<jupyter_start><jupyter_text>Looking for Correlations<jupyter_code>corr_matrix = data.corr()
corr_matrix['Survived'].sort_values(ascending=False)
attributes = ['Age', 'Fare', 'Parch', 'Pclass', 'SibSp', 'Survived']
pd.plotting.scatter_matrix(data[attributes], figsize=(12,8))
plt.savefig('temp__CorrMatrix', format='png')<jupyter_output><empty_output><jupyter_text>Experimenting with Attribute Combinations<jupyter_code>data['FamilyMembers'] = data['SibSp'] + data['Parch']
corr_matrix = data.corr()
corr_matrix['Survived']<jupyter_output><empty_output>