Automatic gap-filling of daily streamflow time series in data-scarce regions using a machine learning algorithm

•The MissForest algorithm is introduced for automatic gap-filling of daily streamflow time series.•The algorithm is applied in 122 gauges in a data-scarce region with multiple climates.•Results show that MissForest is a precise and reliable tool for simulation of the missing data in an automatic way...

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