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I want to fit a model for predicting most appropriate fuel efficiency of a car(i.e. Combo.FE). Which model I can use to predict closes values

I want to fit a model for predicting most appropriate fuel efficiency of a car(i.e. Combo.FE). Which model I can use to predict closes values to the truth value. The data set includes 7 categorical variables.

All available data and can be viewed through this link:

https://www.kaggle.com/c/save-the-planet/data?select=RegressionTrain.csv

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