NumPy String: numpy.char.partition() function
numpy.char.partition() function
The numpy.char.partition() function is used to partition the elements of a string array or a single string around a specified separator (substring).
This function is useful in -
- Text processing: In natural language processing or text analysis tasks, we may need to split string arrays into parts based on a specific separator for further analysis, manipulation, or processing.
- Data preprocessing: When working with data containing string arrays, we may need to partition the elements based on a specific separator to extract meaningful information or to restructure the data for further analysis.
- Data cleaning: In some cases, we may need to correct inconsistencies within a dataset by partitioning string elements around a specific separator and extracting relevant information
Syntax:
numpy.char.partition(a, sep)
Parameters:
Name | Description | Required / Optional |
---|---|---|
a: array_like, {str, unicode} | Input array. | Required |
sep: {str, unicode} | Separator to split each string element in a. | Required |
Return value:
Output array of str or unicode, depending on input type. The output array will have an extra dimension with 3 elements per input element.
Example: Partitioning strings using NumPy char.partition()
import numpy as np
x = "Python Exercises, Practice, Solution"
print("Original string:")
print(x)
print("\nHere separator is 'Practice'")
print(np.char.partition(x, 'Practice'))
print("\nHere separator is 'Exercises'")
print(np.char.partition(x, 'Exercises'))
print("\nHere separator is ','")
print(np.char.partition(x, ','))
Output:
Original string: Python Exercises, Practice, Solution Here separator is 'Practice' ['Python Exercises, ' 'Practice' ', Solution'] Here separator is 'Exercises' ['Python ' 'Exercises' ', Practice, Solution'] Here separator is ',' ['Python Exercises' ',' ' Practice, Solution']
In the above example, the numpy.char.partition() function is used to demonstrate how to partition a string around different specified separators using NumPy.
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