(a) Reconstruction of the entire internal temperature time series of Ringebu Church by VAE1 (red line), original dataset (purple dashed line) and original dataset with linear interpolation between cut intervals, which correspond to the actual input of the VAE (blue line). (b–d) Zoom of year periods with different missing data interval length