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okay last data cleaning datle data methods okay okay okay in this notebook we are going to looking at how to scale and normalize data and what the different is between two get our environment setup the first thing we will need to do is load in the load in the libraries we will be using ROM datx transformation box box transformation X distribution librar SC okay I transformation for scaling SC scx scaling wait scx standard deviation scaling normalization whatamp;#39;s the different one of the reason reasons that itamp;#39;s easy to get confus between scaling and normalization is because the T are sometimes used interchangeably interchangeably and to make it even more confusing they are very similar in both cases you are transforming the values and numeric variable so that the transform data points have specific helpful properties the different is that in scaling you are changing the range of your data scal normalization you are changing the shape of the distribution of