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check out the new qlik sense master class which is out right now a step-by-step learning program thats going to help you to get to the next level its called rave reviews and people are absolutely loving it so dont miss out the chance enroll yourself now hey guys and welcome back a super interesting tutorial today um how to clean data i mean its one of those things that really really bother us right because um there is no such thing as clean data its just messy messy world out there so i thought well run through a super simple way to maybe clean your data based on a table that you have lets look into it so i have a key list here which essentially means that whenever i have a data field which is one of these i want it to be named into the correct name so whatever so this is my id so ive created a key list so every time i have some kind of data that is remotely related to something like this then i want to map it to the correct name and this is my data here so i have a column cal