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