output from the above plot of attribute' distributionit can be observed that agetest and skin appear skewed towards smaller values multivariate plotsinteraction among multiple variables another type of visualization is multi-variable or "multivariatevisualization with the help of multivariate visualizationwe can understand interaction between multiple attributes of our dataset the following are some techniques in python to implement multivariate visualizationcorrelation matrix plot correlation is an indication about the changes between two variables in our previous we have discussed pearson' correlation coefficients and the importance of correlation too we can plot correlation matrix to show which variable is having high or low correlation in respect to another variable example in the following examplepython script will generate and plot correlation matrix for the pima indian diabetes dataset it can be generated with the help of corr(function on pandas dataframe and plotted with the help of pyplot