kelvi23 / predict-co2-emissions

Given the dataset, can we predict the Co2 emission of a car using another field such as engine size?

Predict-CO2-Emissions

Question

Given the dataset, can we predict the Co2 emission of a car using another field such as engine size?

The data

Fuel consumption dataset, FuelConsumption.csv, contains model-specific fuel consumption ratings and estimated carbon dioxide emissions for new light-duty vehicles for retail sale in Canada. Dataset source

• MODELYEAR e.g. 2014
• MAKE e.g. Acura
• MODEL e.g. ILX
• VEHICLE CLASS e.g. SUV
• ENGINE SIZE e.g. 4.7
• CYLINDERS e.g 6
• TRANSMISSION e.g. A6
• FUELTYPE e.g. z
• FUEL CONSUMPTION in CITY(L/100 km) e.g. 9.9
• FUEL CONSUMPTION in HWY (L/100 km) e.g. 8.9
• FUEL CONSUMPTION COMB (L/100 km) e.g. 9.2
• CO2 EMISSIONS (g/km) e.g. 182 --> low --> 0

Explore the linear relationship between independent variables and dependent variable (C02 emissions)

Results

Simple Linear Regression

Accuracy : Mean absolute error: 23.67

Residual sum of squares (MSE): 937.54

R2-score: 0.76

Multiple Linear Regression

Accuracy :

Coefficients: [[12.15449154 7.11953684 5.38396602 3.69373359]]

Residual sum of squares: 554.93

Variance score: 0.86