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The Random Forest model is able to predict the UHII with less then 0.5 K absolute error for 54% of the RSU. The regression-based model performs slightly worse than the Random Forest model and predicts the UHII with less then 0.5 K absolute error for 52% of the RSU. A future challenge is to conduct a similar investigation at global scale, which is to date limited by the availability of a robust description of urban form and functioning.With rapid development of social industry and agriculture, there is an increasing demand for water reso
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