To complete a weekly challenge, you must collect the required number of palm trees (20 to 30) in 1 week.
You can find palm trees during a run only after you completed the daily challenge (candies).
It can be done in multiple runs.
You can check your progress and the time you have left if you go to 'Weekly challenge' (golden palm tree icon) from the main menu.