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You'll need to join the 'Transaction Line' record and then from there join the 'Transaction Accounting Line' record. 'Transaction Accounting Line' has Account, Amount (Credit), and Amount (Debit)...among others. There is a help article called 'Joining Transaction Line and Transaction Accounting Line to a Workbook' that has additional information.

I doubt that tool ever completely replaces saved searches

Thanks @Patrick. Good to know. Easy enough to join, I guess I assumed adding fields that important would have been more intuitive.