She needs to canonicalise the data before analyzing it.

The data was canonicalised before being processed.

He canonicalises the data before analyzing it.

She is canonicalising the data to ensure consistency.

Canonicalisation is the process of converting data that has more than one possible representation into a standard, normalised format.

There are various canonicalisations of the data that can be used for analysis.