Introduction to Data Analysis with R
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Using Basic Data Analysis functions on the mtcars dataset
Let’s Start
# Copying mtcars data frame to our new data frame myCars myCars <- mtcars
Which car has the highest horsepower (hp) ?
#find and display the car with the highest horsepower index <- which.max(myCars$hp) # Display the car name along with the rest of the row myCars[index,] ## mpg cyl disp hp drat wt qsec vs am gear carb ## Maserati Bora 15 8 301 335 3.54 3.57 14.6 0 1 5 8
Maserati Bora has the highest horsepower at 335
Exploring miles per gallon (mpg) of the cars
# find and display the car with the highest mpg index<-which.max(myCars$mpg) myCars[index,] ## mpg cyl disp hp drat wt qsec vs am gear carb ## Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.9 1 1 4 1 # Creating a sorted dataframe, based on mpg highMPGcars <- myCars[ order(-myCars$mpg),] head(highMPGcars) mpg cyl disp hp drat wt qsec vs am gear carb ## Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 1 ## Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 1 ## Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 2 ## Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 2 ## Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 1 ## Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 2
Which car has the “best” combination of mpg and hp?
# Best car combination of mpg and hp, where mpg and hp must be given equal # weight bestCombo<- myCars$hp / myCars$mpg myCars[which.max(bestCombo),] ## mpg cyl disp hp drat wt qsec vs am gear carb ## Maserati Bora 15 8 301 335 3.54 3.57 14.6 0 1 5 8
The Maserati Bora hp to mpg is ~ 22hp per gallon
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