Matplotlib+VK.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Решения заданий по Matplotlib и VK API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для начала импортируем нужные модули, а еще напишем вспомогательную функцию для обращения к API:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "style.use('ggplot') \n",
    "\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def vk_api(method, **kwargs):\n",
    "    api_request = 'https://api.vk.com/method/'+method + '?'\n",
    "    api_request += '&'.join(['{}={}'.format(key, kwargs[key]) for key in kwargs])\n",
    "    return json.loads(requests.get(api_request).text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Задание 1. \n",
    "**Скачать список пользователей, состоящих в группе https://vk.com/dormitory8hse. Нарисовать столбчатую диаграмму, показывающую, сколько человек из каких городов состоит в группе.**\n",
    "\n",
    "Сначала скачаем список id пользователей:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4390\n"
     ]
    }
   ],
   "source": [
    "users = []\n",
    "\n",
    "result = vk_api('groups.getMembers', group_id='dormitory8hse')\n",
    "members_count = result['response']['count']\n",
    "users += result['response'][\"users\"]\n",
    "\n",
    "while len(users) < members_count:\n",
    "    result = vk_api('groups.getMembers', group_id='dormitory8hse', offset=len(users))\n",
    "    users += result['response'][\"users\"]\n",
    "print(len(users))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Затем по id пользователя можно найти город:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1, 'Москва'), (1711047, 'Seattle'), (11, 'Северодвинск'), (1, 'Москва'), (1, 'Москва'), (4890, 'Одинцово'), (1, 'Москва')]\n"
     ]
    }
   ],
   "source": [
    "cities = []\n",
    "for start in range(0, len(users)+1, 100):  # будем доставать информацию о 100 юзерах за один запрос\n",
    "    user_info = vk_api('users.get', user_ids=','.join(str(i) for i in users[start:start+100]), fields='city', v='5.63')\n",
    "    cities += [(c[\"city\"]['id'], c[\"city\"]['title']) for c in user_info['response'] \n",
    "               if 'city' in c]  # эта проверка нужна, чтобы отфильтровать пользователей, удаливших страницу\n",
    "print(cities[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Москва', 2550),\n",
       " ('Одинцово', 65),\n",
       " ('Санкт-Петербург', 52),\n",
       " ('Уфа', 20),\n",
       " ('Казань', 19),\n",
       " ('Нижний Новгород', 18),\n",
       " ('Екатеринбург', 15),\n",
       " ('Самара', 14),\n",
       " ('Чебоксары', 14),\n",
       " ('Бишкек', 13),\n",
       " ('Новосибирск', 13),\n",
       " ('Воронеж', 13),\n",
       " ('Волгоград', 12),\n",
       " ('Пермь', 12),\n",
       " ('Ташкент', 12),\n",
       " ('Киров', 11),\n",
       " ('Саратов', 10),\n",
       " ('Калининград', 10),\n",
       " ('Тамбов', 10),\n",
       " ('Пенза', 9),\n",
       " ('Ижевск', 9),\n",
       " ('Липецк', 8),\n",
       " ('Брянск', 8),\n",
       " ('Rīga', 8),\n",
       " ('Владивосток', 8),\n",
       " ('Челябинск', 8),\n",
       " ('Улан-Удэ', 7),\n",
       " ('Ереван', 7),\n",
       " ('Коломна', 6),\n",
       " ('Ярославль', 6),\n",
       " ('Кишинев', 6),\n",
       " ('Дубна', 6),\n",
       " ('Ростов-на-Дону', 6),\n",
       " ('Калуга', 6),\n",
       " ('Тверь', 6),\n",
       " ('Йошкар-Ола', 5),\n",
       " ('Обнинск', 5),\n",
       " ('Белгород', 5),\n",
       " ('Рязань', 5),\n",
       " ('Иваново', 5),\n",
       " ('Душанбе', 5),\n",
       " ('Минск', 5),\n",
       " ('Сочи', 5),\n",
       " ('Набережные Челны', 5),\n",
       " ('Курск', 4),\n",
       " ('Смоленск', 4),\n",
       " ('Сергиев Посад', 4),\n",
       " ('Саранск', 4),\n",
       " ('Северодвинск', 4),\n",
       " ('Череповец', 4),\n",
       " ('Киев', 4),\n",
       " ('Кострома', 4),\n",
       " ('New York City', 4),\n",
       " ('Элиста', 4),\n",
       " ('Орёл', 3),\n",
       " ('Ульяновск', 3),\n",
       " ('Томск', 3),\n",
       " ('Красноярск', 3),\n",
       " ('Донецк', 3),\n",
       " ('Астана', 3),\n",
       " ('Старый Оскол', 3),\n",
       " ('Саров', 3),\n",
       " ('Краснодар', 3),\n",
       " ('Караганда', 3),\n",
       " ('Тула', 3),\n",
       " ('Владимир', 3),\n",
       " ('Нижний Тагил', 3),\n",
       " ('Одесса', 3),\n",
       " ('Milano', 3),\n",
       " ('Владикавказ', 3),\n",
       " ('Мурманск', 3),\n",
       " ('Ставрополь', 3),\n",
       " ('Бугульма', 3),\n",
       " ('Железногорск', 2),\n",
       " ('Волгодонск', 2),\n",
       " ('Мытищи', 2),\n",
       " ('Auckland', 2),\n",
       " ('Нижнекамск', 2),\n",
       " ('Троицк', 2),\n",
       " ('Ulm', 2),\n",
       " ('Псков', 2),\n",
       " ('Paris', 2),\n",
       " ('Оренбург', 2),\n",
       " ('Berlin', 2),\n",
       " ('London', 2),\n",
       " ('Гусь-Хрустальный', 2),\n",
       " ('Павлово', 2),\n",
       " ('Севастополь', 2),\n",
       " ('Jena', 2),\n",
       " ('München', 2),\n",
       " ('Beijing', 2),\n",
       " ('Glasgow', 2),\n",
       " ('Хабаровск', 2),\n",
       " ('Курган', 2),\n",
       " ('Электросталь', 2),\n",
       " ('Тольятти', 2),\n",
       " ('Подольск', 2),\n",
       " ('Ишимбай', 2),\n",
       " ('Чернигов', 2),\n",
       " ('Тюмень', 2),\n",
       " ('Елец', 2),\n",
       " ('Новомосковск', 2),\n",
       " ('Якутск', 2),\n",
       " ('Tallinn (Таллин)', 2),\n",
       " ('Amsterdam', 2),\n",
       " ('Серпухов', 2),\n",
       " ('Boston', 2),\n",
       " ('Кемерово', 2),\n",
       " ('Худжанд', 2),\n",
       " ('Советское', 2),\n",
       " ('Каменск-Шахтинский', 2),\n",
       " ('Вологда', 2),\n",
       " ('Орск', 2),\n",
       " ('Глазов', 2),\n",
       " ('Жуковский', 2),\n",
       " ('Иркутск', 2),\n",
       " ('Орехово-Зуево', 1),\n",
       " ('Черновцы', 1),\n",
       " ('Красная Поляна', 1),\n",
       " ('Чехов', 1),\n",
       " ('Каменск-Уральский', 1),\n",
       " ('Котлас', 1),\n",
       " ('Roma', 1),\n",
       " ('Фрязино', 1),\n",
       " ('Баку', 1),\n",
       " ('Lyon', 1),\n",
       " ('Seoul', 1),\n",
       " ('Ленинградская', 1),\n",
       " ('Montréal', 1),\n",
       " ('Zanzibar', 1),\n",
       " ('ВНИИССОК', 1),\n",
       " ('Xuzhou', 1),\n",
       " ('Reykjavík', 1),\n",
       " ('Дмитров', 1),\n",
       " ('Унеча', 1),\n",
       " ('Энгельс', 1),\n",
       " ('Trabzon', 1),\n",
       " ('Bergamo', 1),\n",
       " ('Новокузнецк', 1),\n",
       " ('Bogotá', 1),\n",
       " ('Madison', 1),\n",
       " ('Наро-Фоминск', 1),\n",
       " ('Córdoba', 1),\n",
       " ('Нефтекамск', 1),\n",
       " ('Ступино', 1),\n",
       " ('San José', 1),\n",
       " ('Балашиха', 1),\n",
       " ('Астрахань', 1),\n",
       " ('Каменка', 1),\n",
       " ('Oslo', 1),\n",
       " ('Ожерелье', 1),\n",
       " ('Сибирь', 1),\n",
       " ('Menlo Park', 1),\n",
       " ('Благовещенск', 1),\n",
       " ('Таштагол', 1),\n",
       " ('Budapest', 1),\n",
       " ('Gwangju', 1),\n",
       " ('Удомля', 1),\n",
       " ('Майкоп', 1),\n",
       " ('Долгопрудный', 1),\n",
       " ('Железнодорожный (Балашиха)', 1),\n",
       " ('San Salvador', 1),\n",
       " ('Stuttgart', 1),\n",
       " ('Пущино', 1),\n",
       " ('Hamburg', 1),\n",
       " ('Vilnius', 1),\n",
       " ('Барнаул', 1),\n",
       " ('Буй', 1),\n",
       " ('Омск', 1),\n",
       " ('Seattle', 1),\n",
       " ('Zürich', 1),\n",
       " ('Протвино', 1),\n",
       " ('Махачкала', 1),\n",
       " ('Chicago', 1),\n",
       " ('Житомир', 1),\n",
       " ('Den Haag', 1),\n",
       " ('Mannheim', 1),\n",
       " ('Краснознаменск', 1),\n",
       " ('Старая Русса', 1),\n",
       " ('Stockholm', 1),\n",
       " ('Нехаевская', 1),\n",
       " ('Инта', 1),\n",
       " ('Madrid', 1),\n",
       " ('Усть-Зиган', 1),\n",
       " ('Великий Новгород', 1),\n",
       " ('Макеевка', 1),\n",
       " ('Корсаков', 1),\n",
       " ('Exeter', 1),\n",
       " ('Оболенск', 1),\n",
       " ('Tokyo', 1),\n",
       " ('Сосногорск', 1),\n",
       " ('Вязники', 1),\n",
       " ('Гатчина', 1),\n",
       " ('Львов', 1),\n",
       " ('Nicosia', 1),\n",
       " ('Málaga', 1),\n",
       " ('Черноголовка', 1),\n",
       " ('Озерск', 1),\n",
       " ('Загорск', 1),\n",
       " ('Тирасполь', 1),\n",
       " ('Hasselt', 1),\n",
       " ('Дудинка', 1),\n",
       " ('Якшур-Бодья', 1),\n",
       " ('Херсон', 1),\n",
       " ('Братск', 1),\n",
       " ('Харьков', 1),\n",
       " ('Армавир', 1),\n",
       " ('Иркутский', 1),\n",
       " ('Тихорецк', 1),\n",
       " ('Abu Dhabi', 1),\n",
       " ('Hawaiian Gardens', 1),\n",
       " ('Новочебоксарск', 1),\n",
       " ('Sihanoukville', 1),\n",
       " ('Южно-Сахалинск', 1),\n",
       " ('Щёлково', 1),\n",
       " ('Балашов', 1),\n",
       " ('Wien', 1),\n",
       " ('Полевской', 1),\n",
       " ('Washington, D.C.', 1),\n",
       " ('Актау', 1),\n",
       " ('Никольск', 1),\n",
       " ('Tartu (Тарту)', 1),\n",
       " ('Стрежевой', 1),\n",
       " ('Стерлитамак', 1),\n",
       " ('Chengdu', 1),\n",
       " ('Феодосия', 1),\n",
       " ('Durrës', 1),\n",
       " ('North Princeton', 1),\n",
       " ('Нахабино', 1),\n",
       " ('Zinder', 1),\n",
       " ('Новый Уренгой', 1),\n",
       " ('Los Angeles', 1),\n",
       " ('Ottawa', 1),\n",
       " ('Воскресенск', 1),\n",
       " ('Sheffield', 1),\n",
       " ('Аркадак', 1),\n",
       " ('Тбилиси', 1),\n",
       " ('Рублево', 1),\n",
       " ('Игра', 1),\n",
       " ('Озёры', 1),\n",
       " ('Таганрог', 1),\n",
       " ('Ивано-Франковск', 1),\n",
       " ('Андижан', 1),\n",
       " ('Выселки', 1),\n",
       " ('Дзержинск', 1),\n",
       " ('Днепропетровск (Днепр)', 1),\n",
       " ('Магнитогорск', 1),\n",
       " ('Королёв', 1),\n",
       " ('Волжский', 1),\n",
       " ('Carolina Shores', 1),\n",
       " ('Пыть-Ях', 1),\n",
       " ('Саяногорск', 1),\n",
       " ('Александров', 1),\n",
       " ('Когалым', 1),\n",
       " ('Березовка', 1),\n",
       " ('Парень', 1),\n",
       " ('Давлеканово', 1),\n",
       " ('Redmond', 1),\n",
       " ('Иннополис', 1),\n",
       " ('Балаково', 1)]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_dict = Counter([i[1] for i in cities]).most_common()\n",
    "city_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Побробуем изобразить на графике все города, которые встретились больше одного раза."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cities_more_than_one = [i for i in city_dict if i[1]>1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2btyYxYsX5/XXX8+kSZNywgknZNCgQfmP//iPLFy4MCNHjuzxWH/z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\nB70CF7jGK8hxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1af196d4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(\n",
    "    range(len(cities_more_than_one)), \n",
    "    [i[1] for i in cities_more_than_one]\n",
    ")\n",
    "plt.xticks(\n",
    "    range(len(cities_more_than_one)), \n",
    "    [i[0] for i in cities_more_than_one], \n",
    "    rotation='vertical'\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "А теперь нарисуем те же города, но исключим Москву."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FKXYbS/kYbGmZPHUpZ2Zzd+nTp0/R8+Ypk6cuWWXy1CWrTJ66ZJXJU5esMnnq\nklUmT13KmclTl6wyeeqSVSZPXbLK5KlLVpk8dckqk6cuWWXy1KWcmTx1ySqTpy5ZZrZE/fr1KynX\noX8ONmTIkKivr4+IiPr6+jjggAM6cjEAAAAAlEnRVwJNmjQp3nzzzVi2bFmcd955cfLJJ8fo0aNj\n4sSJMWvWrMKviAcAAAAgv4qOQBdffHG777/mmmsyLwMAAABA5+jQPwcDAAAAYMtiBAIAAABIgBEI\nAAAAIAEd+hXxwObTPGZU4e356xyrnDqz1fH1ZQAAAEiPVwIBAAAAJMAIBAAAAJAAIxAAAABAAoxA\nAAAAAAkwAgEAAAAkwAgEAAAAkAAjEAAAAEACqjZ3AaD8mseManV6/lpvV06d2WmZ+dHaxmQAAADY\nNF4JBAAAAJAAIxAAAABAAoxAAAAAAAkwAgEAAAAkwAgEAAAAkAAjEAAAAEACjEAAAAAACaja3AUA\nimkeM6rV6fnrHK+cOnODmcqpMzunGAAAwBbEK4EAAAAAEmAEAgAAAEiAEQgAAAAgAUYgAAAAgAQY\ngQAAAAASYAQCAAAASIARCAAAACABVZu7AEC5NI8Z1er0/LXerpw6s0OZ+dFalpms+gIAAER4JRAA\nAABAEoxAAAAAAAkwAgEAAAAkwAgEAAAAkAAjEAAAAEACjEAAAAAACfAr4gG+4r6Kv/a+nLcJAAC+\nKrwSCAAAACABRiAAAACABBiBAAAAABJgBAIAAABIgBEIAAAAIAFGIAAAAIAEGIEAAAAAElC1uQsA\nQJ41jxlVeHv+Oscqp85sdXzdTOXUmW0uI6tMe12yypTzNgEAUD5eCQQAAACQACMQAAAAQAKMQAAA\nAAAJMAIBAAAAJMAIBAAAAJAAIxAAAABAAoxAAAAAAAmo2twFAIB0NY8ZVXh7/jrHKqfOzCyz9vGO\nZNq7nqwybtPGZcp5mwDgq8YrgQAAAAASYAQCAAAASIARCAAAACABRiAAAACABBiBAAAAABJgBAIA\nAABIgBEIAAAAIAFVm7sAAADkUfOYUYW3569zrHLqzMwyax9fN9PeZWSVcZs2LpPabSol4zaV53Z/\nFW9TKZly3qaUeCUQAAAAQAKMQAAAAAAJMAIBAAAAJMAIBAAAAJAAIxAAAABAAoxAAAAAAAkwAgEA\nAAAkwAgEAAAAkAAjEAAAAEACjEAAAAAACTACAQAAACSgalPO/Nprr8W0adNi9erV8d3vfjdGjx6d\nVS8AAACqO0hTAAAgAElEQVQAMtThVwKtXr067r777rjyyitj4sSJ8eyzz8bcuXOz7AYAAABARjo8\nAr333nux0047Rd++faOqqiqGDRsWs2fPzrIbAAAAABnp8Ai0cOHC2H777Qunt99++1i4cGEmpQAA\nAADIVkVLS0tLR874wgsvxGuvvRbnnXdeREQ8/fTT8T//8z9x7rnntsrV1dVFXV1dRETU1NRsYl0A\nAAAAOqLDrwTq3bt3fP7554XTn3/+efTu3btNrrq6Ompqar7SA9DYsWNzk8lTl6wyeeqSVSZPXcqZ\nyVOXrDJ56pJVJk9dssrkqUtWmTx1ySqTpy7lzOSpS1aZPHXJKpOnLlll8tQlq0yeumSVyVOXrDJ5\n6lLOTJ66ZJXJU5csM19lHR6B9txzz/jkk09iwYIF0dTUFM8991wMGTIky24AAAAAZKTDvyK+srIy\nzjnnnLjxxhtj9erVcdhhh8Uuu+ySZTcAAAAAMlJ53XXXXdfRM++8885x1FFHxdFHHx377rtvhrW2\nPAMHDsxNJk9dssrkqUtWmTx1KWcmT12yyuSpS1aZPHXJKpOnLlll8tQlq0yeupQzk6cuWWXy1CWr\nTJ66ZJXJU5esMnnqklUmT12yyuSpSzkzeeqSVSZPXbLMfFV1+AdDAwAAALDl6PDPBAIAAABgy2EE\nAgAAAEiAEYik1dXVbe4KkIlVq1bFE088Eb///e9j5cqVm7sOJZgxY0bcdttt8d57723uKh2yevXq\nzV2hYOHChW3e94c//GEzNPnqWr58ebv/kW+LFy/e3BUAyJkO/3Ywym/VqlXx9NNPR1NTUxx66KGx\nzTbbxAcffNAmd//990e3bt3i2GOPja9//esREfHrX/86TjvttJKuZ8mSJbFq1arC6T59+mxy98WL\nF0fPnj0Lp1evXh1bbdV6g/zoo49i1113Xe9lfPrpp7HTTjtt8Hrq6upi8eLFMXTo0BgwYEDRXo8/\n/nhUV1cXza2tqakpVq1aFdtss03hfY2NjfHpp5/GrrvuGs8++2wsW7YsDj300Nh22203eFkzZsyI\nhoaGGDlyZCxYsCCef/75GDlyZNx9992xfPny+P73vx+HHnroRvWL+OsTot69e7d63x/+8IcYOXLk\nBs/X2NgYXbp0KZxe989k1apVMWPGjDj99NMz7VNq3/feey9ef/31iIgYPHhw7L333q2Ov/nmm+1e\n/3777bdRfTdGe58PpWrv66Cj7rzzzoiI6NatW9xyyy1x1VVXbdT5V65c2eY2vPbaa7H//vtv8Hwf\nfPBBfPnllzFgwIDo3r17q2OffPJJNDc3t/u1uHjx4nj//fcjImKvvfaKHj16tDre2NgYDQ0N0a9f\nv/Ve96Z+fv6///f/2n3/tdde2+p0sfurUj523//+96OioqJwuqWlJVatWhXTp0+PrbfeuqS+67Pu\n1217Pvzww1ixYkXsuOOOmdynR0T8+Mc/joMOOihGjBixwT+nchg3blxcfPHF0b9//5g3b17ceeed\n0b9//069zg19r3z00UfbPc+xxx5beLvU7xtNTU3x8ccfR0VFRfTr1y+qqjb+odsrr7wSf/nLX1r1\nPfHEE9vkPvjgg3j77bejoqIi/vZv/7bVD8384Q9/GL179461f5RkRUVF/PKXv9zoPsW+/rPW2NgY\nq1evjq5du3bq9ZTDhu6Pbr/99vinf/qnwvG6urr4r//6r5g4cWK7l7VixYpWY263bt3azS1cuDCW\nL1++wcdo7dmYx57l0tTUFPPmzYuI2ODXU3uPuRsbG2PWrFkxd+7caGxsLGQvuOCCTulayn17Kd9/\nsnhsdM8997T7/nPOOafV6aweN5bivffei3vvvTeampri1FNPjW984xtFz7Pmfnu77baLbbbZpuj3\n91Juz7Jly+Kdd96JRYsWRZcuXWKXXXaJPfbYo9X3/OXLl8fnn38ezc3Nhfd15g8l/vDDD+Ptt9+O\niIh99tkndt999w3m134+stdee3Var1Jt6HO/vfuj9f2FxLr3aR19fvRVZATqoBUrVsSMGTMKX2D7\n7bdfnHjiiYUHbzfccENcffXVG7yMTz75JH7961/H3LlzWz0wW98Dqvae5F133XWx5557tsp98MEH\nce+997Z635/+9Kei34hfeumluO+++2LRokXRvXv3aGhoiP79+8ctt9xSyKx5ItPS0tLq/2tfXykP\nQmpqauLSSy+NLl26RFNTUzz44IPx2muvxc9//vOIiLj55pvjoosuKhx/+OGH49VXX41x48YVLuPS\nSy9t1b+lpSUWLFgQ48aNa/MFvnTp0njssceiqakp/uEf/qHwYP2LL76IF198sc3H4sADD2x1+tFH\nH41nnnkmjjrqqJgxY0Y0NjbG9773vRg1alRERIwfP74wdPXo0SO6du0aEydObPVEvNiTwMmTJ8ep\np54aEyZMiJqamujatWv87Gc/azMCLV26NGpra+Pjjz9u9SBk7SeupTwheuihh1o9CXj99dfj3nvv\njQkTJhTeN2XKlPjBD34Q++23X7zxxhsxbdq0OOSQQ9p8vD766KM2n8fDhw8vuU8pfevq6uKll16K\nP//5z3H44YfH5MmT45hjjokjjzyykJk5c2ZERLzzzjuxzz77FD4/136gU8rHb02uvc+ZiOKfDxFR\n0oPFiy66KA488MA47LDD1jtavvvuuzFt2rSYO3duNDU1FZ7IrPs1/tFHH8VNN90UERH/8i//stGX\ndcMNN8Rll10WPXr0iGXLlsW0adNi+fLlrR5Itvcg8Pnnn48TTzwxevfu3WoEevjhh6O+vj66du0a\n++67b5x11lmFY88991zcf//9hT+Xe+65J84888wYOnRoRPz1vuhXv/pVNDU1xZQpU+LDDz+MBx54\nIC6//PJW113s87PYE/Ezzzyz3ePrKnZ/VcrHbqeddir8+axx2WWXxde+9rXC6aeeeipGjBhROD13\n7ty466674mc/+1nhfaV83T700ENtbsOTTz4Zhx12WGy11VbRp0+feO6550oanTc0HtTU1MSzzz4b\nkydPjqqqqjjssMNi2LBhbZ5oF7t/WPNxXNeaP+/XX3+91YP7pUuXxj333BMXX3xx4X0//vGP4xe/\n+EXst99+MWfOnDj77LPbfYJT7LJK+TMo5XvlzJkz44gjjmj3dq1RyveNV155JaZOnRp9+/YtfI/7\n4Q9/GN/85jcLmWL3NXfddVc0NjbGnDlz4vDDD48XXnih3Qf5Dz30UDz//POF73+33357DB06NE44\n4YSIiBgwYECbz+F1lXJ/VezrPyJi3rx5UV9fH4cddlj88Y9/jLlz58bo0aNbjY2l/FlF/PVz//77\n74+qqqo45phjWt1PRxR/LFbK51+pfdZ+HLBmTFu9enVceOGF6/2Yrvt4ZEP3RzvvvHOMHz8+Tjnl\nlLj33nujb9++ccMNN7S5zMcffzxmzJjR6knWuoPer371q6ivr4+jjz46nnnmmaisrIxBgwa1ui9/\n7LHHYsSIEbHNNtvEHXfcER9++GGcdtpp8Xd/93cRUdpjzzXeeeed+Oyzz1o9SV77fmLevHkxc+bM\naGhoaJVZ87272P1IRMScOXN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q1yJ7zsbGBj/99BM8PDwAiPfcs2fPsGrVKlhZWaFevXro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\niIjICPwf5hFNAXWZtPwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1af18322e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(range(len(cities_more_than_one[1:])), [i[1] for i in cities_more_than_one[1:]])\n",
    "plt.xticks(range(len(cities_more_than_one[1:])), [i[0] for i in cities_more_than_one[1:]], rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "А теперь возьмем только 15 самых частых городов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AAAA90es3hm5tbc2sWbMEoJfhzDPPrHqEfsdOatlHPTupZR/17KSWfdSzk1r2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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1af183fff98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cities_15 = cities_more_than_one[1:16]\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(range(len(cities_15)), [i[1] for i in cities_15])\n",
    "plt.xticks(range(len(cities_15)), [i[0] for i in cities_15], rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Задание 2. \n",
    "**В той же группе скачать 1000 записей со стены. Нарисовать график, показывающий, сколько записей было написано в каждый час. Вывести записи, набравшие наибольшее количество лайков и с наибольшим числом комментариев.**\n",
    "\n",
    "Сначала достанем id группы."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33374477"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group_info = vk_api('groups.getById', group_id='dormitory8hse', v='5.63')\n",
    "group_id = group_info['response'][0]['id']\n",
    "group_id"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Скачаем 1000 записей в массив posts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000\n"
     ]
    }
   ],
   "source": [
    "posts = []\n",
    "item_count = 1000\n",
    "\n",
    "result = vk_api('wall.get', owner_id=-group_id, v='5.63', count=100)\n",
    "posts += result[\"response\"][\"items\"]\n",
    "\n",
    "while len(posts) < item_count:\n",
    "    result = vk_api('wall.get', owner_id=-group_id, v='5.63', count=100, offset=len(posts))\n",
    "    posts += result['response'][\"items\"]\n",
    "print(len(posts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'comments': {'count': 0},\n",
       " 'date': 1492446195,\n",
       " 'from_id': 10337178,\n",
       " 'id': 111040,\n",
       " 'likes': {'count': 0},\n",
       " 'marked_as_ads': 0,\n",
       " 'owner_id': -33374477,\n",
       " 'post_type': 'post',\n",
       " 'reposts': {'count': 0},\n",
       " 'text': 'Одолжите/продайте gta5 для Xbox 360'}"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posts[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вконтакте использует формат unixtime для хранения даты. Чтобы преобразовать этот формат в человекочитаемую дату, можем воспользоваться функцией fromtimestamp из модуля datetime:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2017-04-17 19:45:07'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "datetime.datetime.fromtimestamp(\n",
    "    posts[1]['date']\n",
    ").strftime('%Y-%m-%d %H:%M:%S')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Напишем вспомогательную функцию, которая достанет из отметки времени только час:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'19'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_hour(post):\n",
    "    return datetime.datetime.fromtimestamp(post['date']).strftime('%H')\n",
    "\n",
    "get_hour(posts[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Собираем все данные о времени в массивы и рисуем график:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23]\n",
      "[60, 22, 15, 6, 18, 2, 1, 1, 16, 23, 35, 43, 55, 54, 60, 54, 50, 67, 58, 69, 60, 82, 84, 65]\n"
     ]
    }
   ],
   "source": [
    "posts_by_hour = Counter([int(get_hour(post)) for post in posts])\n",
    "keys = [i for i in posts_by_hour.keys()]\n",
    "values = [i for i in posts_by_hour.values()]\n",
    "print(keys)\n",
    "print(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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x7XW6R6hrdfPZ+blkG7SpLkeItJF5gW414B6JMBSQpYvp6tWjTjSKwu0L81Jd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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2174a1b0d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(keys, values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Распечатаем три поста с наибольшим количеством лайков и комментариев (сначала сортируем по лайкам, потом комментариям):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "51 likes, 6 comments\n",
      "Guess who's back\n",
      "Ночной патруль. С 23.00\n",
      "89999816171\n",
      "Если Вас беспокоит шум в общежитии ночью - звоните\n",
      "----------------\n",
      "\n",
      "\n",
      "48 likes, 2 comments\n",
      "Гениальные ночные идеи:\n",
      "Надо ввести авторизацию везде\n",
      "Интернет вещей еба\n",
      "- давайте блин нужно будет сканировать студак перед использованием розеток\n",
      "- душ включается только после введения реквизитов договора об обучении\n",
      "- и пропуск для шкафов\n",
      "- комфорка только по отпечатку пальца\n",
      "- можно ещё холодильники залочить по принципу общаги Когтеврана - пока не ответил по самому заебистому предмету покушать не выйдет, Карл\n",
      "\n",
      "Ночной ДИТ\n",
      "----------------\n",
      "\n",
      "\n",
      "40 likes, 3 comments\n",
      "ПЕТИЦИЯ ЗА ОТМЕНУ АВТОРИЗАЦИИ ДЛЯ ДОСТУПА К СЕТИ ИНТЕРНЕТ В СТУДЕНЧЕСКИХ ОБЩЕЖИТИЯХ \n",
      " \n",
      "6 марта в общежитии №8 и в Студенческом городке Дубки был введен авторизированный доступ к интернету. Данная инициатива не согласовывалась со студентами и никак публично не обсуждалась. \n",
      "Введение авторизации повлекло за собой затруднение доступа к интернету. Этот вопрос касается не только проживающих в общежитии, но и всех студентов университета, поскольку порождает прецедент, когда университет реализует значимые для студентов инициативы без учета мнения самих студентов. \n",
      " \n",
      "Студенческое сообщество Высшей школы экономики не согласно с инициативой администрации. Каждый студент, поддержавший данную петицию подписью, призывает администрацию обратить внимание на массу проблем, сопряженных с авторизацией и принять меры по её отмене.\n",
      "\n",
      "UPD Подписать можно в боталке.\n",
      "О решении проблем с подключением:\n",
      "https://vk.com/wall-33374477_108138\n",
      "----------------\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in sorted(posts, key=lambda x: (x['likes']['count'], x['comments']['count']), reverse=True)[:3]:\n",
    "    print('{} likes, {} comments\\n{}\\n----------------\\n\\n'.format(i['likes']['count'], i['comments']['count'], i['text']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Задание 3. \n",
    "**Скачать список пользователей, состоящих в группе https://vk.com/hse_university. Нарисовать столбчатую диаграмму, показывающую распределение пользователей по их году рождения.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "51945\n"
     ]
    }
   ],
   "source": [
    "users = []\n",
    "\n",
    "result = vk_api('groups.getMembers', group_id='hse_university')\n",
    "members_count = result['response']['count']\n",
    "users += result['response'][\"users\"]\n",
    "\n",
    "while len(users) < members_count:\n",
    "    result = vk_api('groups.getMembers', group_id='hse_university', offset=len(users))\n",
    "    users += result['response'][\"users\"]\n",
    "print(len(users))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['26.1.1985', '26.12.1988', '28.6', '16.5.1991', '29.9.1983', '13.7.1989', '18.8', '11.9.1986', '29.9.1986', '17.8.1987', '21.3', '23.9', '15.9', '22.10.1958', '20.4.1989', '12.12', '22.7', '17.1', '9.11.1987', '17.9.1987']\n"
     ]
    }
   ],
   "source": [
    "user_bdates = []\n",
    "for start in range(0, len(users)+1, 100):\n",
    "    user_info = vk_api('users.get', user_ids=','.join(str(i) for i in users[start:start+100]), fields='bdate', v='5.63')\n",
    "    user_bdates += [user['bdate'] for user in user_info['response'] if 'bdate' in user]\n",
    "print(user_bdates[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZO3duI84BAAAAgDEw6iuO/uVf/iVnn3324OPvfe97ufrqq3PPPffkjDPOyPbt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\niIiIiOT1B4IJylLaiI8dAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2174a5d5f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = Counter([int(i.split('.')[-1]) for i in user_bdates if i.count('.')==2])\n",
    "keys = [i for i in years.keys()]\n",
    "values = [i for i in years.values()]\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(keys, values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Задание 4. \n",
    "**Найти, сколько в этой группе состоит пользователей, чьим университетом является не Вышка. Нарисовать диаграмму, показывающую распределение этих пользователей по университетам (если все не влезут, то 10 самых частотных университетов).**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['СПбГУ', 'МГУ', 'СПбГУ', 'СПбГУ', 'МГУТУ им. К. Г. Разумовского (ПКУ) (бывш. МГТА, ВЗИПП)', '', 'ПСПбГМУ им. акад. Павлова', 'СПбГУ', '', '', 'ВГИК', '', 'МГУ', 'МГУ', 'ННГУ им. Лобачевского', 'ГУМРФ (бывш. ЛВИМУ, ГМА) им. адм. С.О. Макарова', '', 'ВШПМ СПбГУПТД (бывш. СЗИП СПГУТД)', 'СПбГЭТУ (ЛЭТИ)', 'СПбГМТУ (бывш. ЛКИ)']\n"
     ]
    }
   ],
   "source": [
    "user_unis = []\n",
    "for start in range(0, len(users)+1, 100):\n",
    "    user_info = vk_api('users.get', user_ids=','.join(str(i) for i in users[start:start+100]), fields='education', v='5.63')\n",
    "    user_unis += [user['university_name'] for user in user_info['response'] \n",
    "                  if 'university_name' in user and 'НИУ ВШЭ' not in user['university_name']]\n",
    "print(user_unis[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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22GN5+eWXWxy58pvf/Ca///3v07Vr1xZHNr3TrFmzMmrUqPz617/e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\niIiIpDEFh0RERERERERE0th/uV3YCDhSW0wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2174e333e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unis = Counter([i for i in user_unis if i]).most_common(10)\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(range(len(unis)), [i[1] for i in unis])\n",
    "# для краткости обрезаем названия университета до первого слова:\n",
    "plt.xticks(range(len(unis)), [i[0].split()[0] for i in unis])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}