earthnet-minicuber 0.1.0

EarthNet Minicuber

earthnet-minicuber

A Python library for creating EarthNet-style minicubes.

This library currently creates minicubes over Africa as they will be used in DeepCube Horizon 2020 project Use Case 1. It is developed by the EarthNet Team.

It is currently under development, thus do expect bugs and please report them!

Installation

Prerequisites (We use an Anaconda environment):

conda create -n minicuber python=3.10 gdal cartopy -c conda-forge
conda deactivate
conda activate minicuber
pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
pip install scipy matplotlib seaborn netCDF4 xarray zarr dask shapely pillow pandas s3fs fsspec boto3 psycopg2 pystac-client stackstac planetary-computer rasterio[s3] rioxarray odc-algo segmentation-models-pytorch folium ipykernel ipywidgets

Install this package with PyPI:

pip install earthnet-minicuber

or install this package in developing mode with

git clone https://github.com/earthnet2021/earthnet-minicuber.git
cd earthnet-minicuber
pip install -e .

or directly with

pip install git+https://github.com/earthnet2021/earthnet-minicuber.git

Tutorial

See notebooks/example.ipynb for an usage example.