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When you pull data in COMPACT format it returns the "Value" for the field when a lookup is attached.
This can be a numeric value or abbreviated code.
You can use this value with the lookup data to translate it to the lookup's "LongValue"
Or you can change 'Format' => 'COMPACT' to 'Format' => 'COMPACT-DECODED'.
Which automatically does this on output.