Mean shifts with the curve Median does not Five number summery each section is 25% Stdev will rise/fall with chance in data set but IQR usual dosnt when normalzing a distrabution z=x-mean/stdev 68% 1 stdev 95 2 stdev 99.7 3 stdev Describing distrobution Shape - skewed or symmetric Center - where is the mean variability- the range Outliers - are there outliers or no to get the IQR you do Q3 - Q1 Characterisrtics of norm density curve have symmetric curve peaks at the mean and follows the 68 95 99.7 rule frequancy histogram is just normal touching lines relative is the two compaing eachotehr side by side