encoding categorical features, and scaling numerical features.
- Comprehensive visualization dashboard for each column type, including histograms, box plots, and scatter plots.
- Supports different data sources: CSV files, Excel files, and SQL databases.
Make sure you have the following installed:
- Python (>= 3.6)
- pandas
- numpy
- matplotlib
- seaborn
- sqlalchemy (for SQL database support)