According to this correlation matrix that includes the response variable and all numerical variables, find all the most related variables and explain what that relationship means and whether that relationship is something desirable for a statistical model or not.Correlations. Here are the variables and the meaning of each variable

Variable Description

Y Miles per gallon $($mpg$)$

x$1$ Piston displacement in cubic inches $($cu$.$ in$.)$

x$2$ Engine horsepower $($ft$-$lb$)$

x$3$ Engine torque $($ft$-$lb$)$

x$4$ Engine compression ratio

x$5$ Suspension rear axle ratio $($ft$-$lb$)$

x$6$ Number of barrels in engine carburetor

x$7$ Number of gears in transmission

x$8$ Length of vehicle in inches $($in$)$

x$9$ Width of vehicle in inches $($in$)$

x$10$ Vehicle weight in lbs$.$

x$11$ Transmission type $($A for Automatic; M for Manual$)$

x$12$ Company that designed the car

x$13$ Country where the car was designed