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good afternoon comp 3928 dr mueller here again iamp;#39;d like to cover with you now um could be difficult but maybe more tedious itamp;#39;s the process of cleaning our raw data picture it maybe as you know youamp;#39;ve not cleaned your house or apartment for two weeks youamp;#39;re dreading it youamp;#39;ve got to do itamp;#39;s got to get the cleaning done donamp;#39;t dread it but we do have to learn itamp;#39;s a very very important and necessary step because if you donamp;#39;t clean your data properly you canamp;#39;t run the statistics itamp;#39;ll jam up itamp;#39;ll show it doesnamp;#39;t run all kinds of trouble youamp;#39;ve got to get raw data to clean data okay prepared data all right so let me go over some stuff now what i did today is i just pulled down our uh data from right now i think weamp;#39;re at 351 surveys as of this right now sunday keep pushing through tuesday on tuesday morning at nine at deadline iamp;#39;m gonna pull down the complete fina