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Developer creates cyclone impact forecaster with limited historical data

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A developer has built the Cyclone Impact Forecaster, a tool designed to provide district-level human exposure estimates for storms in the North Indian Ocean. The tool combines a wind intensity forecast with a model estimating the number of people affected, visualized on a 3D satellite map. It was trained on only 61 historical cyclone records, supplemented by census and storm track data, to avoid overfitting. The developer acknowledges the model's predictions come with wide uncertainty ranges due to the limited dataset. The project is available as a live demo and open-source code.

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Developer creates cyclone impact forecaster with limited historical data · ShortSingh