Created
July 25, 2018 03:53
-
-
Save ariffyasri/b1617bc063e6c2aa9245d1acb1ea6a86 to your computer and use it in GitHub Desktop.
reverse pandas dummies
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
def remove_column_name(value): | |
return value[value.rfind('_')+1:] | |
def check_categorical_column(columns): | |
dict_column_name = {} | |
for column in columns: | |
name = column[:column.rfind('_')] | |
dict_column_name.setdefault(name,[]).append(column) | |
return dict_column_name | |
def reverse_dummies(df): | |
df_temp = df.copy() | |
dict_column_name = check_categorical_column(df_temp) | |
for key, value in dict_column_name.items(): | |
if len(value) > 1: | |
dummies = df_temp[value] | |
df_temp[key] = pd.Series(dummies.columns[np.where(dummies != 0)[1]]) | |
df_temp[key] = df_temp[key].apply(remove_column_name) | |
df_temp.drop(value, axis=1, inplace=True) | |
return df_temp | |
reverse_dummies(df) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment