(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
- plots/