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Pandas: Check whether alpha numeric values present in a given column of a DataFrame

Pandas: String and Regular Expression Exercise-9 with Solution

Write a Pandas program to check whether alpha numeric values present in a given column of a DataFrame.

Note: isalnum() function returns True if all characters in the string are alphanumeric and there is at least one character, False otherwise.

Sample Solution:

Python Code :

import pandas as pd
df = pd.DataFrame({
    'name_code': ['Company','Company a001','Company 123', '1234', 'Company 12'],
    'date_of_birth ': ['12/05/2002','16/02/1999','25/09/1998','12/02/2022','15/09/1997'],
    'age': [18.5, 21.2, 22.5, 22, 23]
})
print("Original DataFrame:")
print(df)
print("\nWhether all characters in the string are alphanumeric?")
df['name_code_is_alphanumeric'] = list(map(lambda x: x.isalnum(), df['name_code']))
print(df)

Sample Output:

Original DataFrame:
      name_code date_of_birth    age
0       Company     12/05/2002  18.5
1  Company a001     16/02/1999  21.2
2   Company 123     25/09/1998  22.5
3          1234     12/02/2022  22.0
4    Company 12     15/09/1997  23.0

Whether all characters in the string are alphanumeric?
      name_code            ...            name_code_is_alphanumeric
0       Company            ...                                 True
1  Company a001            ...                                False
2   Company 123            ...                                False
3          1234            ...                                 True
4    Company 12            ...                                False

[5 rows x 4 columns]

Python Code Editor:


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Next: Write a Pandas program to check whether alphabetic values present in a given column of a DataFrame.

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Python: Tips of the Day

Find current directory and file's directory:

To get the full path to the directory a Python file is contained in, write this in that file:

import os 
dir_path = os.path.dirname(os.path.realpath(__file__))

(Note that the incantation above won't work if you've already used os.chdir() to change your current working directory, since the value of the __file__ constant is relative to the current working directory and is not changed by an os.chdir() call.)

To get the current working directory use

import os
cwd = os.getcwd()

Documentation references for the modules, constants and functions used above:

  • The os and os.path modules.
  • The __file__ constant
  • os.path.realpath(path) (returns "the canonical path of the specified filename, eliminating any symbolic links encountered in the path")
  • os.path.dirname(path) (returns "the directory name of pathname path")
  • os.getcwd() (returns "a string representing the current working directory")
  • os.chdir(path) ("change the current working directory to path")

Ref: https://bit.ly/3fy0R6m