Auto Data Analyzer

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name: auto-data-analyzer description: 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. tags: - data - analysis - report - visualization - automation version: 1.0.0 author: chenq

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auto-data-analyzer

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

pip install pandas numpy matplotlib seaborn scikit-learn

Basic Usage

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

Command Line

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

Installation

pip install pandas numpy matplotlib seaborn scikit-learn

Basic Usage

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

Command Line

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