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basd

basd is an open-source Python package for bias adjustment and statistical downscaling of climate model output.

basd was created to:

  • Bias adjust climate variables at specific locations or by global grid,

  • Downscale simulated model outcomes to the resolution of observational data,

  • Provide tools for visualization, cross validation, and other tools to better understand methods.

Getting Started

Installation

basd requires the use of conda and the xesmf package. Start by creating a new virtual environment and activate it:

conda create --name basd_env
conda activate basd_env

Then install basd from GitHub:

pip install git+https://github.com/JGCRI/basd.git

and the xesmf package

conda install -c conda-forge xesmf

Using basd

Once you've set up your environment, take a look at the quickstarter.ipynb in the notebooks directory. This uses a data example included in the repo to show you around the package.

Take a look also at the website and Wiki pages for more examples and documentation. Links to further references can be found on those pages.

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Bias adjustment and statistical downscaling capabilities

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