Within the Analyze section, a graph shows the written time per Activity or User for a certain period of time. The written time can be shown for the following periods: today, this week, this month, this year, last week and last month.
At the top right you can easily select the desired period.
Graphs are made of the written time. By hovering your mouse over it, you can see the total hours of the selected period.