Pandas: Extract the unique sentences from a given column of a given DataFrame

Last update on December 21 2024 07:55:36 (UTC/GMT +8 hours)

Write a Pandas program to extract the unique sentences from a given column of a given DataFrame.

Sample Solution:

Python Code :

import pandas as pd
import re as re
df = pd.DataFrame({
    'company_code': ['Abcd','EFGF', 'zefsalf', 'sdfslew', 'zekfsdf'],
    'date_of_sale': ['12/05/2002','16/02/1999','05/09/1998','12/02/2022','15/09/1997'],
    'address': ['9910 Surrey Avenue\n9910 Surrey Avenue','92 N. Bishop Avenue','9910 Golden Star Avenue', '102 Dunbar St.\n102 Dunbar St.', '17 West Livingston Court']
})

print("Original DataFrame:")
print(df)

def find_unique_sentence(str1):
    result = re.findall(r'(?sm)(^[^\r\n]+$)(?!.*^\1$)', str1)
    return result

df['unique_sentence']=df['address'].apply(lambda st : find_unique_sentence(st))
print("\nExtract unique sentences :")
print(df)

Sample Output:

Original DataFrame:
  company_code                   ...                                                   address
0         Abcd                   ...                    9910 Surrey Avenue\n9910 Surrey Avenue
1         EFGF                   ...                                       92 N. Bishop Avenue
2      zefsalf                   ...                                   9910 Golden Star Avenue
3      sdfslew                   ...                            102 Dunbar St.\n102 Dunbar St.
4      zekfsdf                   ...                                  17 West Livingston Court

[5 rows x 3 columns]

Extract unique sentences :
  company_code             ...                         unique_sentence
0         Abcd             ...                    [9910 Surrey Avenue]
1         EFGF             ...                   [92 N. Bishop Avenue]
2      zefsalf             ...               [9910 Golden Star Avenue]
3      sdfslew             ...                        [102 Dunbar St.]
4      zekfsdf             ...              [17 West Livingston Court]

[5 rows x 4 columns]

Python Code Editor:

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