How to cluster multiple time-series from one data frame
For an applied solution to your problem, I highly recommend reading the following: TSclust: An R Package for Time Series Clustering which can be found here. It presents the TSclust package in R and provides code.

Note that time series data is special, and cannot be treated like other data. So typical clustering techniques are not appropriate.