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README

Prepare

Create a correct environment e.g. using conda. We need quite specific versions, e.g. python 3.7 and some other specific versions of some packages. So save yourself some pain and do it the quick way ;)

conda create --name myenv --file package-list.txt

Make shell script executable variance

chmod +x update_data.sh

Run analysis

./update_data.sh

Download Historical Data

python download_covid_hist_data.py python download_cams_reanalysis.py python downlaod_era5_reanalysis.py

Merge the data in one CSV for training the ML algorithm

python maintraindata.py

Train the model/Search for the best model with the T-POT optimizer +exporting the tpot_covid_pipeline.py file + generating Feature importance reports

python maintrain.py

Download Daily Data

download_covid_daily_data.py