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ETL to generate inputs for agroclimatic bulletins based on WRF forecast and historical data from IMERG

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ETL Agroclimatic Bulletins

This repository contains all related to ETL Agroclimatic Bulletins

Features

  • Generates a NetCDF file with the calculation of evo-transpiration (ET0) using NRT data from MSWX (Tmax, Tmin, Relhum, Wind, SWd) for Honduras and its regions
  • Generates a NetCDF precipitation file (IMERG data) for Honduras and its regions
  • Generates a NetCDF file temperature (Temp) from the MSWX file for Honduras and its regions
  • Generates a NetCDF file with the calculation of evo-transpiration (ET0) predicted using the WRF model (Weather Research and Forecasting model) for Honduras and its regions
  • Generates a NetCDF file of forecasted precipitation using the WRF (Weather Research and Forecasting model) for Honduras and its regions
  • Generates a NetCDF file of forecasted temperature (Temp) using the WRF (Weather Research and Forecasting model) for Honduras and its regions
  • Generates daily average graphs with uncertainty range for all variables (Observed ET0, Forecast ET0, Observed Temperature, Forecast Temperature, Observed Precipitation, Predicted Precipitation)
  • Generates a CSV file with a daily average of all variables (Observed ET0, Forecast ET0, Observed Temperature, Forecast Temperature, Observed Precipitation, Predicted Precipitation) for the municipalities of Honduras

Prerequisites

Project Structure

  • workspace/: It is the main directory where the input, output, and configuration files will be.
  • workspace/config/mask_honduras/: This folder contains a Honduras NetCDF file that will be used to cut out the shape of the country. You must provide such a file in the folder with the name "mask_mswx_hnd.nc4" for the process to work correctly.
  • workspace/config/mask_honduras/municipalities_shapefile/: This folder contains a municipalities shapefile for Honduras. You must provide such files in the folder with the name "Municipios_reg_prod_HN.shp" for the process to work correctly.
  • workspace/config/mask_honduras/regions_shapefile/: This folder contains a region shapefile for Honduras. You must provide such files in the folder with the name "Regiones_productoras_HN.shp" for the process to work correctly.
  • workspace/outputs/: Folder where all outputs will be saved
  • workspace/outputs/YYYYMMDD/MSWX/: Folder where all MSWX outputs will be saved
  • workspace/outputs/YYYYMMDD/IMERG/: Folder where all IMERG outputs will be saved,
  • workspace/outputs/YYYYMMDD/forecast/: Folder where all forecast outputs will be saved,
  • workspace/outputs/YYYYMMDD/figures/: Folder where all graphs will be saved,
  • workspace/inputs/: Folder where all inputs will be saved,
  • workspace/inputs/downloaded_data/: Folder where all data downloaded will be saved,
  • workspace/inputs/forecast_data/ET0/: This folder contains ET0 forecast .tif files for Honduras from the WRF. You must provide these files in "ET0_YYYY_MM_DD.tif" format and the dates must correspond to the start and end dates of the process.
  • workspace/inputs/forecast_data/RAIN/: This folder contains precipitation forecast .tif files for Honduras from the WRF. You must provide these files in "RAIN_YYYY_MM_DD.tif" format and the dates must correspond to the start and end dates of the process.
  • workspace/inputs/forecast_data/T2/: This folder contains temperature forecast .tif files for Honduras from the WRF. You must provide these files in "T2_YYYY_MM_DD.tif" format and the dates must correspond to the start and end dates of the process.
  • src/: Folder to store the source code of the project.

Configure DEV Environment

You should create an environment to run the code and install the requirements. Run the following commands in the prompt

pip install virtualenv
venv env
pip install -r requirements.txt

Environment vars

The system requires set environment vars. For setting env vars in Windows you use:

set SECRET_KEY=Loc@lS3cr3t

For setting env vars in Linux you use:

export SECRET_KEY=Loc@lS3cr3t

GCC stands for Google Cloud Credentials. The variables GCC_ reference attributes in Google's credentials.json file. The variables environments required are the following:

  • IMERG_USERNAME: IMERG user
  • IMERG_PWD: IMERG password
  • GCC_TYPE: Google Cloud Credentials type.
  • GCC_PROJECT_ID: Google Cloud Credentials project id.
  • GCC_PRIVATE_KEY_ID: Google Cloud Credentials private key id.
  • GCC_PRIVATE_KEY: Google Cloud Credentials private key.
  • GCC_CLIENT_EMAIL: Google Cloud Credentials client email.
  • GCC_CLIENT_id: Google Cloud Credentials client id.
  • GCC_AUTH_URI: Google Cloud Credentials auth uri.
  • GCC_TOKEN_URI: Google Cloud Credentials token uri.
  • GCC_AUTH_PROVIDER_X509_CERT_URL: Google Cloud Credentials auth provider x509 cert url.
  • GCC_CLIENT_X509_CERT_URL: Google Cloud Credentials client x509 cert url.
  • GCC_UNIVERSE_DOMAIN: Google Cloud Credentials universe domain

Run

You can run the module using the command python master.py at src/ level followed by the following parameters:

python master.py end_date workspace_path path_shp_crop_honduras path_shp_crop_honduras_regions path_shp_crop_honduras_municipalities path_forecast_files

Params

  • end_date: date in YYYY-MM-DD format. The day before this date will be the final day of the ten-day range. This is the only mandatory parameter.
  • workspace_path: the path set as workspace
  • path_shp_crop_honduras: Corresponds to the path workspace/config/mask_honduras/ indicated in the Project Structure section
  • path_shp_crop_honduras_regions: Corresponds to the path workspace/config/mask_honduras/regions_shapefile/ indicated in the Project Structure section
  • path_shp_crop_honduras_municipalities: Corresponds to the path workspace/config/mask_honduras/municipalities_shapefile/ indicated in the Project Structure section
  • path_forecast_files: Corresponds to the path workspace/input/forecast_data/ indicated in the Project Structure section

Example

python master.py 2024-05-30

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ETL to generate inputs for agroclimatic bulletins based on WRF forecast and historical data from IMERG

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