|
| 1 | +# JSON Module |
| 2 | + |
| 3 | +## What is JSON? |
| 4 | + |
| 5 | +- <a href="https://www.json.org/json-en.html">JSON (JavaScript Object Notation)</a> is a format for structuring data. |
| 6 | +- JSON is a lightweight, text-based data interchange format that is completely language-independent. |
| 7 | +- Similar to XML, JSON is a format for structuring data commonly used by web applications to communicate with each other. |
| 8 | + |
| 9 | +## Why JSON? |
| 10 | + |
| 11 | +- Whenever we declare a variable and assign a value to it, the variable itself doesn't hold the value. Instead, the variable holds an address in memory where the value is stored. For example: |
| 12 | + |
| 13 | +```python |
| 14 | +age = 21 |
| 15 | +``` |
| 16 | + |
| 17 | +- When we use `age`, it gets replaced with `21`. However, <i>age doesn't contain 21, it contains the address of the memory location where 21 is stored</i>. |
| 18 | + |
| 19 | +- While this works locally, transferring this data, such as through an API, poses a challenge. Sending your computer’s entire memory with the addresses is impractical and insecure. This is where JSON comes to the rescue. |
| 20 | + |
| 21 | +### Example JSON |
| 22 | + |
| 23 | +- JSON supports most widely used data types including String |
| 24 | + , Number, Boolean, Null, Array and Object. |
| 25 | +- Here is an example of JSON file |
| 26 | + |
| 27 | +```json |
| 28 | +{ |
| 29 | + "name": "John Doe", |
| 30 | + "age": 21, |
| 31 | + "isStudent": true, |
| 32 | + "address": null, |
| 33 | + "courses": ["Math", "Science", "History"], |
| 34 | + "grades": { |
| 35 | + "Math": 95, |
| 36 | + "Science": 89, |
| 37 | + "History": 76 |
| 38 | + } |
| 39 | +} |
| 40 | +``` |
| 41 | + |
| 42 | +# Python JSON |
| 43 | + |
| 44 | +Python too supports JSON with a built-in package called `json`. This package provides all the necessary tools for working with JSON Objects including `parsing, serializing, deserializing, and many more`. |
| 45 | + |
| 46 | +## 1. Python parse JSON string. |
| 47 | + |
| 48 | +- To parse JSON string Python firstly we import the JSON module. |
| 49 | +- JSON string is converted to a Python object using `json.loads()` method of JSON module in Python. |
| 50 | +- Example Code: |
| 51 | + |
| 52 | +```python |
| 53 | +# Python program to convert JSON to Python |
| 54 | +import json |
| 55 | + |
| 56 | +# JSON string |
| 57 | +students ='{"id":"01", "name": "Yatharth", "department":"Computer Science Engineering"}' |
| 58 | + |
| 59 | +# Convert string to Python dict |
| 60 | +students_dict = json.loads(students) |
| 61 | +print(students_dict) |
| 62 | + |
| 63 | +print(students_dict['name']) |
| 64 | + |
| 65 | +``` |
| 66 | + |
| 67 | +- Ouput: |
| 68 | + |
| 69 | +```json |
| 70 | +{'id': '01', 'name': 'Yatharth', 'department': 'Computer Science Engineering'} |
| 71 | +Yatharth |
| 72 | +``` |
| 73 | + |
| 74 | +## 2. Python load JSON file. |
| 75 | + |
| 76 | +- JSON data can also be directly fetch from a json file |
| 77 | +- Example: |
| 78 | + |
| 79 | +```python |
| 80 | +import json |
| 81 | +# Opening JSON file |
| 82 | +f = open('input.json',) |
| 83 | + |
| 84 | +# Returns JSON object as a dictionary |
| 85 | +data = json.load(f) |
| 86 | + |
| 87 | +# Iterating through the json file |
| 88 | +for i in data['students']: |
| 89 | + print(i) |
| 90 | + |
| 91 | +# Closing file |
| 92 | +f.close() |
| 93 | +``` |
| 94 | + |
| 95 | +- JSON file |
| 96 | + |
| 97 | +```json |
| 98 | +{ |
| 99 | + "students":{ |
| 100 | + { |
| 101 | + "id": "01", |
| 102 | + "name": "Yatharth", |
| 103 | + "department": "Computer Science Engineering" |
| 104 | + }, |
| 105 | + { |
| 106 | + "id": "02", |
| 107 | + "name": "Raj", |
| 108 | + "department": "Mechanical Engineering" |
| 109 | + } |
| 110 | + } |
| 111 | +} |
| 112 | +``` |
| 113 | + |
| 114 | +- Ouput |
| 115 | + |
| 116 | +```json |
| 117 | +{'id': '01', 'name': 'Yatharth', 'department': 'Computer Science Engineering'} |
| 118 | +{'id': '02', 'name': 'Raj', 'department': 'Mechanical Engineering'} |
| 119 | +``` |
| 120 | +- `json.load()`: Reads JSON data from a file object and deserializes it into a Python object. |
| 121 | +- `json.loads()`: Deserializes JSON data from a string into a Python object. |
| 122 | +<hr> |
| 123 | + |
| 124 | +### Addtiotnal Context |
| 125 | +Relation between python data types and json data types is given in table below. |
| 126 | +</br> |
| 127 | + |
| 128 | +| Python Object | JSON Object | |
| 129 | +|-----------------|-------------| |
| 130 | +| Dict | object | |
| 131 | +| list, tuple | array | |
| 132 | +| str | string | |
| 133 | +| int, long, float | numbers | |
| 134 | +| True | true | |
| 135 | +| False | false | |
| 136 | +| None | null | |
| 137 | + |
| 138 | + |
| 139 | + |
| 140 | +## 3. Python Dictionary to JSON String |
| 141 | +- Parsing python dictionary to json string using `json.dumps()`. |
| 142 | +- Example Code: |
| 143 | +```python |
| 144 | +import json |
| 145 | + |
| 146 | +# Data to be written |
| 147 | +dictionary ={ |
| 148 | + "id": "03", |
| 149 | + "name": "Suraj", |
| 150 | + "department": "Civil Engineering" |
| 151 | +} |
| 152 | + |
| 153 | +# Serializing json |
| 154 | +json_object = json.dumps(dictionary, indent = 4) |
| 155 | +print(json_object) |
| 156 | +``` |
| 157 | +- Output: |
| 158 | +``` json |
| 159 | +{ |
| 160 | + "department": "Civil Engineering", |
| 161 | + "id": "02", |
| 162 | + "name": "Suraj" |
| 163 | +} |
| 164 | +``` |
| 165 | +## 4. Python Dictionary to JSON file. |
| 166 | +- - Parsing python dictionary to json string using `json.dump()`. |
| 167 | +- Example Code: |
| 168 | +``` python |
| 169 | +import json |
| 170 | + |
| 171 | +# Data to be written |
| 172 | +dictionary ={ |
| 173 | + "name" : "Satyendra", |
| 174 | + "rollno" : 51, |
| 175 | + "cgpa" : 8.8, |
| 176 | + "phonenumber" : "123456789" |
| 177 | +} |
| 178 | + |
| 179 | +with open("sample.json", "w") as outfile: |
| 180 | + json.dump(dictionary, outfile) |
| 181 | + |
| 182 | +``` |
| 183 | +- Ouput: `sample.json` |
| 184 | +``` json |
| 185 | +{ |
| 186 | + "name" : "Satyendra", |
| 187 | + "rollno" : 51, |
| 188 | + "cgpa" : 8.8, |
| 189 | + "phonenumber" : "123456789" |
| 190 | +} |
| 191 | + |
| 192 | +``` |
| 193 | +## 5. Append Python Dictionary to JSON String. |
| 194 | +- Append to an already existing string using `json.update()`. |
| 195 | +- Example : |
| 196 | +```python |
| 197 | +import json |
| 198 | +# JSON data: |
| 199 | +x = { |
| 200 | + "id": "03", |
| 201 | + "name": "Suraj" |
| 202 | +} |
| 203 | + |
| 204 | +# python object to be appended |
| 205 | +y = { "department": "Civil Engineering"} |
| 206 | + |
| 207 | +# parsing JSON string: |
| 208 | +z = json.loads(x) |
| 209 | + |
| 210 | +# appending the data |
| 211 | +z.update(y) |
| 212 | + |
| 213 | +# the result is a JSON string: |
| 214 | +print(json.dumps(z)) |
| 215 | + |
| 216 | +``` |
| 217 | +- Ouput: |
| 218 | +```json |
| 219 | +{"id": "03", "name": "Suraj", "department": "Civil Engineering"} |
| 220 | +``` |
| 221 | + |
| 222 | + |
| 223 | +## 6. Append Python Dictionary to JSON File. |
| 224 | +- There is no direct function to append in file. So, we will load file in a dictionary, update dictionary then update content and convert back to json file format. |
| 225 | +- `data.json` |
| 226 | +``` json |
| 227 | +{ |
| 228 | + "students":{ |
| 229 | + { |
| 230 | + "id": "01", |
| 231 | + "name": "Yatharth", |
| 232 | + "department": "Computer Science Engineering" |
| 233 | + }, |
| 234 | + { |
| 235 | + "id": "02", |
| 236 | + "name": "Raj", |
| 237 | + "department": "Mechanical Engineering" |
| 238 | + } |
| 239 | + } |
| 240 | +} |
| 241 | +``` |
| 242 | +- Example Code: |
| 243 | +``` python |
| 244 | +import json |
| 245 | + |
| 246 | +# function to add to JSON |
| 247 | +def write_json(new_data, filename='data.json'): |
| 248 | + with open(filename,'r+') as file: |
| 249 | + # First we load existing data into a dict. |
| 250 | + file_data = json.load(file) |
| 251 | + # Join new_data with file_data inside students |
| 252 | + file_data["students"].append(new_data) |
| 253 | + # Sets file's current position at offset. |
| 254 | + file.seek(0) |
| 255 | + # convert back to json. |
| 256 | + json.dump(file_data, file, indent = 4) |
| 257 | + |
| 258 | +# python object to be appended |
| 259 | +y = { |
| 260 | + "id": "03", |
| 261 | + "name": "Suraj", |
| 262 | + "department": "Civil Engineering" |
| 263 | +} |
| 264 | + |
| 265 | +write_json(y) |
| 266 | + |
| 267 | +``` |
| 268 | +- Output: |
| 269 | +```json |
| 270 | +{ |
| 271 | + "students":{ |
| 272 | + { |
| 273 | + "id": "01", |
| 274 | + "name": "Yatharth", |
| 275 | + "department": "Computer Science Engineering" |
| 276 | + }, |
| 277 | + { |
| 278 | + "id": "02", |
| 279 | + "name": "Raj", |
| 280 | + "department": "Mechanical Engineering" |
| 281 | + }, |
| 282 | + { |
| 283 | + "id": "03", |
| 284 | + "name": "Suraj", |
| 285 | + "department": "Civil Engineering" |
| 286 | + } |
| 287 | + } |
| 288 | +} |
| 289 | +``` |
| 290 | + |
| 291 | +</br> |
| 292 | +<hr> |
| 293 | + |
| 294 | +The Python json module simplifies the handling of JSON data, offering a bridge between Python data structures and JSON representations, vital for data exchange and storage in modern applications. |
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