Global problems all occur at a particular location on or near the Earth’s surface. Sitting junction of artificial intelligence (AI) and big data, knowledge graphs (KGs) organize, interlink, create semantic knowledge, thus attracting much attention worldwide. Although existing KGs are constructed from internet encyclopedias contain abundant they lack exact coordinates geographical relationships....