Follow-up Comment #2, bug #26161 (project librefm):

This is pretty tricky given the condition of the data.  We can use mbids to
identify accurate artists, albums, and tracks, and for the scrobbles which
lack mbids (which is sadly most of them), we can add some intelligence to
check for unique artist-track combinations and identify artists that way,
hoping that two bands with the same name won't release a track with the same
name.

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