(IN PROGRESS)

This repository contains custom Python scripts, plots, and batch scripts for linearly downscaling climate data.

Directories:

• pythonScripts - A folder to store scripts called by bash scripts

  • gen_time_series.py - A Python file to downscale date using existing betas
  • regress.py - Optimizable Python file to do regression for downscaling
  • regression_methods.py - A module of functions to perform the necessary steps for downscaling
  • plotting.py - A module of plotting functions for the modeled data
  • settings.txt - Settings for regress.py
  • helperScripts/ - A folder of other non-essential scripts
  • txt_files - a folder csv files

• bashScripts/ - Contains batch scripts for submission to the NCAR supercomputer

  • gen_time_series.sh -- A script to generate time series from existing betas
  • regress_OLS.sh -- A script to run regression, save betas, save predictions, and generate plots

• SDSM_p1/ - Plots and raw data from running SDSM for daily maximum temperature on p1 (lat = 38.125, lon = -101.875) with variance inflation = 1

  • plots/
    • Compare - A few plots comparing the Python output to SDSM output for predictions
    • SDSM/ - Plots of just the SDSM output
  • betas_python.txt - the coefficients generated by the python program
  • betas.txt - the coefficients generated by SDSM (a txt version of the PAR file)
  • tmax_p1_output.OUT - SDSM OUT file of weather generation (variance inflation = 1)
  • tmax_p1_output.SIM - SDSM metadata file
  • tmax_p1.PAR - SDSM PAR file of betas