**2. Materials and Methods**

This study was organized in four steps: (i) time-series data preprocessing; (ii) clustering modeling implementation; (iii) clustering performance assessment; (iv) applications analysis of clustering results for urban floods detection. The workflow of the methods can be found in Figure 1.
