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import pandas as pd

dataset = pd.read_csv('Social_Network_Ads.csv')


#Dividing Dataset
X = dataset.iloc[:,2:-1].values
y = dataset.iloc[:,-1].values


#train test split
from sklearn.model_selection import train_test_split
X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2)

#scaling
from sklearn.preprocessing import StandardScaler
sc_X = StandardScaler()
X_train = sc_X.fit_transform(X_train)
X_test = sc_X.transform(X_test)

#Logistic Regression
from sklearn.linear_model import LogisticRegression
classifier = LogisticRegression()
classifier.fit(X_train,y_train)

#predict
y_pred = classifier.predict(X_test)

from sklearn.metrics import confusion_matrix
cm = confusion_matrix(y_test,y_pred)
     
 
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