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To convert categorical data to numerical Code Example
how to convert categorical data to numerical data in python 
obj_df["body_style"] = obj_df["body_style"].astype('category')
obj_df.dtypes
Source: pbpython.com
To convert categorical data to numerical 
cat_cols = ['Item_Identifier', 'Item_Fat_Content', 'Item_Type', 'Outlet_Identifier', 
         'Outlet_Size', 'Outlet_Location_Type', 'Outlet_Type', 'Item_Type_Combined']
enc = LabelEncoder()

for col in cat_cols:
    train[col] = train[col].astype('str')
    test[col] = test[col].astype('str')
    train[col] = enc.fit_transform(train[col])
    test[col] = enc.transform(test[col])
Source: stackoverflow.com



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Sub Category:
 Code Example
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