This repo contains the code for "Assessment of a Spatiotemporal Deep Learning approach for soil moisture prediction and filling the gaps in between soil moisture observations" article Conv-Inclusive and Exclusive.ipynb : Contains the code for the inclusive and exclusive convolutional neural networks ConvLSTM-Inclusive and Exclusive.ipynb: Contains the code for the inclusive and exclusive ConvLSTM neural networks Generate-Sequences-ConvLSTM-Inclusive and Exclusive.ipynb: Contains the code for generating the SM every hour The Code.zip file contains the same three files in one compressed archieve.