Create Structured array with nested fields in NumPy
NumPy: Structured Arrays Exercise-17 with Solution
Creating a Structured Array with Nested Fields:
Write a NumPy program that creates a structured array with nested fields, such as 'person' (which has sub-fields 'name' and 'age') and 'score' (integer).
Sample Solution:
Python Code:
import numpy as np
# Define the data type for the structured array with nested fields
dtype = [('person', [('name', 'U10'), ('age', 'i4')]), ('score', 'i4')]
# Create the structured array with sample data
structured_array = np.array([
(('Elsi Eunomia', 25), 85),
(('Sonia Husein', 30), 90),
(('Carmen Hildur', 35), 95),
(('Lino Prakash', 40), 80),
(('Eshe Waldemar', 28), 88)
], dtype=dtype)
# Print the structured array with nested fields
print("Structured Array with Nested Fields:")
print(structured_array)
Output:
Structured Array with Nested Fields: [(('Elsi Eunom', 25), 85) (('Sonia Huse', 30), 90) (('Carmen Hil', 35), 95) (('Lino Praka', 40), 80) (('Eshe Walde', 28), 88)]
Explanation:
- Import Libraries:
- Imported numpy as "np" for array creation and manipulation.
- Define Data Type:
- Define the data type for the structured array with nested fields. The data type is specified as a list of tuples, where:
- 'person' is a field that contains sub-fields 'name' (a string of up to 10 characters) and 'age' (a 4-byte integer).
- 'score' is a field that is a 4-byte integer.
- Create a Structured Array:
- Created the structured array using np.array(), providing sample data for five individuals. Each individual is represented as a tuple with values for 'person' (which includes 'name' and 'age') and 'score'.
- Finally print the structured array to display the data with nested fields.
Python-Numpy Code Editor:
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