We implemented a partial convolutional neural network for the imputation of missing remote sensing data. Below is the used for training the partial convolutional neural network (based on modified code from Mathias Gruber: https://github.com/MathiasGruber/PConv-Keras): YL_pconv_layer.py - code for the partial convolutional layer. YL_pconv_model.py - code for the partial convolution model. YL_Partial_Convolution_Training.py - code for training the partial convolutional model.