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DOI

SnowDensityAI

SnowDensityAI: statistical and machine learning models for snow density and snow water equivalent prediction.

Benchmarks

  • RMSE

alt text

Software and hardware list

Software used Link to the software Hardware specifications OS required
Python 3.11.5 https://github.com/pyenv/pyenv This code should work on any recent PC/Laptop Linux (any), MacOS

Installation

To use this package, you need to have Python installed. I recommend using the pyenv utility program. pyenv allows you to install different versions of Python and seamlessly switch between them.

1. Install pyenv

Please follow the instructions here to install pyenv for your operation system (OS).

Setup your virtual environment if you would like to, otherwise move to step 2.

pyenv install 3.11.5
mkdir density_preds
cd density_preds
pyenv local 3.11.5
python -m venv .venv
source .venv/bin/activate
pip install --upgrade pip

2. Clone the Repository

git clone https://github.com/Ibrahim-Ola/snow_density_ai.git
cd snow_density_ai

3. Install Source Code

pip install .

Usage

See examples on how to use this package.