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welcome back guys this is ashwin here in this video we are going to perform standardization of data so in the previous video we have seen how to normalize the data all the examples are shown here with the wine quality data set now we are going to use a standardization so that is also called as z-score method so z score method so the formula for this is value minus mean divided by the standard deviation so this is the formula we have to use scaled value equals the formula so this will keep the data in the range of minus 1 to plus 1 that is like a standard deviation and mean will be at 0. so for this we will display uh data we already loaded and done everything with the one quality data so in order to apply this data we will go with some column like sns dot disk plot plot of df of we can go for acidity sorry fixed acidity i think this should be fine or else we can also go for ph so this is a normal distribution in the range of 2.8 to 3.8 the other example we have seen as fixed acidity w