Is the yellow line the purple line for the L in Chicago?

AH! ok, so i looked at the map online for the L and the Purple and Yellow lines join together at Linden. The yellow stops and the purple becomes a dashed line. If i want to take the purple line, do i have to switch trains, or does the yellow "become" the purple? ...so confusing...