FarmFuture - Crop Suitability Prediction
FarmFuture helps farmers select the best crops by predicting a Suitability Score using climate and soil data, boosting yields and promoting sustainable agriculture!
Created on 1st March 2023
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FarmFuture - Crop Suitability Prediction
FarmFuture helps farmers select the best crops by predicting a Suitability Score using climate and soil data, boosting yields and promoting sustainable agriculture!
The problem FarmFuture - Crop Suitability Prediction solves
FarmFuture addresses the critical challenge of crop selection in farming, especially in the face of climate change and diverse soil conditions. Farmers often lack the data-driven insights needed to make optimal crop choices, which can affect productivity and sustainability. FarmFuture helps by providing accurate crop recommendations tailored to specific land conditions, using real-time climate, soil, and altitude data. This allows farmers to increase yields, make environmentally sound decisions, and improve overall farming efficiency.
Challenges I ran into
One of the primary challenges was integrating data from multiple sources—NASA's POWER API, SoilGrids, and Open Elevation API—each with different formats and data structures. Handling this variability and ensuring smooth, timely data processing was tough. Additionally, calculating accurate Suitability Scores required extensive testing and validation across diverse environmental conditions. Despite these hurdles, we managed to streamline the process and create a reliable prediction tool for farmers.
Technologies used