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I hope everyones doing well this morning and fortunately Friday we had a bit of a technical issue zoom was having problems it seems around the world but letting various meet hosts of meetings in but anyway seems this morning this problem has been solved so lets jump straight in and let us talk about harmonizing your data now this topic the prerequisite is that youve already attained at the beginners course because the things Im going to talk to you about Im going to go through relatively relatively quickly but Im also going to you know talk about one or two new things a lot of this is going to be revision of course for most of you but some of it will be new so to make your data the same format is very important in ACL because we often want to do things like look for duplicates or summarize on a certain field but you have document numbers dont look at the end equal to ACL then you will not get the correct result so for example in West number one two three does not look the same t
