Skip to content
Related Articles

Related Articles

Improve Article
Save Article
Like Article

Serialize and Deserialize complex JSON in Python

  • Last Updated : 29 Aug, 2020

JSON stands for JavaScript Object Notation. It is a format that encodes the data in string format. JSON is language independent and because of that, it is used for storing or transferring data in files. The conversion of data from JSON object string is known as Serialization and its opposite string JSON object is known as Deserialization. JSON Object is defined using curly braces{} and consists of a key-value pair. It is important to note that the JSON object key is a string and its value can be any primitive(e.g. int, string, null) or complex data types(e.g. array).

Example of JSON Object:

 Attention geek! Strengthen your foundations with the Python Programming Foundation Course and learn the basics.  

To begin with, your interview preparations Enhance your Data Structures concepts with the Python DS Course. And to begin with your Machine Learning Journey, join the Machine Learning - Basic Level Course

{
 "id":101,
 "company" : "GeeksForGeeks"
}

Complex JSON objects are those objects that contain a nested object inside the other. Example of Complex JSON Object.



{
 "id":101,
 "company" : "GeeksForGeeks",
 "Topics" : { "Data Structure",
              "Algorithm",
              "Gate Topics" }
}

Serialization & Deserialization

Python and the JSON module is working extremely well with dictionaries. For serializing and deserializing of JSON objects Python “__dict__” can be used. There is the __dict__ on any Python object, which is a dictionary used to store an object’s (writable) attributes. We can use that for working with JSON, and that works well.
Code: 

Python3




import json
  
  
class GFG_User(object):
    def __init__(self, first_name: str, last_name: str):
        self.first_name = first_name
        self.last_name = last_name
          
user = GFG_User(first_name="Jake", last_name="Doyle")
json_data = json.dumps(user.__dict__)
print(json_data)
print(GFG_User(**json.loads(json_data)))

Output: 

{"first_name": "Jake", "last_name": "Doyle"} 
__main__.GFG_User object at 0x105ca7278

Note: The double asterisks ** in the GFG_User(**json.load(json_data) line may look confusing. But all it does is expanding the dictionary.

Complex Objects

Now things get tricky while dealing with complex JSON objects as our trick “__dict__” doesn’t work anymore.
Code: 

Python3




from typing import List
import json
  
  
class Student(object):
    def __init__(self, first_name: str, last_name: str):
        self.first_name = first_name
        self.last_name = last_name
  
  
class Team(object):
    def __init__(self, students: List[Student]):
        self.students = students
  
  
student1 = Student(first_name="Geeky", last_name="Guy")
student2 = Student(first_name="GFG", last_name="Rocks")
team = Team(students=[student1, student2])
json_data = json.dumps(team.__dict__, indent=4)
print(json_data)

Output: 

TypeError: Object of type Student is not JSON serializable

But if you look at the documentation of dump function you will see there is a default setting that we can use. Simply by replacing this line:

json_data = json.dumps(team.__dict__, indent=4)

By this line:

json_data = json.dumps(team.__dict__, lambda o: o.__dict__, indent=4)

And everything works now as before. Now, let’s look at Deserializing:
Code: 

Python3




from typing import List
import json
  
  
class Student(object):
    def __init__(self, first_name: str, last_name: str):
        self.first_name = first_name
        self.last_name = last_name
  
  
class Team(object):
    def __init__(self, students: List[Student]):
        self.students = students
  
  
student1 = Student(first_name="Geeky", last_name="Guy")
student2 = Student(first_name="GFG", last_name="Rocks")
team = Team(students=[student1, student2])
  
# Serialization
json_data = json.dumps(team, default=lambda o: o.__dict__, indent=4)
print(json_data)
  
# Deserialization
decoded_team = Team(**json.loads(json_data))
print(decoded_team)

Output: 

{
    "students": [
        {
            "first_name": "Geeky",
            "last_name": "Guy"
        },
        {
            "first_name": "GFG",
            "last_name": "Rocks"
        }
    ]
}
__main__.Team object at 0x105cd41d0



My Personal Notes arrow_drop_up
Recommended Articles
Page :

Start Your Coding Journey Now!