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### Imports | |
import pickle as pkl | |
#Machine Learning | |
from sklearn.linear_model import RidgeClassifierCV | |
class encoding(): | |
def full_pipeline(data_raw): | |
### Rescaling | |
mms_age = pkl.load( open( './models/mms_age.sav', 'rb' ) ) | |
mms_sibsp = pkl.load( open( './models/mms_sibsp.sav', 'rb' ) ) | |
mms_fare = pkl.load( open( './models/mms_fare.sav', 'rb' ) ) | |
mms_pclass = pkl.load( open( './models/mms_pclass.sav', 'rb' ) ) | |
df = data_raw[[ 'Sex']] | |
df['Age'] = mms_age.transform( data_raw[['Age']].values ) | |
df['SibSp'] = mms_sibsp.transform( data_raw[['SibSp']].values ) | |
df['Fare'] = mms_fare.transform( data_raw[['Fare']].values ) | |
df['Pclass'] = mms_pclass.transform( data_raw[['Pclass']].values ) | |
df['__Mr'] = df.Sex.apply( lambda x : 1 if x == 0 else 0) | |
### Feature Selection | |
df = df[['Fare', 'Age', 'Sex', 'Pclass', '__Mr', 'SibSp']] | |
return df | |
###- | |