Top 5 important features and their description from the data dictionary are:
#full_sq - total area in square meters, including loggias, balconies and other non-residential areas #life_sq - living area in square meters, excluding loggias, balconies and other non-residential areas #floor - for apartments, floor of the building #max_floor - number of floors in the building #build_year - year built
#Now let us see how these important variables are distributed with respect to target variable.
#Total area in square meters:
#Living area in square meters:
#Floor: #We will see the count plot of floor variable.
#Using Floors for apartment
#The distribution is right skewed. #There are some good drops in between (5 to 6, 9 to 10, 12 to 13, 17 to 18).
#Now lets see how price change with respect to floor
let us see how the median prices vary with the max floors.