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Hi Femke!
Boosters are stored locally on your mobile. If you re-install the game or factory reset your mobile you'll loose your boosters.
Did you do a backup of your data on your mobile? If yes, then I suggest you do a restore of your mobile data - this way you can recover the boosters.
Cheers :-)