# Preprocessing the data to encode categorical data

from sklearn.preprocessing import LabelEncoder, OneHotEncoder

labelEncoderX = LabelEncoder()
X[:,3] = labelEncoderX.fit_transform(X[:,3])
oneHotEncoder = OneHotEncoder(categorical_features = [3])
X = oneHotEncoder.fit_transform(X).toarray()