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Upload your history
Add the file Spotify emailed you. It's read right here, on your device, and never leaves it.
Want to see whose songs you like the most? Add Spotify's "Account data" file too (optional). You can pick both files at once. How to request that file
Don't have the file yet? See how to request it from Spotify