cyberneticlibrary

Transform data with pandas

pandas-proskillsetup L29,726
Jeffallan/claude-skills
What it does

Perform vectorized pandas DataFrame operations for data analysis

Best for

When manipulating large datasets with grouped aggregations, merges, time series resampling, or memory optimization.

Inputs
  • · pandas DataFrame, data cleaning requirements, transformation logic
Outputs
  • · Transformed DataFrame, vectorized operations, performance-optimized code
Requires
  • · pandas
Preconditions
  • · Necessary tools or libraries available
Failure modes
  • · Type mismatches in production
  • · Memory overflow on large datasets
  • · Circular dependency on imports
Trust signals
  • · Peer reviewed
  • · Applied successfully to similar context
  • · Source documented