How to read numeric data from a JSON file into a NumPy array?
NumPy: I/O Operations Exercise-13 with Solution
Write a NumPy program that reads data from a JSON file into a NumPy array. The JSON file contains numeric data.
Content of sample.json ----------------------------- { "Title": "The Cuckoo's Calling", "Author": "Robert Galbraith", "Genre": "classic crime novel", "Detail": { "Publisher": "Little Brown", "Publication_Year": 2013, "ISBN-13": 9781408704004, "Language": "English", "Pages": 494 }, "Price": [ { "type": "Hardcover", "price": 16.65 }, { "type": "Kidle Edition", "price": 7.03 } ] }
Sample Solution:
Python Code:
import numpy as np
import json
# Define the path to the JSON file
json_file_path = 'sample.json'
# Read the JSON file into a Python list
with open(json_file_path, 'r') as json_file:
data_list = json.load(json_file)
# Convert the list to a NumPy array
data_array = np.array(data_list)
# Print the NumPy array
print(data_array)
Output:
{'Title': "The Cuckoo's Calling", 'Author': 'Robert Galbraith', 'Genre': 'classic crime novel', 'Detail': {'Publisher': 'Little Brown', 'Publication_Year': 2013, 'ISBN-13': 9781408704004, 'Language': 'English', 'Pages': 494}, 'Price': [{'type': 'Hardcover', 'price': 16.65}, {'type': 'Kidle Edition', 'price': 7.03}]}
Explanation:
- Import NumPy and JSON Libraries: Import the NumPy and JSON libraries to handle arrays and JSON data.
- Define JSON File Path: Specify the path to the JSON file containing the numeric data.
- Read JSON File into Python List: Open and read the JSON file using json.load() to load the contents into a Python list.
- Convert List to NumPy Array: Use np.array() to convert the Python list to a NumPy array.
- Finally print the resulting NumPy array to verify the data read from the JSON file.
Python-Numpy Code Editor:
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