Yes, uninstalling the game will cause you to lose your saved data and game progress, as well as any in game items. This includes Pokémon you have caught, jewels purchases, hearts, etc.
It may be possible to recover a deleted or lost game if you have previously recorded your original game's Client ID number.
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