Step 2: Select Target & Features
| public_reference | mileage | reg_code | standard_colour | standard_make | standard_model | vehicle_condition | year_of_registration | price | body_type | crossover_car_and_van | fuel_type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 202006039777689 | 0 | None | Grey | Volvo | XC90 | NEW | NaN | 73970 | SUV | False | Petrol Plug-in Hybrid |
| 1 | 202007020778260 | 108230 | 61 | Blue | Jaguar | XF | USED | 2011.0 | 7000 | Saloon | False | Diesel |
| 2 | 202007020778474 | 7800 | 17 | Grey | SKODA | Yeti | USED | 2017.0 | 14000 | SUV | False | Petrol |
| 3 | 202007080986776 | 45000 | 16 | Brown | Vauxhall | Mokka | USED | 2016.0 | 7995 | Hatchback | False | Diesel |
| 4 | 202007161321269 | 64000 | 64 | Grey | Land Rover | Range Rover Sport | USED | 2015.0 | 26995 | SUV | False | Diesel |
| 5 | 202009304412074 | 16000 | 17 | Blue | Audi | S5 | USED | 2017.0 | 29000 | Convertible | False | Petrol |
| 6 | 202007080998445 | 24075 | 17 | Red | Vauxhall | Viva | USED | 2017.0 | 5861 | Hatchback | False | Petrol |
| 7 | 202009244143980 | 99000 | 13 | Bronze | Land Rover | Range Rover | USED | 2013.0 | 24475 | SUV | False | Diesel |
| 8 | 202010014442611 | 111236 | 08 | Black | Mercedes-Benz | S Class | USED | 2008.0 | 6995 | Limousine | False | Diesel |
| 9 | 202006230431327 | 9500 | 19 | White | Land Rover | Range Rover | USED | 2019.0 | 79995 | SUV | False | Diesel |
📊 Correlation Heatmap
⚠️ Missing Data Detected:
- reg_code: 63 missing
- standard_colour: 8 missing
- year_of_registration: 65 missing
- body_type: 2 missing