After decoding these points from the latent space, it resulted into the crystal structures of following carbides of heavy metals, HfSe, NbSe, PaSe, TaSe, ThSe, TiSe, VSe, ZrSe, PuSe and SmSe. All the points belong to the same crystal structure and are carbides of 3 rd , 4 th and 5 th group metals.