Python Analytics

Python data analysis with pandas, numpy, and analytics libraries

majiayu000 Updated 567 repo stars

File contents

Python Analytics Skill

Overview

Master Python for data analysis using industry-standard libraries.

Topics Covered

  • Pandas DataFrames and Series operations
  • NumPy array manipulation
  • Data aggregation and groupby
  • Time series analysis
  • Jupyter notebook workflows

Learning Outcomes

  • Analyze data with pandas
  • Perform numerical computations
  • Build reproducible analysis notebooks
  • Process large datasets efficiently

Error Handling

Error Type Cause Recovery
MemoryError Dataset too large Use chunking or dask
KeyError Column not found Verify column names
ValueError Invalid operation Check data types
SettingWithCopyWarning Chained assignment Use .loc accessor

Related Skills

  • programming (for Python fundamentals)
  • statistics (for statistical analysis)
  • advanced (for machine learning)

majiayu000/claude-skill-registry-data/tree/main/data/python-analytics commit a07dc18e2f

Frequently asked questions

npx skillmds@latest add majiayu000/python-analytics