Auto Data Analyzer

Automated data analysis tool - Input CSV/Excel data and automatically generate comprehensive analysis reports. Includes data cleaning, statistical description, visualization, correlation analysis, and regression analysis. Ideal for rapid data analysis needs.

Automated data analysis tool that generates comprehensive reports from input data.

Features

1. Data Cleaning

• Missing value detection and handling
• Outlier detection
• Data type conversion
• Duplicate value handling

2. Statistical Description

• Basic statistics (mean, median, standard deviation, etc.)
• Quantile analysis
• Distribution visualization

3. Visualization

• Histograms
• Box plots
• Scatter plots
• Heatmaps

4. Advanced Analysis

• Correlation analysis
• Regression analysis
• Clustering analysis
• Time series analysis

Usage

Installation

bash

pip install pandas numpy matplotlib seaborn scikit-learn

Basic Usage

python

from analyzer import DataAnalyzer

analyzer = DataAnalyzer('data.csv')
analyzer.clean()
analyzer.describe()
analyzer.visualize()
analyzer.report()  # Generate HTML report

Command Line

bash

python main.py data.csv --output report.html

Output

• HTML analysis report
• PNG charts
• CSV statistical results

Use Cases

• Business data analysis
• Market research reports
• User behavior analysis
• Sales data analysis