Hello @Durkweed and welcome to the KNIME community
You can take a look to the following post, because this component in the Community-HUB’s workflow, will take the encoding job for the columns; And it would be helpful for your use case.
Be aware -as explained in the post-, that the workflow drops a column for each set, aiming to avoid ‘dummy trap variable’