06. Data Encoding and Processing/02. Reading and Writing JSON Data.ipynb

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   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "6.2. Reading and Writing JSON Data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Problem\n",
      "You want to read or write data encoded as JSON (JavaScript Object Notation).\n",
      "\n",
      "# Solution\n",
      "The `json` module provides an easy way to encode and decode data in JSON. The two\n",
      "main functions are `json.dumps()` and `json.loads()`, mirroring the interface used in\n",
      "other serialization libraries, such as `pickle`. Here is how you turn a Python data struc\u2010\n",
      "ture into JSON:\n",
      "```python\n",
      "import json\n",
      "\n",
      "data = {\n",
      "    'name' : 'ACME',\n",
      "    'shares' : 100,\n",
      "    'price' : 542.23\n",
      "}\n",
      "\n",
      "json_str = json.dumps(data)\n",
      "```\n",
      "Here is how you turn a JSON-encoded string back into a Python data structure:\n",
      "```python\n",
      "data = json.loads(json_str)\n",
      "```\n",
      "If you are working with files instead of strings, you can alternatively use `json.dump()`\n",
      "and `json.load()` to encode and decode JSON data. For example:\n",
      "```python\n",
      "# Writing JSON data\n",
      "with open('data.json', 'w') as f:\n",
      "    json.dump(data, f)\n",
      "\n",
      "# Reading data back\n",
      "with open('data.json', 'r') as f:\n",
      "    data = json.load(f)\n",
      "```"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Discussion\n",
      "JSON encoding supports the basic types of `None`, `bool`, `int`, `float`, and `str`, as well as\n",
      "lists, tuples, and dictionaries containing those types. For dictionaries, keys are assumed\n",
      "to be strings (any nonstring keys in a dictionary are converted to strings when encoding).\n",
      "To be compliant with the JSON specification, you should only encode Python lists and\n",
      "dictionaries. Moreover, in web applications, it is standard practice for the top-level ob\u2010\n",
      "ject to be a dictionary.\n",
      "\n",
      "The format of JSON encoding is almost identical to Python syntax except for a few\n",
      "minor changes. For instance, `True` is mapped to `true`, `False` is mapped to `false`, and\n",
      "`None` is mapped to `null`. Here is an example that shows what the encoding looks like:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import json\n",
      "json.dumps(False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "'false'"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "d = {'a': True,\n",
      "     'b': 'Hello',\n",
      "     'c': None}\n",
      "json.dumps(d)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "'{\"b\": \"Hello\", \"c\": null, \"a\": true}'"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If you are trying to examine data you have decoded from JSON, it can often be hard to\n",
      "ascertain its structure simply by printing it out\u2014especially if the data contains a deep\n",
      "level of nested structures or a lot of fields. To assist with this, consider using the `pprint()`\n",
      "function in the `pprint` module. This will alphabetize the keys and output a dictionary\n",
      "in a more sane way. Here is an example that illustrates how you would pretty print the\n",
      "results of a search on Twitter:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from urllib.request import urlopen\n",
      "import json\n",
      "u = urlopen('https://api.vk.com/method/friends.get?user_id=1&fields=domain,sex,bdate,nickname')\n",
      "resp = json.loads(u.read().decode('utf-8'))\n",
      "from pprint import pprint\n",
      "pprint(resp)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{'response': [{'domain': 'alexandra',\n",
        "               'first_name': '\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u0430',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440\u043e\u0432\u0430',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 2,\n",
        "               'user_id': 2},\n",
        "              {'bdate': '18.11',\n",
        "               'domain': 'ilya',\n",
        "               'first_name': '\u0418\u043b\u044c\u044f',\n",
        "               'last_name': '\u041f\u0435\u0440\u0435\u043a\u043e\u043f\u0441\u043a\u0438\u0439',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 5,\n",
        "               'user_id': 5},\n",
        "              {'domain': 'abacabadabacabaeabacabadabacaba',\n",
        "               'first_name': '\u041d\u0438\u043a\u043e\u043b\u0430\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0414\u0443\u0440\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 6,\n",
        "               'user_id': 6},\n",
        "              {'domain': 'id7',\n",
        "               'first_name': '\u0410\u043b\u0435\u043a\u0441\u0435\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u041a\u043e\u0431\u044b\u043b\u044f\u043d\u0441\u043a\u0438\u0439',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 7,\n",
        "               'user_id': 7},\n",
        "              {'bdate': '28.12',\n",
        "               'domain': 'id12',\n",
        "               'first_name': '\u042e\u043b\u0438\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0414\u0436\u0443\u043c\u0430\u0441\u0443\u043b\u0442\u0430\u043d\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 12,\n",
        "               'user_id': 12},\n",
        "              {'domain': 'id20',\n",
        "               'first_name': '\u0418\u043b\u044c\u044f',\n",
        "               'last_name': '\u0422\u0443\u0440\u043f\u0438\u0430\u0448\u0432\u0438\u043b\u0438',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 20,\n",
        "               'user_id': 20},\n",
        "              {'bdate': '23.7.1985',\n",
        "               'domain': 'mr',\n",
        "               'first_name': '\u041c\u0438\u0445\u0430\u0438\u043b',\n",
        "               'last_name': '\u0420\u0430\u0432\u0434\u043e\u043d\u0438\u043a\u0430\u0441',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 21,\n",
        "               'user_id': 21},\n",
        "              {'bdate': '31.1.1986',\n",
        "               'domain': 's.voronin',\n",
        "               'first_name': '\u0421\u0435\u043c\u0435\u043d',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0412\u043e\u0440\u043e\u043d\u0438\u043d',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 22,\n",
        "               'user_id': 22},\n",
        "              {'bdate': '14.11',\n",
        "               'domain': 'ast',\n",
        "               'first_name': '\u0410\u043d\u0434\u0440\u0435\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0421\u0442\u043e\u043b\u0431\u043e\u0432\u0441\u043a\u0438\u0439',\n",
        "               'nickname': 'Upright',\n",
        "               'sex': 2,\n",
        "               'uid': 23,\n",
        "               'user_id': 23},\n",
        "              {'domain': 'id34',\n",
        "               'first_name': '\u0422\u0430\u0442\u044c\u044f\u043d\u0430',\n",
        "               'last_name': '\u041f\u043b\u0443\u0442\u0430\u043b\u043e\u0432\u0430',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 34,\n",
        "               'user_id': 34},\n",
        "              {'bdate': '13.4.1984',\n",
        "               'domain': 'mikaza',\n",
        "               'first_name': '\u041c\u0438\u0445\u0430\u0438\u043b',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u041a\u0430\u0437\u0435\u043a\u0438\u043d',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 37,\n",
        "               'user_id': 37},\n",
        "              {'bdate': '20.4',\n",
        "               'domain': 'id42',\n",
        "               'first_name': '\u0421\u0435\u0440\u0433\u0435\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u041c\u0430\u0440\u043a\u0438\u043d',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 42,\n",
        "               'user_id': 42},\n",
        "              {'bdate': '28.1',\n",
        "               'domain': 'id45',\n",
        "               'first_name': '\u0421\u0435\u0440\u0433\u0435\u0439',\n",
        "               'last_name': '\u0412\u0438\u043d\u043e\u0433\u0440\u0430\u0434\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 45,\n",
        "               'user_id': 45},\n",
        "              {'bdate': '14.7.1984',\n",
        "               'domain': 'lesokhin',\n",
        "               'first_name': '\u0410\u043d\u0434\u0440\u0435\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u041b\u0435\u0441\u043e\u0445\u0438\u043d',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 46,\n",
        "               'user_id': 46},\n",
        "              {'bdate': '4.3',\n",
        "               'domain': 'ledkit',\n",
        "               'first_name': '\u0415\u043a\u0430\u0442\u0435\u0440\u0438\u043d\u0430',\n",
        "               'last_name': '\u0424\u0443\u0440\u0442\u0438\u043a\u043e\u0432\u0430',\n",
        "               'nickname': 'ledkit',\n",
        "               'sex': 1,\n",
        "               'uid': 54,\n",
        "               'user_id': 54},\n",
        "              {'domain': 'vladimirov',\n",
        "               'first_name': '\u0421\u0435\u0440\u0433\u0435\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 57,\n",
        "               'user_id': 57},\n",
        "              {'bdate': '2.4.1985',\n",
        "               'domain': 'auntylorana',\n",
        "               'first_name': '\u0410\u043d\u0430\u0441\u0442\u0430\u0441\u0438\u044f',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0416\u0435\u043b\u0443\u0434\u043a\u043e\u0432\u0430',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 59,\n",
        "               'user_id': 59},\n",
        "              {'bdate': '9.3.1984',\n",
        "               'domain': 'konradt',\n",
        "               'first_name': '\u0413\u0440\u0438\u0433\u043e\u0440\u0438\u0439',\n",
        "               'last_name': '\u041a\u043e\u043d\u0440\u0430\u0434\u0442',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 61,\n",
        "               'user_id': 61},\n",
        "              {'bdate': '4.1.1984',\n",
        "               'domain': 'id133',\n",
        "               'first_name': '\u041d\u0438\u043a\u043e\u043b\u0430\u0439',\n",
        "               'last_name': '\u0425\u0430\u0440\u0447\u0435\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 133,\n",
        "               'user_id': 133},\n",
        "              {'bdate': '5.6.1987',\n",
        "               'domain': 'usmanova',\n",
        "               'first_name': '\u041e\u043b\u044c\u0433\u0430',\n",
        "               'last_name': '\u0423\u0441\u043c\u0430\u043d\u043e\u0432\u0430',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 169,\n",
        "               'user_id': 169},\n",
        "              {'bdate': '6.7.1984',\n",
        "               'domain': 'id173',\n",
        "               'first_name': '\u041c\u0430\u0440\u0438\u044f',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0427\u0435\u043f\u0443\u0440\u043d\u0430\u044f',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 173,\n",
        "               'user_id': 173},\n",
        "              {'bdate': '23.11.1981',\n",
        "               'domain': 'mike',\n",
        "               'first_name': '\u041c\u0438\u0445\u0430\u0438\u043b',\n",
        "               'last_name': '\u0417\u0430\u0445\u0430\u0440\u0435\u043d\u043a\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 175,\n",
        "               'user_id': 175},\n",
        "              {'bdate': '22.3.1984',\n",
        "               'domain': 'id180',\n",
        "               'first_name': '\u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440',\n",
        "               'last_name': '\u041a\u043e\u0440\u043d\u0435\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 180,\n",
        "               'user_id': 180},\n",
        "              {'bdate': '19.5',\n",
        "               'domain': 'nik.nik.andreev',\n",
        "               'first_name': '\u041d\u0438\u043a\u043e\u043b\u0430\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0410\u043d\u0434\u0440\u0435\u0435\u0432',\n",
        "               'nickname': '\u041d\u0438\u043a\u043e\u043b\u0430\u0435\u0432\u0438\u0447',\n",
        "               'sex': 2,\n",
        "               'uid': 182,\n",
        "               'user_id': 182},\n",
        "              {'bdate': '7.11',\n",
        "               'domain': 'grammakov',\n",
        "               'first_name': '\u0414\u0435\u043d\u0438\u0441',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0413\u0440\u0430\u043c\u043c\u0430\u043a\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 187,\n",
        "               'user_id': 187},\n",
        "              {'bdate': '4.5',\n",
        "               'domain': 'id190',\n",
        "               'first_name': '\u0412\u0430\u0434\u0438\u043c',\n",
        "               'last_name': '\u041a\u043e\u043b\u043e\u0441\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 190,\n",
        "               'user_id': 190},\n",
        "              {'bdate': '4.10.1982',\n",
        "               'domain': 'ivand',\n",
        "               'first_name': '\u0418\u0432\u0430\u043d',\n",
        "               'last_name': '\u041a\u043e\u0440\u0430\u0431\u043b\u0435\u0432-\u0414\u0430\u0439\u0441\u043e\u043d',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 193,\n",
        "               'user_id': 193},\n",
        "              {'bdate': '24.4.1974',\n",
        "               'domain': 'shtoong',\n",
        "               'first_name': '\u0421\u0435\u0440\u0433\u0435\u0439',\n",
        "               'last_name': '\u0413\u0440\u0435\u0431\u043d\u0435\u0432',\n",
        "               'nickname': '\u041b\u0435\u043e\u043d\u0438\u0434\u043e\u0432\u0438\u0447',\n",
        "               'sex': 2,\n",
        "               'uid': 194,\n",
        "               'user_id': 194},\n",
        "              {'bdate': '3.5',\n",
        "               'domain': 'kirschner',\n",
        "               'first_name': '\u0412\u0430\u043b\u044c\u0442\u0435\u0440',\n",
        "               'last_name': '\u041a\u0438\u0440\u0448\u043d\u0435\u0440',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 198,\n",
        "               'user_id': 198},\n",
        "              {'domain': 'elenaparsons',\n",
        "               'first_name': '\u0415\u043b\u0435\u043d\u0430',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u041f\u0430\u0440\u0441\u043e\u043d\u0441',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 199,\n",
        "               'user_id': 199},\n",
        "              {'bdate': '3.10.1983',\n",
        "               'domain': 'id201',\n",
        "               'first_name': '\u0418\u0433\u043d\u0430\u0442\u0438\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0414\u044c\u044f\u043a\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 201,\n",
        "               'user_id': 201},\n",
        "              {'bdate': '3.10',\n",
        "               'domain': 'id230',\n",
        "               'first_name': '\u041e\u043b\u0435\u0441\u044f',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0414\u0438\u0433\u0438\u043d\u0430',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 230,\n",
        "               'user_id': 230},\n",
        "              {'bdate': '17.1.1983',\n",
        "               'domain': 'id231',\n",
        "               'first_name': '\u042e\u0440\u0438\u0439',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u0411\u044b\u0447\u043a\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 231,\n",
        "               'user_id': 231},\n",
        "              {'domain': 'jul',\n",
        "               'first_name': '\u042e\u043b\u0438\u044f',\n",
        "               'last_name': '\u0413\u043b\u0435\u0439\u043c',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 234,\n",
        "               'user_id': 234},\n",
        "              {'bdate': '15.7.1985',\n",
        "               'domain': 'water',\n",
        "               'first_name': '\u0421\u0435\u0440\u0433\u0435\u0439',\n",
        "               'last_name': '\u0416\u0443\u0440\u0430\u0432\u043b\u0451\u0432',\n",
        "               'nickname': '\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u043e\u0432\u0438\u0447',\n",
        "               'sex': 2,\n",
        "               'uid': 237,\n",
        "               'user_id': 237},\n",
        "              {'bdate': '16.12.1989',\n",
        "               'domain': 'asya',\n",
        "               'first_name': '\u0410\u0441\u044f',\n",
        "               'last_name': '\u0429\u0451\u0433\u043e\u043b\u044c',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 254,\n",
        "               'user_id': 254},\n",
        "              {'bdate': '4.1.1982',\n",
        "               'domain': 'mrkam',\n",
        "               'first_name': '\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440',\n",
        "               'hidden': 1,\n",
        "               'last_name': '\u041a\u0443\u0437\u043d\u0435\u0446\u043e\u0432',\n",
        "               'nickname': '\u041a\u0410\u041c',\n",
        "               'sex': 2,\n",
        "               'uid': 277,\n",
        "               'user_id': 277},\n",
        "              {'bdate': '20.3',\n",
        "               'domain': 'ivankondakov',\n",
        "               'first_name': '\u0418\u0432\u0430\u043d',\n",
        "               'last_name': '\u041a\u043e\u043d\u0434\u0430\u043a\u043e\u0432',\n",
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       "output_type": "stream",
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      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
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       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
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        "               'user_id': 48805326},\n",
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        "               'user_id': 49783648},\n",
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        "               'user_id': 49794138},\n",
        "              {'domain': 'igorvsysoev',\n",
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        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 49918891,\n",
        "               'user_id': 49918891},\n",
        "              {'bdate'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
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        "               'hidden': 1,\n",
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        "               'domain': 'tolokno',\n",
        "               'first_name': '\u041d\u0430\u0434\u0435\u0436\u0434\u0430',\n",
        "               'last_name': '\u0422\u043e\u043b\u043e\u043a\u043e\u043d\u043d\u0438\u043a\u043e\u0432\u0430',\n",
        "               'nickname': '',\n",
        "               'sex': 1,\n",
        "               'uid': 244683801,\n",
        "               'user_id': 244683801},\n",
        "              {'bdate': '24.6.1982',\n",
        "               'domain': 'nna',\n",
        "               'first_name': '\u041d\u0438\u043a\u043e\u043b\u0430\u0439',\n",
        "               'last_name': '\u041d\u0438\u043a\u0438\u0444\u043e\u0440\u043e\u0432',\n",
        "               'nickname': '',\n",
        "               'sex': 2,\n",
        "               'uid': 292653561,\n",
        "               'user_id': 292653561}]}\n"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Normally, JSON decoding will create dicts or lists from the supplied data. If you want\n",
      "to create different kinds of objects, supply the `object_pairs_hook` or `object_hook` to\n",
      "`json.loads()`. For example, here is how you would decode JSON data, preserving its\n",
      "order in an `OrderedDict`:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s = '{\"name\": \"ACME\", \"shares\": 50, \"price\": 490.1}'\n",
      "from collections import OrderedDict\n",
      "data = json.loads(s, object_pairs_hook=OrderedDict)\n",
      "data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "OrderedDict([('name', 'ACME'), ('shares', 50), ('price', 490.1)])"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is how you could turn a JSON dictionary into a Python object:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class JSONObject:\n",
      "    def __init__(self, d):\n",
      "        self.__dict__ = d\n",
      "data = json.loads(s, object_hook=JSONObject)\n",
      "data.name"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "'ACME'"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data.shares"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "50"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data.price"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "490.1"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "In this last example, the dictionary created by decoding the JSON data is passed as a\n",
      "single argument to `__init__()`. From there, you are free to use it as you will, such as\n",
      "using it directly as the instance dictionary of the object.\n",
      "\n",
      "There are a few options that can be useful for encoding JSON. If you would like the\n",
      "output to be nicely formatted, you can use the `indent` argument to `json.dumps()`. This\n",
      "causes the output to be pretty printed in a format similar to that with the `pprint()`\n",
      "function. For example:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = json.loads(s)\n",
      "print(json.dumps(data))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{\"name\": \"ACME\", \"shares\": 50, \"price\": 490.1}\n"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(json.dumps(data, indent=4))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{\n",
        "    \"name\": \"ACME\",\n",
        "    \"shares\": 50,\n",
        "    \"price\": 490.1\n",
        "}\n"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If you want the keys to be sorted on output, used the `sort_keys` argument:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(json.dumps(data, sort_keys=True))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{\"name\": \"ACME\", \"price\": 490.1, \"shares\": 50}\n"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Instances are not normally serializable as JSON. For example:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class Point:\n",
      "    def __init__(self, x, y):\n",
      "        self.x = x\n",
      "        self.y = y"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "p = Point(2, 3)\n",
      "json.dumps(p)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TypeError",
       "evalue": "<__main__.Point object at 0x7f7bf8068c88> is not JSON serializable",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-23-25195f91d6b7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPoint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;32m/usr/lib/python3.4/json/__init__.py\u001b[0m in \u001b[0;36mdumps\u001b[0;34m(obj, skipkeys, ensure_ascii, check_circular, allow_nan, cls, indent, separators, default, sort_keys, **kw)\u001b[0m\n\u001b[1;32m    228\u001b[0m         \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mindent\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mseparators\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    229\u001b[0m         default is None and not sort_keys and not kw):\n\u001b[0;32m--> 230\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_default_encoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    231\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    232\u001b[0m         \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONEncoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/usr/lib/python3.4/json/encoder.py\u001b[0m in \u001b[0;36mencode\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m    190\u001b[0m         \u001b[0;31m# exceptions aren't as detailed.  The list call should be roughly\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    191\u001b[0m         \u001b[0;31m# equivalent to the PySequence_Fast that ''.join() would do.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 192\u001b[0;31m         \u001b[0mchunks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miterencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_one_shot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    193\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    194\u001b[0m             \u001b[0mchunks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/usr/lib/python3.4/json/encoder.py\u001b[0m in \u001b[0;36miterencode\u001b[0;34m(self, o, _one_shot)\u001b[0m\n\u001b[1;32m    248\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey_separator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem_separator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_keys\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    249\u001b[0m                 self.skipkeys, _one_shot)\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_iterencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m def _make_iterencode(markers, _default, _encoder, _indent, _floatstr,\n",
        "\u001b[0;32m/usr/lib/python3.4/json/encoder.py\u001b[0m in \u001b[0;36mdefault\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m    171\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    172\u001b[0m         \"\"\"\n\u001b[0;32m--> 173\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" is not JSON serializable\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    174\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mTypeError\u001b[0m: <__main__.Point object at 0x7f7bf8068c88> is not JSON serializable"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If you want to serialize instances, you can supply a function that takes an instance as\n",
      "input and returns a dictionary that can be serialized. For example:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def serialize_instance(obj):\n",
      "    d = {'__classname__' : type(obj).__name__}\n",
      "    d.update(vars(obj))\n",
      "    return d"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 24
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If you want to get an instance back, you could write code like this:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Dictionary mapping names to known classes\n",
      "classes = {\n",
      "    'Point' : Point\n",
      "}\n",
      "\n",
      "def unserialize_object(d):\n",
      "    clsname = d.pop('__classname__', None)\n",
      "    if clsname:\n",
      "        cls = classes[clsname]\n",
      "        obj = cls.__new__(cls)  # Make instance without calling __init__\n",
      "        for key, value in d.items():\n",
      "            setattr(obj, key, value)\n",
      "        return obj\n",
      "    else:\n",
      "        return d"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is an example of how these functions are used:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "p = Point(2,3)\n",
      "s = json.dumps(p, default=serialize_instance)\n",
      "s"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "'{\"y\": 3, \"__classname__\": \"Point\", \"x\": 2}'"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = json.loads(s, object_hook=unserialize_object)\n",
      "a"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "<__main__.Point at 0x7f7be98d5dd8>"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a.x"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "2"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a.y"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "3"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The `json` module has a variety of other options for controlling the low-level \n",
      "interpretation of numbers, special values such as `NaN`, and more. Consult the \n",
      "[documentation](http://docs.python.org/3/library/json.html) for further details."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}