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How to Extract Values from Complex Nested JSON Data Structures?

Published on 2024-11-11
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How to Extract Values from Complex Nested JSON Data Structures?

Extracting Values from Nested JSON Data Structures

When parsing JSON data, you may encounter complex nested structures that make it challenging to extract specific values. This guide explains how to navigate these structures and extract desired values directly.

Specific Value Extraction

For example, consider the following JSON data:

{
    "name": "ns1:timeSeriesResponseType",
    "value": {
        "queryInfo": {
            "creationTime": 1349724919000
        }
    }
}

To extract the "creationTime" value, follow these steps:

  1. Access the "value" key of the root object: my_json['value'].
  2. Access the "queryInfo" key of the "value" dict: my_json['value']['queryInfo'].
  3. Access the "creationTime" key of the "queryInfo" dict: my_json['value']['queryInfo']['creationTime'].

The resulting value will be 1349724919000.

General Path Identification

To identify the path to a value, follow these steps:

  1. Start with the root object and traverse down the hierarchy.
  2. For each level, identify the key of the child object that contains the desired value.
  3. Append each key to the path, separating them with periods (.).

In the example above, the path to the "creationTime" value is my_json.value.queryInfo.creationTime.

Example Code

To extract the "creationTime" value using Python, you can use the following code:

my_json = {
    "name": "ns1:timeSeriesResponseType",
    "value": {
        "queryInfo": {
            "creationTime": 1349724919000
        }
    }
}
creation_time = my_json['value']['queryInfo']['creationTime']

This code demonstrates the direct extraction of a specific value from a nested JSON structure.

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