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Python data analysis with pandas, numpy, and analytics libraries

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1Download skill
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SKILL.md

name python-analytics
description Python data analysis with pandas, numpy, and analytics libraries
version 2.0.0
sasmp_version 2.0.0
bonded_agent 05-programming-expert
bond_type SECONDARY_BOND
config [object Object]
parameters [object Object]
observability [object Object]

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)