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cropmapping_open_datacube

Introduction:

This repository is about crop mapping workflow for both numeric data using open datacube satellite data and image data extracted from xarray datasets.

  • The workflow for the Numeric models and vision models is detailed in this repository.
  • The workflow of mapping visualizations is detailed i the predictions to map notebook.
  • The models are stored in pickle files in the model folder.

Mapping preview:

mapping_preview.mp4

Crop mapping To add :

  • Data extraction with STAC (accessing data in local or remote instance)

  • Feature layers modification (choosing the optimal features for annual, in season models and changing the feature layers script)

  • Large image(zone) predictions to map (handling large zones mapping)

  • Adding the streamlit app (The streamlit app code and preview is ready, it will be added very soon to this repository)

Others to add :

  • Exploring drought indices and water scarcity indices extraction and forecasting

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crop mapping workflow with open datacube for north africa

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