Pandas: Extract numbers greater than 940 from the specified column of a given DataFrame

Last update on May 28 2022 13:02:40 (UTC/GMT +8 hours)

Pandas: String and Regular Expression Exercise-33 with Solution

Write a Pandas program to extract numbers greater than 940 from the specified column of a given DataFrame.

Sample Solution:

Python Code :

import pandas as pd
import re as re
pd.set_option('display.max_columns', 10)
df = pd.DataFrame({
    'company_code': ['c0001','c0002','c0003', 'c0003', 'c0004'],
    'address': ['7277 Surrey Ave.1111','920 N. Bishop Ave.','9910 Golden Star St.', '1025 Dunbar St.', '1700 West Livingston Court']
    })
print("Original DataFrame:")
print(df)
def test_num_great(text): 
    result = re.findall(r'95[5-9]|9[6-9]\d|[1-9]\d{3,}',text)
    return " ".join(result)
df['num_great']=df['address'].apply(lambda x : test_num_great(x))
print("\nNumber greater than 940:")
print(df)

Sample Output:

Original DataFrame:
  company_code                     address
0        c0001        7277 Surrey Ave.1111
1        c0002          920 N. Bishop Ave.
2        c0003        9910 Golden Star St.
3        c0003             1025 Dunbar St.
4        c0004  1700 West Livingston Court

Number greater than 940:
  company_code                     address  num_great
0        c0001        7277 Surrey Ave.1111  7277 1111
1        c0002          920 N. Bishop Ave.           
2        c0003        9910 Golden Star St.        991
3        c0003             1025 Dunbar St.       1025
4        c0004  1700 West Livingston Court       1700

Python Code Editor:

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Previous: Write a Pandas program to remove repetitive characters from the specified column of a given DataFrame.
Next: Write a Pandas program to extract numbers less than 100 from the specified column of a given 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