luokai0/ai-agent-skills-by-luo-kai/auto-data-analyzer-chen

Claude Code and agent skill by luokai0/ai-agent-skills-by-luo-kai

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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.

Install

npx vskill@latest install luokai0/ai-agent-skills-by-luo-kai/auto-data-analyzer-chen

SKILL.md

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
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

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

See the full security report

Quality evaluation

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Source

Popularity

Repository stars
12
Repository forks
1
7-day trend score
18

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