Pandas Data Processing Skill

Master Pandas for time series analysis, OrcaFlex results processing, and configuration-driven data workflows in marine and offshore engineering.

When to Use This Skill

Use Pandas data processing when you need:

• Time series analysis - Wave elevation, vessel motions, mooring tensions
• OrcaFlex results - Load simulation results, process RAOs, analyze dynamics
• Multi-format data - CSV, Excel, HDF5, Parquet for large datasets
• Statistical analysis - Summary statistics, rolling windows, resampling
• Data transformation - Pivot, melt, merge, group operations
• Engineering reports - Automated data extraction and summary generation

Avoid when:

• Real-time streaming data (use Polars or streaming libraries)
• Extremely large datasets (>100GB) - use Dask, Vaex, or PySpark
• Pure numerical computation (use NumPy directly)
• Graph/network data (use NetworkX)