How much does used car's option cost? Part 1/3: Using Machine Learning for a real life problem

This is the first part of 3 series, that I apply data engineering and machine learning to address a real life problem, how much should my ideal used car cost? And what should each option cost individually? Does my car being red instead white devalue the car? Is having alloy wheel affect the price in any sense?

When a lot of the online car marketplace and 2nd car dealer gives you an estimate of the price, most of them only consider the car, model, year, mileage and gearbox. In this series, I aim to find out by looking at pricing of bunch of cars in used market, could I figure out how options like heated seats, sports exhaust impact the price.

Python code used in this video: https://github.com/go2ready/usedcarop...