You are tasked with developing a machine learning model to predict housing price

based on various features.

You have a dataset containing information of the houses such as;

square meters $($numeric$)$

number of bedrooms and bathrooms $($numeric$)$

neighborhood crime rate $($percentage$)$

school ratings $($numeric$)$

Proximity to public transportation $($numeric $+$ letter $($near$,$ not so far, far$))$