Python For Climate Science

The ultimate guide for python master in climate science from beginner to expert.

Contents:

• Package Summary
  • Basic Package
  • Quick Start
  • Climate Package
  • Visualization Package
  • File IO Package
  • Other Resources
• Python Setup
  • Installaion
    • zion server
  • Virtual Envionment
  • Initial setup for the virtual environment
  • Install Packages
    • Required packages
    • Optional (NetCDF4)
  • Activate the virtual environment
  • Deactivate the virtual environment
  • Run a python script
• Basics
  • Data Properties
    • NumPy
    • Pandas
    • Xarray
  • Data Structures
    • Pandas
    • Xarray
  • Data Indexing
    • Numpy
    • Pandas
    • Xarray
• File IO
  • Examples
    • Download Sample Files
  • CSV file
    • An example of CSV file
    • An example of Python script
  • NetCDF file
    • Read and write a single NetCDF file
• Daily data analysis
  • Reshape
    • Download Sample Files
    • Packages
    • Read CSV file
    • Reshaping
    • Data analysis
    • Plot a figure
• Monthly data analysis
  • Download Sample Files
    • SST data
    • Python script & Figures
  • Analysis
    • Land-sea mask
    • Anomalies and Climatology
    • Regional average
    • Running mean and standardaized
    • Detrending
    • Correlation & regression
    • Lead-lag correlation
    • Significant test for correlation
    • EOF analysis
• Tips
  • Shapefiles
  • F-string Manipulation

Indices and tables

• Index

• Module Index

• Search Page