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      "source": [
        "# <a href=\"https://thetahat.ru/courses/ad\" target=\"_top\">Введение в анализ данных</a>\n",
        "\n",
        "## Сбор данных из открытых источников\n",
        "\n",
        "В этом занятии мы обсудим, что можно сделать, если у вас на руках нет готовых данных, которые нужно анализировать. Один из способов набрать себе данных &mdash; взять из интернета. Человек часто находит информацию в сети и анализирует её, так почему же не заставить компьютер сделать то же самое?\n",
        "\n",
        "Поиск данных в сайтах называют скрапингом от английского слова *scrape* (наскребать). Программа-скрапер может обходить веб-страницы и собирать нужную себе информацию. Если скачанную информацию требуется обрабатывать впоследствии, то сбор делится на 2 этапа:\n",
        "\n",
        "* **скрапинг** — скачивание информации,\n",
        "* **парсинг** — приведение скачанных данных к удобному структурированному виду.\n",
        "\n",
        "Многие компании пользуются таким сбором информации. Зачастую этот процесс связан с обработкой персональных данных, поэтому в последнее время ведутся разговоры о государственном регулировании скрапинга, о чём, например, написано на <a target=\"_blank\" href=\"https://habr.com/ru/post/545818/?\">Хабре</a>. Если вкратце, то надо быть осторожными при использовании парсинга.\n",
        "\n",
        "1.   Не стоит перегружать сервера — если они сгорят, это может быть расценено, как ущерб имуществу.\n",
        "2.   Не нужно взламывать защитные системы — за неправомерный доступ существует ответственность.\n",
        "3.   Следите за тем, что вы не подписали пользовательское соглашение, в котором запрещён скрапинг.\n",
        "4.   Учитывайте законы об интеллектуальной собственности.\n",
        "5.   Не собирайте персональные данные людей без их согласия даже из открытого доступа.\n",
        "\n"
      ]
    },
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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dXlfgPteSoMv"
      },
      "source": [
        "## 1. Сбор с использованием API\n",
        "\n",
        "Создатели некоторых сервисов понимают, что находящаяся на их сайтах информация может быть полезна для аналитики. Тогда они предоставляют специальный набор ссылок (**урлов**), на которые можно отправлять HTTP-запросы. Тогда вместо получения html-страницы, как в браузере, сайт будет отдавать сразу структурированные данные, например, в формате JSON. Совокупность форматов таких запросов образует API (Application Program Interface).\n",
        "\n",
        "В таком случае сайт может отдавать только те данные, которыми хочет делиться, следить за количеством обращений к этим данным, а для аналитика такой вариант лучше, поскольку позволяет быстрее парсить результат.\n",
        "\n",
        "Сегодня же мы разберём, как работать с <a target=\"_blank\" href=\"https://kinopoisk.dev/\">API Кинопоиска</a>. Мы попробуем скачать информацию о фильмах."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2co28YlySoMy"
      },
      "outputs": [],
      "source": [
        "import json\n",
        "import requests\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "sns.set(font_scale=1.3, palette=\"Set2\", style=\"whitegrid\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I4z4x_Z5xBqx"
      },
      "source": [
        "Чтобы иметь возможность обращаться к API, пользователю требуется авторизация. Для этого необходимо зарегистрироваться на сайте API. В разделе <a target=\"_blank\" href=\"https://kinopoisk.dev/docs\">документация</a>, где описан формат ссылок для получения информации, вы увидите ваш токен. Это специальный ключ-строка, который позволяет системе идентифицировать вас и, например, считать количество ваших запросов, которое тарифицируется.\n",
        "\n",
        "Ваш токен &mdash; ваша личная информация. Лучше не показывать её другим людям, иначе они смогут задавать запросы от вашего имени. Поэтому предпочтительнее сохранить его в какой-то файл и читать оттуда при необходимости."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XC7Cwm1PSoM0"
      },
      "outputs": [],
      "source": [
        "# Считываем токен авторизации\n",
        "with open('token.txt') as token_file:\n",
        "    token = token_file.read()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "THhAoDhoSoM2"
      },
      "source": [
        "Скачаем информацию про фильм \"Джентльмены\". Для этого найдём его в поиске на сайте <a target=\"_blank\" href=\"https://www.kinopoisk.ru/\">Кинопоиска</a>. Откроем страницу с фильмом. Она имеет вид `https://www.kinopoisk.ru/film/1143242/`. Здесь `1143242` &mdash; это ID фильма, который требуется для запроса в API.\n",
        "\n",
        "Путь, на который нужно подать запрос, формируется таким образом:\n",
        "\n",
        "`ttps://api.kinopoisk.dev/v1.4/movie/{FILM_ID}/token/{TOKEN}`.\n",
        "\n",
        "Подробные указания можно посмотреть в документации."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bFLFHs4y3Vm7"
      },
      "source": [
        "Чтобы отправить запрос, будем использовать библиотеку `requests`. Так как мы получаем информацию, требуется функция `get`. Она принимает ссылку, а также дополнительные параметры, после чего отправляет запрос."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IXPiXruySoM3",
        "outputId": "ff14d893-1ac0-4644-8cdf-1a671fb5733c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4360695.jpg', 'name': 'Адам Фогельсон', 'enName': 'Adam Fogelson', 'description': None, 'profession': 'продюсеры', 'enProfession': 'producer'}, {'id': 1078858, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1078858.jpg', 'name': 'Василий Дахненко', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 2340955, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2340955.jpg', 'name': 'Сергей Смирнов', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1646082, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1646082.jpg', 'name': 'Филипп Бледный', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 304577, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_304577.jpg', 'name': 'Алексей Иващенко', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1641154, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1641154.jpg', 'name': 'Татьяна Шитова', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 739980, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_739980.jpg', 'name': 'Александр Вартанов', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1714171, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1714171.jpg', 'name': 'Алексей Багдасаров', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1634102, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1634102.jpg', 'name': 'Илья Барабанов', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1896171, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1896171.jpg', 'name': 'Наталья Сапецкая', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1649884, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1649884.jpg', 'name': 'Андрей Казанцев', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 2441191, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2441191.jpg', 'name': 'Сергей Шайдаков', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 2363725, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2363725.jpg', 'name': 'Артур Бесчастный', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1324756, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1324756.jpg', 'name': 'Григорий Калинин', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1925461, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1925461.jpg', 'name': 'Алексей Маслодудов', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 1948766, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1948766.jpg', 'name': 'Денис Некрасов', 'enName': None, 'description': None, 'profession': 'актеры дубляжа', 'enProfession': 'voice_actor'}, {'id': 45159, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_45159.jpg', 'name': 'Гай Ричи', 'enName': 'Guy Ritchie', 'description': None, 'profession': 'сценаристы', 'enProfession': 'writer'}, {'id': 4984694, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4984694.jpg', 'name': 'Айван Эткинсон', 'enName': 'Ivan Atkinson', 'description': None, 'profession': 'сценаристы', 'enProfession': 'writer'}, {'id': 1910756, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1910756.jpg', 'name': 'Марн Дэвис', 'enName': 'Marn Davies', 'description': None, 'profession': 'сценаристы', 'enProfession': 'writer'}, {'id': 1266524, 'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1266524.jpg', 'name': 'Лорен Бонд', 'enName': 'Lauren Bond', 'description': None, 'profession': 'сценаристы', 'enProfession': 'writer'}], 'budget': {'currency': '$', 'value': 22000000}, 'premiere': {'country': None, 'cinema': None, 'bluray': None, 'dvd': None, 'digital': '2020-03-31T00:00:00.000Z', 'russia': '2020-02-13T00:00:00.000Z', 'world': '2019-12-03T00:00:00.000Z'}, 'top10': None, 'top250': 7, 'isSeries': False, 'ticketsOnSale': False, 'lists': ['top250', 'top500', 'popular-films', 'hearing_impairment', 'guy_ritchie', 'top20of2023', 'hd-blockbusters', 'hd-revise', 'ozvucheno_kubik_v_kube', 'box-russia-dollar', 'top-250-2020', 'hd'], 'networks': None, 'createdAt': '2024-04-13T01:35:34.645Z', 'updatedAt': '2025-05-08T01:00:18.460Z', 'fees': {'russia': {'value': 18003343, 'currency': '$'}, 'usa': {'value': 36471795, 'currency': '$'}, 'world': {'value': 115171795, 'currency': '$'}}, 'videos': {'trailers': [{'url': 'https://www.youtube.com/embed/e-aiHVdRlJg', 'name': 'ДЖЕНТЛЬМЕНЫ | Трейлер #2 | В кино с 13 февраля', 'site': 'youtube', 'type': 'TRAILER'}, {'url': 'https://www.youtube.com/embed/Fui5_1tTuac', 'name': 'ДЖЕНТЛЬМЕНЫ | Трейлер | В кино с 13 февраля', 'site': 'youtube', 'type': 'TRAILER'}, {'url': 'https://www.youtube.com/embed/KlXsguV9g0E', 'name': 'The Gentlemen | Official Trailer 2 [HD] | In Theaters January 24, 2020', 'site': 'youtube', 'type': 'TRAILER'}, {'url': 'https://www.youtube.com/embed/2B0RpUGss2c', 'name': 'The Gentlemen | Official Trailer [HD] | Coming Soon to Theaters', 'site': 'youtube', 'type': 'TRAILER'}]}, 'logo': {'url': 'https://image.openmoviedb.com/tmdb-images/original/38ecooyBqaNOdOT0RbRmtw2n0Bn.png', 'previewUrl': 'https://image.openmoviedb.com/tmdb-images/w500/38ecooyBqaNOdOT0RbRmtw2n0Bn.png'}, 'isTmdbChecked': True, 'watchability': {'items': [{'name': 'Kinopoisk HD', 'logo': {'url': 'https://yastatic.net/s3/kinopoisk-frontend/hd-www/release/apple-touch-icon-180x180.png'}, 'url': 'https://hd.kinopoisk.ru/?rt=47649cf90de74aca8da7eb5b17fc8a8a'}]}, 'userRatingsParsed': True}\n"
          ]
        }
      ],
      "source": [
        "import requests\n",
        "\n",
        "film_id = \"1143242\"\n",
        "\n",
        "url = f\"https://api.kinopoisk.dev/v1.4/movie/{film_id}\"\n",
        "headers = {\n",
        "    \"X-API-KEY\": token\n",
        "}\n",
        "\n",
        "response = requests.get(url, headers=headers)\n",
        "print(response)\n",
        "film_info = response.json()\n",
        "print(film_info)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jW67k4h533M-"
      },
      "source": [
        "Результат запроса также содержит в себе код ответа, который отправил сервер. В случае успеха возвращается код `200`. Другие распространённые коды, которые сообщают об ошибках:\n",
        "\n",
        "* `404` &mdash; путь не найден,\n",
        "* `403` &mdash; нет доступа,\n",
        "* `400` &mdash; неверный формат запроса."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6IAetnuI5aho"
      },
      "source": [
        "Выведем информацию о фильме. Видим, что доступны id фильма, актёрский состав, возрастное ограничение, год выпуска и другая информация."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3GMkw71FSoM3",
        "outputId": "302d00c0-1646-4bee-e1be-de211c3e2319"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'id': 1143242,\n",
              " 'externalId': {'kpHD': '47649cf90de74aca8da7eb5b17fc8a8a',\n",
              "  'imdb': 'tt8367814',\n",
              "  'tmdb': 522627},\n",
              " 'name': 'Джентльмены',\n",
              " 'alternativeName': 'The Gentlemen',\n",
              " 'enName': None,\n",
              " 'names': [{'name': 'Toff Guys', 'language': 'GB', 'type': 'working title'},\n",
              "  {'name': 'Los Caballeros de la mafia', 'language': 'ES', 'type': None},\n",
              "  {'name': 'Busha', 'language': 'GB', 'type': 'working title'},\n",
              "  {'name': 'Los caballeros: criminales con clase',\n",
              "   'language': 'AR',\n",
              "   'type': None},\n",
              "  {'name': '紳士追殺令', 'language': 'TW', 'type': None},\n",
              "  {'name': 'Джентльмени', 'language': 'UA', 'type': None},\n",
              "  {'name': 'Εγκληματίες πρώτης τάξεως', 'language': 'GR', 'type': None},\n",
              "  {'name': 'ジェントルメン：2020', 'language': 'JP', 'type': None},\n",
              "  {'name': 'The Gentlemen', 'language': 'US', 'type': None},\n",
              "  {'name': 'Beyefendiler', 'language': 'TR', 'type': None}],\n",
              " 'type': 'movie',\n",
              " 'typeNumber': 1,\n",
              " 'year': 2019,\n",
              " 'description': 'Один ушлый американец ещё со\\xa0студенческих лет\\xa0приторговывал наркотиками, а\\xa0теперь придумал схему нелегального обогащения с\\xa0использованием поместий обедневшей английской аристократии и\\xa0очень неплохо на\\xa0этом разбогател. Другой пронырливый журналист приходит к\\xa0Рэю, правой руке американца, и\\xa0предлагает тому купить киносценарий, в\\xa0котором подробно описаны преступления его\\xa0босса при\\xa0участии других представителей лондонского криминального мира\\xa0—\\xa0партнёра-еврея, китайской диаспоры, чернокожих спортсменов и\\xa0даже русского олигарха.',\n",
              " 'shortDescription': 'Гангстеры всех мастей делят наркоферму. Закрученная экшен-комедия Гая Ричи с Мэттью Макконахи и Хью Грантом',\n",
              " 'slogan': 'Criminal. Class',\n",
              " 'status': None,\n",
              " 'rating': {'kp': 8.626,\n",
              "  'imdb': 7.8,\n",
              "  'filmCritics': 6.6,\n",
              "  'russianFilmCritics': 86.3636,\n",
              "  'await': None},\n",
              " 'votes': {'kp': 2145499,\n",
              "  'imdb': 427468,\n",
              "  'filmCritics': 278,\n",
              "  'russianFilmCritics': 22,\n",
              "  'await': 0},\n",
              " 'movieLength': 113,\n",
              " 'totalSeriesLength': None,\n",
              " 'seriesLength': None,\n",
              " 'ratingMpaa': 'r',\n",
              " 'ageRating': 18,\n",
              " 'poster': {'url': 'https://image.openmoviedb.com/kinopoisk-images/1599028/637271d5-61b4-4e46-ac83-6d07494c7645/orig',\n",
              "  'previewUrl': 'https://image.openmoviedb.com/kinopoisk-images/1599028/637271d5-61b4-4e46-ac83-6d07494c7645/x1000'},\n",
              " 'backdrop': {'url': 'https://image.openmoviedb.com/kinopoisk-ott-images/1648503/2a000001711b57abb795e9276957168f83e9/orig',\n",
              "  'previewUrl': 'https://image.openmoviedb.com/kinopoisk-ott-images/1648503/2a000001711b57abb795e9276957168f83e9/x1000'},\n",
              " 'genres': [{'name': 'криминал'}, {'name': 'комедия'}, {'name': 'боевик'}],\n",
              " 'countries': [{'name': 'США'},\n",
              "  {'name': 'Великобритания'},\n",
              "  {'name': 'Франция'},\n",
              "  {'name': 'Япония'},\n",
              "  {'name': 'Чехия'}],\n",
              " 'persons': [{'id': 797,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_797.jpg',\n",
              "   'name': 'Мэттью Макконахи',\n",
              "   'enName': 'Matthew McConaughey',\n",
              "   'description': 'Michael Pearson',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 38702,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_38702.jpg',\n",
              "   'name': 'Чарли Ханнэм',\n",
              "   'enName': 'Charlie Hunnam',\n",
              "   'description': 'Ray',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4950097,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4950097.jpg',\n",
              "   'name': 'Генри Голдинг',\n",
              "   'enName': 'Henry Golding',\n",
              "   'description': 'Dry Eye',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 8090,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_8090.jpg',\n",
              "   'name': 'Хью Грант',\n",
              "   'enName': 'Hugh Grant',\n",
              "   'description': 'Fletcher',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1067193,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1067193.jpg',\n",
              "   'name': 'Мишель Докери',\n",
              "   'enName': 'Michelle Dockery',\n",
              "   'description': 'Rosalind Pearson',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1146480,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1146480.jpg',\n",
              "   'name': 'Джереми Стронг',\n",
              "   'enName': 'Jeremy Strong',\n",
              "   'description': 'Matthew',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2444,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2444.jpg',\n",
              "   'name': 'Эдди Марсан',\n",
              "   'enName': 'Eddie Marsan',\n",
              "   'description': 'Big Dave',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2454111,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2454111.jpg',\n",
              "   'name': 'Джейсон Вонг',\n",
              "   'enName': 'Jason Wong',\n",
              "   'description': 'Phuc',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 373,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_373.jpg',\n",
              "   'name': 'Колин Фаррелл',\n",
              "   'enName': 'Colin Farrell',\n",
              "   'description': 'Coach',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1006787,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1006787.jpg',\n",
              "   'name': 'Лин Рене',\n",
              "   'enName': 'Lyne Renée',\n",
              "   'description': 'Jackie',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 25964,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_25964.jpg',\n",
              "   'name': 'Том\\xa0У',\n",
              "   'enName': 'Tom Wu',\n",
              "   'description': 'Lord George',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 3002651,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_3002651.jpg',\n",
              "   'name': 'Чиди Аджуфо',\n",
              "   'enName': 'Chidi Ajufo',\n",
              "   'description': 'Bunny',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 5968202,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5968202.jpg',\n",
              "   'name': 'Саймон Р. Баркер',\n",
              "   'enName': 'Simon R. Barker',\n",
              "   'description': 'Frazier (в титрах: Simon Barker)',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1850607,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1850607.jpg',\n",
              "   'name': 'Джон Даглиш',\n",
              "   'enName': 'John Dagleish',\n",
              "   'description': 'Hammy',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4717127,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4717127.jpg',\n",
              "   'name': 'Джордан Лонг',\n",
              "   'enName': 'Jordan Long',\n",
              "   'description': 'Barman',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 3393000,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_3393000.jpg',\n",
              "   'name': 'Лили Фрайзер',\n",
              "   'enName': 'Lily Frazer',\n",
              "   'description': 'Lisa the Mechanic',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 3300883,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_3300883.jpg',\n",
              "   'name': 'Гершвин Эсташ мл.',\n",
              "   'enName': 'Gershwyn Eustache Jnr',\n",
              "   'description': 'Roger',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 13177,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_13177.jpg',\n",
              "   'name': 'Сэмюэл Уэст',\n",
              "   'enName': 'Samuel West',\n",
              "   'description': 'Lord Pressfield',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 40828,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_40828.jpg',\n",
              "   'name': 'Джеральдин Сомервилль',\n",
              "   'enName': 'Geraldine Somerville',\n",
              "   'description': 'Lady Pressfield',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4679,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4679.jpg',\n",
              "   'name': 'Элиот Самнер',\n",
              "   'enName': 'Eliot Sumner',\n",
              "   'description': 'Laura Pressfield',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1308171,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1308171.jpg',\n",
              "   'name': 'Франц Драмех',\n",
              "   'enName': 'Franz Drameh',\n",
              "   'description': 'Benny',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4653501,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4653501.jpg',\n",
              "   'name': 'Кристофер Эвангелу',\n",
              "   'enName': 'Christopher Evangelou',\n",
              "   'description': 'Primetime',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 23879,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_23879.jpg',\n",
              "   'name': 'Джим Уоррен',\n",
              "   'enName': 'James Warren',\n",
              "   'description': 'Jim',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2817170,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2817170.jpg',\n",
              "   'name': 'Шон Сагар',\n",
              "   'enName': 'Sean Sagar',\n",
              "   'description': 'Mal',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 5931690,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5931690.jpg',\n",
              "   'name': 'Багзи Мэлоун',\n",
              "   'enName': 'Bugzy Malone',\n",
              "   'description': 'Ernie',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2317698,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2317698.jpg',\n",
              "   'name': 'Том Рис Харрис',\n",
              "   'enName': 'Tom Rhys Harries',\n",
              "   'description': 'Power Noel',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 5325577,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5325577.jpg',\n",
              "   'name': 'Дэнни Гриффин',\n",
              "   'enName': 'Danny Griffin',\n",
              "   'description': 'Aslan',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1575352,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1575352.jpg',\n",
              "   'name': 'Макс Беннетт',\n",
              "   'enName': 'Max Bennett',\n",
              "   'description': 'Brown',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2497432,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2497432.jpg',\n",
              "   'name': 'Евгения Кузьмина',\n",
              "   'enName': 'Eugenia Kuzmina',\n",
              "   'description': 'Misha',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 3034185,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_3034185.jpg',\n",
              "   'name': 'Брюс Чон',\n",
              "   'enName': 'Bruce Chong',\n",
              "   'description': 'Ngoc',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 687946,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_687946.jpg',\n",
              "   'name': 'Эшли Макгуайр',\n",
              "   'enName': 'Ashley McGuire',\n",
              "   'description': 'Maureen',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 34921,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_34921.jpg',\n",
              "   'name': 'Джордж Эспри',\n",
              "   'enName': 'George Asprey',\n",
              "   'description': 'Lord Snowball',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 5336873,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5336873.jpg',\n",
              "   'name': None,\n",
              "   'enName': 'Shanu Hazzan',\n",
              "   'description': 'Trigger',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4787983,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4787983.jpg',\n",
              "   'name': 'Джек Джонс',\n",
              "   'enName': 'Jack Jones',\n",
              "   'description': 'Nick',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2442849,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2442849.jpg',\n",
              "   'name': 'Сэмми Уильямс',\n",
              "   'enName': 'Sammy Williams',\n",
              "   'description': 'Kid',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4369903,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4369903.jpg',\n",
              "   'name': None,\n",
              "   'enName': 'Ryan Dean',\n",
              "   'description': 'Murka',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 588830,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_588830.jpg',\n",
              "   'name': 'Гай Лист',\n",
              "   'enName': 'Guy List',\n",
              "   'description': 'Security Guard Guy',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 41834,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_41834.jpg',\n",
              "   'name': 'Марвин Кэмпбелл',\n",
              "   'enName': 'Marvin Campbell',\n",
              "   'description': 'Security Guard Marv',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4079056,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4079056.jpg',\n",
              "   'name': None,\n",
              "   'enName': 'Will Mackay',\n",
              "   'description': 'Security Guard Frank (в титрах: Will MacKay)',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4458039,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4458039.jpg',\n",
              "   'name': None,\n",
              "   'enName': 'Matt Sherren',\n",
              "   'description': 'Security Guard John',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 557505,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_557505.jpg',\n",
              "   'name': 'Джейсон Хунджан',\n",
              "   'enName': 'Jason Hunjan',\n",
              "   'description': 'Security Guard Tezza',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 547521,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_547521.jpg',\n",
              "   'name': 'Морис Ли',\n",
              "   'enName': 'Maurice Lee',\n",
              "   'description': 'Security Guard Mo',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2329000,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2329000.jpg',\n",
              "   'name': 'Расселл Балог',\n",
              "   'enName': 'Russell Balogh',\n",
              "   'description': 'Russ',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 20327,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_20327.jpg',\n",
              "   'name': 'Того Игава',\n",
              "   'enName': 'Togo Igawa',\n",
              "   'description': 'Wang Yong',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 5931691,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5931691.jpg',\n",
              "   'name': None,\n",
              "   'enName': \"Jack O'Connor\",\n",
              "   'description': 'Youth 1',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 2748057,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2748057.jpg',\n",
              "   'name': 'МакКелл Дэвид',\n",
              "   'enName': 'McKell David',\n",
              "   'description': 'Youth 2',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 5931692,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5931692.jpg',\n",
              "   'name': None,\n",
              "   'enName': 'Isaiah Zev',\n",
              "   'description': 'Youth 3',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 41145,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_41145.jpg',\n",
              "   'name': 'Дэвид Гаррик',\n",
              "   'enName': 'David Garrick',\n",
              "   'description': 'Dave',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 4329998,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4329998.jpg',\n",
              "   'name': None,\n",
              "   'enName': 'Tom Lambert',\n",
              "   'description': 'Young Mickey',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 1902458,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1902458.jpg',\n",
              "   'name': 'Энди Чунг',\n",
              "   'enName': 'Andy Cheung',\n",
              "   'description': 'Chinese Waiter',\n",
              "   'profession': 'актеры',\n",
              "   'enProfession': 'actor'},\n",
              "  {'id': 3604626,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_3604626.jpg',\n",
              "   'name': 'Кристофер Бенстед',\n",
              "   'enName': 'Christopher Benstead',\n",
              "   'description': None,\n",
              "   'profession': 'композиторы',\n",
              "   'enProfession': 'composer'},\n",
              "  {'id': 1996197,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1996197.jpg',\n",
              "   'name': 'Джемма Джексон',\n",
              "   'enName': 'Gemma Jackson',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 5204254,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_5204254.jpg',\n",
              "   'name': 'Рэйчел Олтон',\n",
              "   'enName': 'Rachel Aulton',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 3960382,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_3960382.jpg',\n",
              "   'name': 'Оливер Кэрролл',\n",
              "   'enName': 'Oliver Carroll',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 1997136,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1997136.jpg',\n",
              "   'name': 'Фиона Гэвин',\n",
              "   'enName': 'Fiona Gavin',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 1986750,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1986750.jpg',\n",
              "   'name': 'Майкл Уилкинсон',\n",
              "   'enName': 'Michael Wilkinson',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 2174208,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2174208.jpg',\n",
              "   'name': 'Нил Флойд',\n",
              "   'enName': 'Neil Floyd',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 1996199,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1996199.jpg',\n",
              "   'name': 'Сара Уиттл',\n",
              "   'enName': 'Sarah Whittle',\n",
              "   'description': None,\n",
              "   'profession': 'художники',\n",
              "   'enProfession': 'designer'},\n",
              "  {'id': 45159,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_45159.jpg',\n",
              "   'name': 'Гай Ричи',\n",
              "   'enName': 'Guy Ritchie',\n",
              "   'description': None,\n",
              "   'profession': 'режиссеры',\n",
              "   'enProfession': 'director'},\n",
              "  {'id': 1987046,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1987046.jpg',\n",
              "   'name': 'Джеймс Херберт',\n",
              "   'enName': 'James Herbert',\n",
              "   'description': None,\n",
              "   'profession': 'монтажеры',\n",
              "   'enProfession': 'editor'},\n",
              "  {'id': 1986047,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1986047.jpg',\n",
              "   'name': 'Пол Мачлисс',\n",
              "   'enName': 'Paul Machliss',\n",
              "   'description': None,\n",
              "   'profession': 'монтажеры',\n",
              "   'enProfession': 'editor'},\n",
              "  {'id': 643927,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_643927.jpg',\n",
              "   'name': 'Алан Стюарт',\n",
              "   'enName': 'Alan Stewart',\n",
              "   'description': None,\n",
              "   'profession': 'операторы',\n",
              "   'enProfession': 'operator'},\n",
              "  {'id': 6032456,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_6032456.jpg',\n",
              "   'name': 'Мэттью Андерсон',\n",
              "   'enName': 'Matthew Anderson',\n",
              "   'description': None,\n",
              "   'profession': 'продюсеры',\n",
              "   'enProfession': 'producer'},\n",
              "  {'id': 4984694,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4984694.jpg',\n",
              "   'name': 'Айван Эткинсон',\n",
              "   'enName': 'Ivan Atkinson',\n",
              "   'description': None,\n",
              "   'profession': 'продюсеры',\n",
              "   'enProfession': 'producer'},\n",
              "  {'id': 51810,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_51810.jpg',\n",
              "   'name': 'Билл Блок',\n",
              "   'enName': 'Bill Block',\n",
              "   'description': None,\n",
              "   'profession': 'продюсеры',\n",
              "   'enProfession': 'producer'},\n",
              "  {'id': 4360695,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4360695.jpg',\n",
              "   'name': 'Адам Фогельсон',\n",
              "   'enName': 'Adam Fogelson',\n",
              "   'description': None,\n",
              "   'profession': 'продюсеры',\n",
              "   'enProfession': 'producer'},\n",
              "  {'id': 1078858,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1078858.jpg',\n",
              "   'name': 'Василий Дахненко',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 2340955,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2340955.jpg',\n",
              "   'name': 'Сергей Смирнов',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1646082,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1646082.jpg',\n",
              "   'name': 'Филипп Бледный',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 304577,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_304577.jpg',\n",
              "   'name': 'Алексей Иващенко',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1641154,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1641154.jpg',\n",
              "   'name': 'Татьяна Шитова',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 739980,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_739980.jpg',\n",
              "   'name': 'Александр Вартанов',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1714171,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1714171.jpg',\n",
              "   'name': 'Алексей Багдасаров',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1634102,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1634102.jpg',\n",
              "   'name': 'Илья Барабанов',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1896171,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1896171.jpg',\n",
              "   'name': 'Наталья Сапецкая',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1649884,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1649884.jpg',\n",
              "   'name': 'Андрей Казанцев',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 2441191,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2441191.jpg',\n",
              "   'name': 'Сергей Шайдаков',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 2363725,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_2363725.jpg',\n",
              "   'name': 'Артур Бесчастный',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1324756,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1324756.jpg',\n",
              "   'name': 'Григорий Калинин',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1925461,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1925461.jpg',\n",
              "   'name': 'Алексей Маслодудов',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 1948766,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1948766.jpg',\n",
              "   'name': 'Денис Некрасов',\n",
              "   'enName': None,\n",
              "   'description': None,\n",
              "   'profession': 'актеры дубляжа',\n",
              "   'enProfession': 'voice_actor'},\n",
              "  {'id': 45159,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_45159.jpg',\n",
              "   'name': 'Гай Ричи',\n",
              "   'enName': 'Guy Ritchie',\n",
              "   'description': None,\n",
              "   'profession': 'сценаристы',\n",
              "   'enProfession': 'writer'},\n",
              "  {'id': 4984694,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_4984694.jpg',\n",
              "   'name': 'Айван Эткинсон',\n",
              "   'enName': 'Ivan Atkinson',\n",
              "   'description': None,\n",
              "   'profession': 'сценаристы',\n",
              "   'enProfession': 'writer'},\n",
              "  {'id': 1910756,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1910756.jpg',\n",
              "   'name': 'Марн Дэвис',\n",
              "   'enName': 'Marn Davies',\n",
              "   'description': None,\n",
              "   'profession': 'сценаристы',\n",
              "   'enProfession': 'writer'},\n",
              "  {'id': 1266524,\n",
              "   'photo': 'https://image.openmoviedb.com/kinopoisk-st-images//actor_iphone/iphone360_1266524.jpg',\n",
              "   'name': 'Лорен Бонд',\n",
              "   'enName': 'Lauren Bond',\n",
              "   'description': None,\n",
              "   'profession': 'сценаристы',\n",
              "   'enProfession': 'writer'}],\n",
              " 'budget': {'currency': '$', 'value': 22000000},\n",
              " 'premiere': {'country': None,\n",
              "  'cinema': None,\n",
              "  'bluray': None,\n",
              "  'dvd': None,\n",
              "  'digital': '2020-03-31T00:00:00.000Z',\n",
              "  'russia': '2020-02-13T00:00:00.000Z',\n",
              "  'world': '2019-12-03T00:00:00.000Z'},\n",
              " 'top10': None,\n",
              " 'top250': 7,\n",
              " 'isSeries': False,\n",
              " 'ticketsOnSale': False,\n",
              " 'lists': ['top250',\n",
              "  'top500',\n",
              "  'popular-films',\n",
              "  'hearing_impairment',\n",
              "  'guy_ritchie',\n",
              "  'top20of2023',\n",
              "  'hd-blockbusters',\n",
              "  'hd-revise',\n",
              "  'ozvucheno_kubik_v_kube',\n",
              "  'box-russia-dollar',\n",
              "  'top-250-2020',\n",
              "  'hd'],\n",
              " 'networks': None,\n",
              " 'createdAt': '2024-04-13T01:35:34.645Z',\n",
              " 'updatedAt': '2025-05-08T01:00:18.460Z',\n",
              " 'fees': {'russia': {'value': 18003343, 'currency': '$'},\n",
              "  'usa': {'value': 36471795, 'currency': '$'},\n",
              "  'world': {'value': 115171795, 'currency': '$'}},\n",
              " 'videos': {'trailers': [{'url': 'https://www.youtube.com/embed/e-aiHVdRlJg',\n",
              "    'name': 'ДЖЕНТЛЬМЕНЫ | Трейлер #2 | В кино с 13 февраля',\n",
              "    'site': 'youtube',\n",
              "    'type': 'TRAILER'},\n",
              "   {'url': 'https://www.youtube.com/embed/Fui5_1tTuac',\n",
              "    'name': 'ДЖЕНТЛЬМЕНЫ | Трейлер | В кино с 13 февраля',\n",
              "    'site': 'youtube',\n",
              "    'type': 'TRAILER'},\n",
              "   {'url': 'https://www.youtube.com/embed/KlXsguV9g0E',\n",
              "    'name': 'The Gentlemen | Official Trailer 2 [HD] | In Theaters January 24, 2020',\n",
              "    'site': 'youtube',\n",
              "    'type': 'TRAILER'},\n",
              "   {'url': 'https://www.youtube.com/embed/2B0RpUGss2c',\n",
              "    'name': 'The Gentlemen | Official Trailer [HD] | Coming Soon to Theaters',\n",
              "    'site': 'youtube',\n",
              "    'type': 'TRAILER'}]},\n",
              " 'logo': {'url': 'https://image.openmoviedb.com/tmdb-images/original/38ecooyBqaNOdOT0RbRmtw2n0Bn.png',\n",
              "  'previewUrl': 'https://image.openmoviedb.com/tmdb-images/w500/38ecooyBqaNOdOT0RbRmtw2n0Bn.png'},\n",
              " 'isTmdbChecked': True,\n",
              " 'watchability': {'items': [{'name': 'Kinopoisk HD',\n",
              "    'logo': {'url': 'https://yastatic.net/s3/kinopoisk-frontend/hd-www/release/apple-touch-icon-180x180.png'},\n",
              "    'url': 'https://hd.kinopoisk.ru/?rt=47649cf90de74aca8da7eb5b17fc8a8a'}]},\n",
              " 'userRatingsParsed': True}"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "film_info"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XwitUfhsSoM6"
      },
      "source": [
        "Давайте теперь соберём информацию о наборе фильмов в `pandas.DataFrame`. Количество фильмов, которое можно скачать за день, ограничено на бесплатном тарифе 50 запросами, поэтому скачаем сколько получится. Скачивание набора фильмов производится постранично. Одна страница содержит 10 фильмов, её можно скачать одним запросом. Его формат, а также формат ответа, описан в документации."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "M-7NJjFLXZG6",
        "outputId": "7675c16f-851f-4b5b-adde-4032417dbae3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Ответ на странице 1:\n",
            "{\n",
            "    \"docs\": [\n",
            "        {\n",
            "            \"id\": 6532244,\n",
            "            \"name\": \"\\u041a\\u0440\\u0443\\u0442\\u043e\\u0439 \\u043a\\u043e\\u043d\\u0446\\u0435\\u0440\\u0442\",\n",
            "            \"alternativeName\": null,\n",
            "            \"enName\": null,\n",
            "            \"type\": \"movie\",\n",
            "            \"typeNumber\": 1,\n",
            "            \"year\": 2024,\n",
            "            \"description\": null,\n",
            "            \"shortDescription\": null,\n",
            "            \"status\": null,\n",
            "            \"rating\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 0,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"votes\": {\n",
            "                \"kp\": 4,\n",
            "                \"imdb\": 0,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"movieLength\": 74,\n",
            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": null,\n",
            "            \"ratingMpaa\": null,\n",
            "            \"ageRating\": null,\n",
            "            \"genres\": [\n",
            "                {\n",
            "                    \"name\": \"\\u043a\\u043e\\u043d\\u0446\\u0435\\u0440\\u0442\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u043c\\u0443\\u0437\\u044b\\u043a\\u0430\"\n",
            "                }\n",
            "            ],\n",
            "            \"countries\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0420\\u043e\\u0441\\u0441\\u0438\\u044f\"\n",
            "                }\n",
            "            ],\n",
            "            \"top10\": null,\n",
            "            \"top250\": null,\n",
            "            \"isSeries\": false,\n",
            "            \"ticketsOnSale\": false\n",
            "        },\n",
            "        {\n",
            "            \"id\": 7874438,\n",
            "            \"name\": null,\n",
            "            \"alternativeName\": \"Stand-Up Stand-Up\",\n",
            "            \"type\": \"tv-series\",\n",
            "            \"typeNumber\": 2,\n",
            "            \"year\": 1992,\n",
            "            \"description\": null,\n",
            "            \"shortDescription\": null,\n",
            "            \"status\": \"completed\",\n",
            "            \"rating\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 7.5,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"votes\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 21,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"movieLength\": null,\n",
            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": 30,\n",
            "            \"ratingMpaa\": null,\n",
            "            \"ageRating\": null,\n",
            "            \"genres\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0434\\u043e\\u043a\\u0443\\u043c\\u0435\\u043d\\u0442\\u0430\\u043b\\u044c\\u043d\\u044b\\u0439\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u043a\\u043e\\u043c\\u0435\\u0434\\u0438\\u044f\"\n",
            "                }\n",
            "            ],\n",
            "            \"countries\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0421\\u0428\\u0410\"\n",
            "                }\n",
            "            ],\n",
            "            \"releaseYears\": [\n",
            "                {\n",
            "                    \"start\": 1992,\n",
            "                    \"end\": 1995\n",
            "                }\n",
            "            ],\n",
            "            \"top10\": null,\n",
            "            \"top250\": null,\n",
            "            \"isSeries\": true,\n",
            "            \"ticketsOnSale\": false\n",
            "        },\n",
            "        {\n",
            "            \"id\": 7875986,\n",
            "            \"name\": null,\n",
            "            \"alternativeName\": \"Fantastic Max\",\n",
            "            \"type\": \"animated-series\",\n",
            "            \"typeNumber\": 5,\n",
            "            \"year\": 1988,\n",
            "            \"description\": null,\n",
            "            \"shortDescription\": null,\n",
            "            \"status\": \"completed\",\n",
            "            \"rating\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 6.9,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"votes\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 318,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"movieLength\": null,\n",
            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": 30,\n",
            "            \"ratingMpaa\": null,\n",
            "            \"ageRating\": null,\n",
            "            \"genres\": [\n",
            "                {\n",
            "                    \"name\": \"\\u043c\\u0443\\u043b\\u044c\\u0442\\u0444\\u0438\\u043b\\u044c\\u043c\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u0441\\u0435\\u043c\\u0435\\u0439\\u043d\\u044b\\u0439\"\n",
            "                }\n",
            "            ],\n",
            "            \"countries\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0421\\u0428\\u0410\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u0412\\u0435\\u043b\\u0438\\u043a\\u043e\\u0431\\u0440\\u0438\\u0442\\u0430\\u043d\\u0438\\u044f\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u042f\\u043f\\u043e\\u043d\\u0438\\u044f\"\n",
            "                }\n",
            "            ],\n",
            "            \"releaseYears\": [\n",
            "                {\n",
            "                    \"start\": 1988,\n",
            "                    \"end\": 1991\n",
            "                }\n",
            "            ],\n",
            "            \"top10\": null,\n",
            "            \"top250\": null,\n",
            "            \"isSeries\": true,\n",
            "            \"ticketsOnSale\": false\n",
            "        },\n",
            "        {\n",
            "            \"id\": 7874440,\n",
            "            \"name\": null,\n",
            "            \"alternativeName\": \"Seriously Amazing Objects\",\n",
            "            \"type\": \"tv-series\",\n",
            "            \"typeNumber\": 2,\n",
            "            \"year\": 2013,\n",
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            "            \"shortDescription\": null,\n",
            "            \"status\": null,\n",
            "            \"rating\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 8,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"votes\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 11,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"movieLength\": null,\n",
            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": null,\n",
            "            \"ratingMpaa\": null,\n",
            "            \"ageRating\": null,\n",
            "            \"genres\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0431\\u043e\\u0435\\u0432\\u0438\\u043a\"\n",
            "                }\n",
            "            ],\n",
            "            \"countries\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0421\\u0428\\u0410\"\n",
            "                }\n",
            "            ],\n",
            "            \"releaseYears\": [\n",
            "                {\n",
            "                    \"start\": 2013,\n",
            "                    \"end\": null\n",
            "                }\n",
            "            ],\n",
            "            \"top10\": null,\n",
            "            \"top250\": null,\n",
            "            \"isSeries\": true,\n",
            "            \"ticketsOnSale\": false\n",
            "        },\n",
            "        {\n",
            "            \"id\": 7873532,\n",
            "            \"name\": null,\n",
            "            \"alternativeName\": \"Kono Sekai wa Fukanzen Sugiru\",\n",
            "            \"type\": \"animated-series\",\n",
            "            \"typeNumber\": 5,\n",
            "            \"year\": 2024,\n",
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            "            \"status\": \"completed\",\n",
            "            \"rating\": {\n",
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            "                \"await\": 0\n",
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            "            \"votes\": {\n",
            "                \"kp\": 1,\n",
            "                \"imdb\": 316,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"movieLength\": null,\n",
            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": null,\n",
            "            \"ratingMpaa\": null,\n",
            "            \"ageRating\": null,\n",
            "            \"genres\": [\n",
            "                {\n",
            "                    \"name\": \"\\u043c\\u0443\\u043b\\u044c\\u0442\\u0444\\u0438\\u043b\\u044c\\u043c\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u0444\\u044d\\u043d\\u0442\\u0435\\u0437\\u0438\"\n",
            "                },\n",
            "                {\n",
            "                    \"name\": \"\\u043a\\u043e\\u043c\\u0435\\u0434\\u0438\\u044f\"\n",
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            "                {\n",
            "                    \"name\": \"\\u043f\\u0440\\u0438\\u043a\\u043b\\u044e\\u0447\\u0435\\u043d\\u0438\\u044f\"\n",
            "                }\n",
            "            ],\n",
            "            \"countries\": [\n",
            "                {\n",
            "                    \"name\": \"\\u042f\\u043f\\u043e\\u043d\\u0438\\u044f\"\n",
            "                }\n",
            "            ],\n",
            "            \"releaseYears\": [\n",
            "                {\n",
            "                    \"start\": 2024,\n",
            "                    \"end\": 2024\n",
            "                }\n",
            "            ],\n",
            "            \"top10\": null,\n",
            "            \"top250\": null,\n",
            "            \"isSeries\": true,\n",
            "            \"ticketsOnSale\": false\n",
            "        },\n",
            "        {\n",
            "            \"id\": 212636,\n",
            "            \"name\": null,\n",
            "            \"alternativeName\": \"Gahanu Lamai\",\n",
            "            \"enName\": null,\n",
            "            \"type\": \"movie\",\n",
            "            \"typeNumber\": 1,\n",
            "            \"year\": 1978,\n",
            "            \"description\": null,\n",
            "            \"shortDescription\": null,\n",
            "            \"status\": null,\n",
            "            \"rating\": {\n",
            "                \"kp\": 0,\n",
            "                \"imdb\": 8,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"votes\": {\n",
            "                \"kp\": 1,\n",
            "                \"imdb\": 37,\n",
            "                \"filmCritics\": 0,\n",
            "                \"russianFilmCritics\": 0,\n",
            "                \"await\": 0\n",
            "            },\n",
            "            \"movieLength\": 100,\n",
            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": null,\n",
            "            \"ratingMpaa\": null,\n",
            "            \"ageRating\": null,\n",
            "            \"countries\": [\n",
            "                {\n",
            "                    \"name\": \"\\u0428\\u0440\\u0438-\\u041b\\u0430\\u043d\\u043a\\u0430\"\n",
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            "            \"isSeries\": false,\n",
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            "        {\n",
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            "            \"year\": 2025,\n",
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            "            \"totalSeriesLength\": null,\n",
            "            \"seriesLength\": 45,\n",
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            "            \"genres\": [\n",
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            "    \"page\": 3,\n",
            "    \"pages\": 107884\n",
            "}\n",
            "Ответ на странице 4:\n",
            "{\n",
            "    \"docs\": [\n",
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            "Ответ на странице 6:\n",
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            "    \"pages\": 107884\n",
            "}\n",
            "Ответ на странице 7:\n",
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            "Ответ на странице 8:\n",
            "{\n",
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            "Ответ на странице 9:\n",
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            "Ответ на странице 11:\n",
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            "Ответ на странице 13:\n",
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            "}\n",
            "Ответ на странице 14:\n",
            "{\n",
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            "Ответ на странице 16:\n",
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            "Ответ на странице 17:\n",
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            "Ответ на странице 20:\n",
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            "            \"alternativeName\": \"Farah\",\n",
            "            \"enName\": null,\n",
            "            \"type\": \"movie\",\n",
            "            \"typeNumber\": 1,\n",
            "            \"year\": 2023,\n",
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            "                {\n",
            "                    \"name\": \"\\u043a\\u043e\\u0440\\u043e\\u0442\\u043a\\u043e\\u043c\\u0435\\u0442\\u0440\\u0430\\u0436\\u043a\\u0430\"\n",
            "                }\n",
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            "        }\n",
            "    ],\n",
            "    \"total\": 1078836,\n",
            "    \"limit\": 10,\n",
            "    \"page\": 20,\n",
            "    \"pages\": 107884\n",
            "}\n",
            "Данные успешно собраны и сохранены в файл.\n",
            "        id            name                alternativeName  enName  \\\n",
            "0  6532244  Крутой концерт                           None     NaN   \n",
            "1  7874438            None              Stand-Up Stand-Up     NaN   \n",
            "2  7875986            None                  Fantastic Max     NaN   \n",
            "3  7874440            None      Seriously Amazing Objects     NaN   \n",
            "4  7873532            None  Kono Sekai wa Fukanzen Sugiru     NaN   \n",
            "\n",
            "              type  typeNumber    year description shortDescription  \\\n",
            "0            movie           1  2024.0        None             None   \n",
            "1        tv-series           2  1992.0        None             None   \n",
            "2  animated-series           5  1988.0        None             None   \n",
            "3        tv-series           2  2013.0        None             None   \n",
            "4  animated-series           5  2024.0        None             None   \n",
            "\n",
            "      status  ... ageRating  \\\n",
            "0       None  ...       NaN   \n",
            "1  completed  ...       NaN   \n",
            "2  completed  ...       NaN   \n",
            "3       None  ...       NaN   \n",
            "4  completed  ...       NaN   \n",
            "\n",
            "                                              genres  \\\n",
            "0          [{'name': 'концерт'}, {'name': 'музыка'}]   \n",
            "1  [{'name': 'документальный'}, {'name': 'комедия'}]   \n",
            "2     [{'name': 'мультфильм'}, {'name': 'семейный'}]   \n",
            "3                               [{'name': 'боевик'}]   \n",
            "4  [{'name': 'мультфильм'}, {'name': 'фэнтези'}, ...   \n",
            "\n",
            "                                           countries  top10  top250 isSeries  \\\n",
            "0                               [{'name': 'Россия'}]   None    None    False   \n",
            "1                                  [{'name': 'США'}]   None    None     True   \n",
            "2  [{'name': 'США'}, {'name': 'Великобритания'}, ...   None    None     True   \n",
            "3                                  [{'name': 'США'}]   None    None     True   \n",
            "4                               [{'name': 'Япония'}]   None    None     True   \n",
            "\n",
            "   ticketsOnSale                    releaseYears poster backdrop  \n",
            "0          False                             NaN    NaN      NaN  \n",
            "1          False  [{'start': 1992, 'end': 1995}]    NaN      NaN  \n",
            "2          False  [{'start': 1988, 'end': 1991}]    NaN      NaN  \n",
            "3          False  [{'start': 2013, 'end': None}]    NaN      NaN  \n",
            "4          False  [{'start': 2024, 'end': 2024}]    NaN      NaN  \n",
            "\n",
            "[5 rows x 26 columns]\n"
          ]
        }
      ],
      "source": [
        "# Базовый URL API\n",
        "url = \"https://api.kinopoisk.dev/v1.4/movie?page={page_num}\"\n",
        "\n",
        "# Заголовки с токеном\n",
        "headers = {\n",
        "    \"X-API-KEY\": token\n",
        "}\n",
        "\n",
        "# Функция для скачивания данных о фильмах по страницам\n",
        "def download_movies(page_num):\n",
        "    response = requests.get(url.format(page_num=page_num), headers=headers)\n",
        "    if response.status_code == 200:\n",
        "        return response.json()  # Возвращаем JSON с данными\n",
        "    else:\n",
        "        print(f\"Ошибка: {response.status_code}\")\n",
        "        return {}\n",
        "\n",
        "all_movies = []\n",
        "for page in range(1, 21):\n",
        "    movies_data = download_movies(page)\n",
        "    if movies_data:\n",
        "        print(f\"Ответ на странице {page}:\")\n",
        "        print(json.dumps(movies_data, indent=4))\n",
        "        # Проверим, что в ответе есть ключ с фильмами\n",
        "        if 'docs' in movies_data:\n",
        "            all_movies.extend(movies_data['docs'])  # Фильмы находятся в 'docs'\n",
        "        else:\n",
        "            print(f\"Ошибка: Нет ключа 'docs' на странице {page}\")\n",
        "\n",
        "df_movies = pd.DataFrame(all_movies)\n",
        "df_movies.to_csv(\"films_info.csv\", index=False)\n",
        "print(\"Данные успешно собраны и сохранены в файл.\")\n",
        "print(df_movies.head())\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2ktCtxc6XZG6",
        "outputId": "c531f331-b835-4da2-bea0-c8b13ba1ad94"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 200 entries, 0 to 199\n",
            "Data columns (total 26 columns):\n",
            " #   Column             Non-Null Count  Dtype  \n",
            "---  ------             --------------  -----  \n",
            " 0   id                 200 non-null    int64  \n",
            " 1   name               75 non-null     object \n",
            " 2   alternativeName    152 non-null    object \n",
            " 3   enName             0 non-null      float64\n",
            " 4   type               200 non-null    object \n",
            " 5   typeNumber         200 non-null    int64  \n",
            " 6   year               177 non-null    float64\n",
            " 7   description        41 non-null     object \n",
            " 8   shortDescription   3 non-null      object \n",
            " 9   status             63 non-null     object \n",
            " 10  rating             200 non-null    object \n",
            " 11  votes              200 non-null    object \n",
            " 12  movieLength        104 non-null    float64\n",
            " 13  totalSeriesLength  4 non-null      float64\n",
            " 14  seriesLength       21 non-null     float64\n",
            " 15  ratingMpaa         3 non-null      object \n",
            " 16  ageRating          35 non-null     float64\n",
            " 17  genres             197 non-null    object \n",
            " 18  countries          196 non-null    object \n",
            " 19  top10              0 non-null      object \n",
            " 20  top250             0 non-null      object \n",
            " 21  isSeries           200 non-null    bool   \n",
            " 22  ticketsOnSale      200 non-null    bool   \n",
            " 23  releaseYears       61 non-null     object \n",
            " 24  poster             53 non-null     object \n",
            " 25  backdrop           8 non-null      object \n",
            "dtypes: bool(2), float64(6), int64(2), object(16)\n",
            "memory usage: 38.0+ KB\n"
          ]
        }
      ],
      "source": [
        "df_movies.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x9Tx7TtpXZG7"
      },
      "source": [
        "У нас есть две колонки с названием фильма, возьмем первую ненулевую для каждого, и сделаем одну колонку с названием фильма"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZZubhGOKXZG7",
        "outputId": "6617b65c-d91b-4fee-bec9-2cc00d5f3d9d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 200 entries, 0 to 199\n",
            "Data columns (total 25 columns):\n",
            " #   Column             Non-Null Count  Dtype  \n",
            "---  ------             --------------  -----  \n",
            " 0   id                 200 non-null    int64  \n",
            " 1   enName             0 non-null      float64\n",
            " 2   type               200 non-null    object \n",
            " 3   typeNumber         200 non-null    int64  \n",
            " 4   year               177 non-null    float64\n",
            " 5   description        41 non-null     object \n",
            " 6   shortDescription   3 non-null      object \n",
            " 7   status             63 non-null     object \n",
            " 8   rating             200 non-null    object \n",
            " 9   votes              200 non-null    object \n",
            " 10  movieLength        104 non-null    float64\n",
            " 11  totalSeriesLength  4 non-null      float64\n",
            " 12  seriesLength       21 non-null     float64\n",
            " 13  ratingMpaa         3 non-null      object \n",
            " 14  ageRating          35 non-null     float64\n",
            " 15  genres             197 non-null    object \n",
            " 16  countries          196 non-null    object \n",
            " 17  top10              0 non-null      object \n",
            " 18  top250             0 non-null      object \n",
            " 19  isSeries           200 non-null    bool   \n",
            " 20  ticketsOnSale      200 non-null    bool   \n",
            " 21  releaseYears       61 non-null     object \n",
            " 22  poster             53 non-null     object \n",
            " 23  backdrop           8 non-null      object \n",
            " 24  name_final         200 non-null    object \n",
            "dtypes: bool(2), float64(6), int64(2), object(15)\n",
            "memory usage: 36.5+ KB\n"
          ]
        }
      ],
      "source": [
        "df_movies_alt = df_movies.copy()\n",
        "df_movies_alt['name_final'] = df_movies['name'].combine_first(df_movies['alternativeName'])\n",
        "df_movies_alt = df_movies_alt.drop(columns=['name', 'alternativeName'])\n",
        "df_movies_alt.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rN8sSGtKXZG7"
      },
      "source": [
        "Видим много пропущенных значений, оставим только те колонки, в которых есть какая-то полезная информация"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Undbp7HwXZG7",
        "outputId": "48a32a65-0aa1-4f5a-b745-2c393e7c67ef"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 200 entries, 0 to 199\n",
            "Data columns (total 7 columns):\n",
            " #   Column      Non-Null Count  Dtype  \n",
            "---  ------      --------------  -----  \n",
            " 0   id          200 non-null    int64  \n",
            " 1   type        200 non-null    object \n",
            " 2   year        177 non-null    float64\n",
            " 3   rating      200 non-null    object \n",
            " 4   genres      197 non-null    object \n",
            " 5   countries   196 non-null    object \n",
            " 6   name_final  200 non-null    object \n",
            "dtypes: float64(1), int64(1), object(5)\n",
            "memory usage: 11.1+ KB\n"
          ]
        }
      ],
      "source": [
        "threshold = 150 # колонки, в которых меньше 150 ненулевых значений уберем\n",
        "df_movies_alt = df_movies_alt.loc[:, df_movies_alt.notnull().sum() >= threshold]\n",
        "\n",
        "df_movies_alt = df_movies_alt.drop(columns=['votes', 'typeNumber', 'isSeries', 'ticketsOnSale'])\n",
        "\n",
        "df_movies_alt.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-18B_jq0XZG7"
      },
      "source": [
        "Сделаем колонку отечественных фильмов. В колонке стран есть список стран, которые участвовали в создании фильма."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1nigTlzsXZG7",
        "outputId": "dbeb95f9-eea6-491f-b37d-e26548ae0382"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>type</th>\n",
              "      <th>year</th>\n",
              "      <th>rating</th>\n",
              "      <th>genres</th>\n",
              "      <th>countries</th>\n",
              "      <th>name_final</th>\n",
              "      <th>is_russian</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>6532244</td>\n",
              "      <td>movie</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'концерт'}, {'name': 'музыка'}]</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Крутой концерт</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7874438</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>1992.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 7.5, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'документальный'}, {'name': 'комедия'}]</td>\n",
              "      <td>[{'name': 'США'}]</td>\n",
              "      <td>Stand-Up Stand-Up</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>7875986</td>\n",
              "      <td>animated-series</td>\n",
              "      <td>1988.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 6.9, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'мультфильм'}, {'name': 'семейный'}]</td>\n",
              "      <td>[{'name': 'США'}, {'name': 'Великобритания'}, ...</td>\n",
              "      <td>Fantastic Max</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7874440</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 8, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'боевик'}]</td>\n",
              "      <td>[{'name': 'США'}]</td>\n",
              "      <td>Seriously Amazing Objects</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>7873532</td>\n",
              "      <td>animated-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 6.1, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'мультфильм'}, {'name': 'фэнтези'}, ...</td>\n",
              "      <td>[{'name': 'Япония'}]</td>\n",
              "      <td>Kono Sekai wa Fukanzen Sugiru</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>7784354</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'мелодрама'}]</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Верить нельзя солгать</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>7784347</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'мелодрама'}]</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Пока брак не разлучит нас</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>7783381</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'мелодрама'}, {'name': 'детектив'}, ...</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Ты мой, я твоя</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>7780976</td>\n",
              "      <td>movie</td>\n",
              "      <td>2022.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 2.4, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'триллер'}]</td>\n",
              "      <td>[{'name': 'США'}]</td>\n",
              "      <td>Captivity</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>7781332</td>\n",
              "      <td>movie</td>\n",
              "      <td>2023.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'короткометражка'}]</td>\n",
              "      <td>[{'name': 'Иордания'}]</td>\n",
              "      <td>Farah</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>200 rows × 8 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          id             type    year  \\\n",
              "0    6532244            movie  2024.0   \n",
              "1    7874438        tv-series  1992.0   \n",
              "2    7875986  animated-series  1988.0   \n",
              "3    7874440        tv-series  2013.0   \n",
              "4    7873532  animated-series  2024.0   \n",
              "..       ...              ...     ...   \n",
              "195  7784354        tv-series  2024.0   \n",
              "196  7784347        tv-series  2024.0   \n",
              "197  7783381        tv-series  2024.0   \n",
              "198  7780976            movie  2022.0   \n",
              "199  7781332            movie  2023.0   \n",
              "\n",
              "                                                rating  \\\n",
              "0    {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "1    {'kp': 0, 'imdb': 7.5, 'filmCritics': 0, 'russ...   \n",
              "2    {'kp': 0, 'imdb': 6.9, 'filmCritics': 0, 'russ...   \n",
              "3    {'kp': 0, 'imdb': 8, 'filmCritics': 0, 'russia...   \n",
              "4    {'kp': 0, 'imdb': 6.1, 'filmCritics': 0, 'russ...   \n",
              "..                                                 ...   \n",
              "195  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "196  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "197  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "198  {'kp': 0, 'imdb': 2.4, 'filmCritics': 0, 'russ...   \n",
              "199  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "\n",
              "                                                genres  \\\n",
              "0            [{'name': 'концерт'}, {'name': 'музыка'}]   \n",
              "1    [{'name': 'документальный'}, {'name': 'комедия'}]   \n",
              "2       [{'name': 'мультфильм'}, {'name': 'семейный'}]   \n",
              "3                                 [{'name': 'боевик'}]   \n",
              "4    [{'name': 'мультфильм'}, {'name': 'фэнтези'}, ...   \n",
              "..                                                 ...   \n",
              "195                            [{'name': 'мелодрама'}]   \n",
              "196                            [{'name': 'мелодрама'}]   \n",
              "197  [{'name': 'мелодрама'}, {'name': 'детектив'}, ...   \n",
              "198                              [{'name': 'триллер'}]   \n",
              "199                      [{'name': 'короткометражка'}]   \n",
              "\n",
              "                                             countries  \\\n",
              "0                                 [{'name': 'Россия'}]   \n",
              "1                                    [{'name': 'США'}]   \n",
              "2    [{'name': 'США'}, {'name': 'Великобритания'}, ...   \n",
              "3                                    [{'name': 'США'}]   \n",
              "4                                 [{'name': 'Япония'}]   \n",
              "..                                                 ...   \n",
              "195                               [{'name': 'Россия'}]   \n",
              "196                               [{'name': 'Россия'}]   \n",
              "197                               [{'name': 'Россия'}]   \n",
              "198                                  [{'name': 'США'}]   \n",
              "199                             [{'name': 'Иордания'}]   \n",
              "\n",
              "                        name_final  is_russian  \n",
              "0                   Крутой концерт        True  \n",
              "1                Stand-Up Stand-Up       False  \n",
              "2                    Fantastic Max       False  \n",
              "3        Seriously Amazing Objects       False  \n",
              "4    Kono Sekai wa Fukanzen Sugiru       False  \n",
              "..                             ...         ...  \n",
              "195          Верить нельзя солгать        True  \n",
              "196      Пока брак не разлучит нас        True  \n",
              "197                 Ты мой, я твоя        True  \n",
              "198                      Captivity       False  \n",
              "199                          Farah       False  \n",
              "\n",
              "[200 rows x 8 columns]"
            ]
          },
          "execution_count": 100,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_movies_alt['is_russian'] = df_movies_alt['countries'].apply(\n",
        "    lambda x: any(country.get('name') == 'Россия' for country in x) if isinstance(x, list) else False\n",
        ")\n",
        "df_movies_alt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Padd9SJAXZG7"
      },
      "source": [
        "В колонке рейтинга у нас фиксированная структура json-подобного объекта, можно легко перевести его значения в новые колонки:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "B-UhsjY1XZG7",
        "outputId": "315875b7-6194-4d45-d9f5-222b1875ba7e"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>type</th>\n",
              "      <th>year</th>\n",
              "      <th>rating</th>\n",
              "      <th>genres</th>\n",
              "      <th>countries</th>\n",
              "      <th>name_final</th>\n",
              "      <th>is_russian</th>\n",
              "      <th>rating_kp</th>\n",
              "      <th>rating_imdb</th>\n",
              "      <th>rating_filmCritics</th>\n",
              "      <th>rating_russianFilmCritics</th>\n",
              "      <th>rating_await</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>6532244</td>\n",
              "      <td>movie</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'концерт'}, {'name': 'музыка'}]</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Крутой концерт</td>\n",
              "      <td>True</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7874438</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>1992.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 7.5, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'документальный'}, {'name': 'комедия'}]</td>\n",
              "      <td>[{'name': 'США'}]</td>\n",
              "      <td>Stand-Up Stand-Up</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>7875986</td>\n",
              "      <td>animated-series</td>\n",
              "      <td>1988.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 6.9, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'мультфильм'}, {'name': 'семейный'}]</td>\n",
              "      <td>[{'name': 'США'}, {'name': 'Великобритания'}, ...</td>\n",
              "      <td>Fantastic Max</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7874440</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 8, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'боевик'}]</td>\n",
              "      <td>[{'name': 'США'}]</td>\n",
              "      <td>Seriously Amazing Objects</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>7873532</td>\n",
              "      <td>animated-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 6.1, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'мультфильм'}, {'name': 'фэнтези'}, ...</td>\n",
              "      <td>[{'name': 'Япония'}]</td>\n",
              "      <td>Kono Sekai wa Fukanzen Sugiru</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>7784354</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'мелодрама'}]</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Верить нельзя солгать</td>\n",
              "      <td>True</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>7784347</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'мелодрама'}]</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Пока брак не разлучит нас</td>\n",
              "      <td>True</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>7783381</td>\n",
              "      <td>tv-series</td>\n",
              "      <td>2024.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'мелодрама'}, {'name': 'детектив'}, ...</td>\n",
              "      <td>[{'name': 'Россия'}]</td>\n",
              "      <td>Ты мой, я твоя</td>\n",
              "      <td>True</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>7780976</td>\n",
              "      <td>movie</td>\n",
              "      <td>2022.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 2.4, 'filmCritics': 0, 'russ...</td>\n",
              "      <td>[{'name': 'триллер'}]</td>\n",
              "      <td>[{'name': 'США'}]</td>\n",
              "      <td>Captivity</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>7781332</td>\n",
              "      <td>movie</td>\n",
              "      <td>2023.0</td>\n",
              "      <td>{'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...</td>\n",
              "      <td>[{'name': 'короткометражка'}]</td>\n",
              "      <td>[{'name': 'Иордания'}]</td>\n",
              "      <td>Farah</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>200 rows × 13 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          id             type    year  \\\n",
              "0    6532244            movie  2024.0   \n",
              "1    7874438        tv-series  1992.0   \n",
              "2    7875986  animated-series  1988.0   \n",
              "3    7874440        tv-series  2013.0   \n",
              "4    7873532  animated-series  2024.0   \n",
              "..       ...              ...     ...   \n",
              "195  7784354        tv-series  2024.0   \n",
              "196  7784347        tv-series  2024.0   \n",
              "197  7783381        tv-series  2024.0   \n",
              "198  7780976            movie  2022.0   \n",
              "199  7781332            movie  2023.0   \n",
              "\n",
              "                                                rating  \\\n",
              "0    {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "1    {'kp': 0, 'imdb': 7.5, 'filmCritics': 0, 'russ...   \n",
              "2    {'kp': 0, 'imdb': 6.9, 'filmCritics': 0, 'russ...   \n",
              "3    {'kp': 0, 'imdb': 8, 'filmCritics': 0, 'russia...   \n",
              "4    {'kp': 0, 'imdb': 6.1, 'filmCritics': 0, 'russ...   \n",
              "..                                                 ...   \n",
              "195  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "196  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "197  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "198  {'kp': 0, 'imdb': 2.4, 'filmCritics': 0, 'russ...   \n",
              "199  {'kp': 0, 'imdb': 0, 'filmCritics': 0, 'russia...   \n",
              "\n",
              "                                                genres  \\\n",
              "0            [{'name': 'концерт'}, {'name': 'музыка'}]   \n",
              "1    [{'name': 'документальный'}, {'name': 'комедия'}]   \n",
              "2       [{'name': 'мультфильм'}, {'name': 'семейный'}]   \n",
              "3                                 [{'name': 'боевик'}]   \n",
              "4    [{'name': 'мультфильм'}, {'name': 'фэнтези'}, ...   \n",
              "..                                                 ...   \n",
              "195                            [{'name': 'мелодрама'}]   \n",
              "196                            [{'name': 'мелодрама'}]   \n",
              "197  [{'name': 'мелодрама'}, {'name': 'детектив'}, ...   \n",
              "198                              [{'name': 'триллер'}]   \n",
              "199                      [{'name': 'короткометражка'}]   \n",
              "\n",
              "                                             countries  \\\n",
              "0                                 [{'name': 'Россия'}]   \n",
              "1                                    [{'name': 'США'}]   \n",
              "2    [{'name': 'США'}, {'name': 'Великобритания'}, ...   \n",
              "3                                    [{'name': 'США'}]   \n",
              "4                                 [{'name': 'Япония'}]   \n",
              "..                                                 ...   \n",
              "195                               [{'name': 'Россия'}]   \n",
              "196                               [{'name': 'Россия'}]   \n",
              "197                               [{'name': 'Россия'}]   \n",
              "198                                  [{'name': 'США'}]   \n",
              "199                             [{'name': 'Иордания'}]   \n",
              "\n",
              "                        name_final  is_russian  rating_kp  rating_imdb  \\\n",
              "0                   Крутой концерт        True        0.0          0.0   \n",
              "1                Stand-Up Stand-Up       False        0.0          7.5   \n",
              "2                    Fantastic Max       False        0.0          6.9   \n",
              "3        Seriously Amazing Objects       False        0.0          8.0   \n",
              "4    Kono Sekai wa Fukanzen Sugiru       False        0.0          6.1   \n",
              "..                             ...         ...        ...          ...   \n",
              "195          Верить нельзя солгать        True        0.0          0.0   \n",
              "196      Пока брак не разлучит нас        True        0.0          0.0   \n",
              "197                 Ты мой, я твоя        True        0.0          0.0   \n",
              "198                      Captivity       False        0.0          2.4   \n",
              "199                          Farah       False        0.0          0.0   \n",
              "\n",
              "     rating_filmCritics  rating_russianFilmCritics  rating_await  \n",
              "0                   0.0                        0.0           0.0  \n",
              "1                   0.0                        0.0           0.0  \n",
              "2                   0.0                        0.0           0.0  \n",
              "3                   0.0                        0.0           0.0  \n",
              "4                   0.0                        0.0           0.0  \n",
              "..                  ...                        ...           ...  \n",
              "195                 0.0                        0.0           0.0  \n",
              "196                 0.0                        0.0           0.0  \n",
              "197                 0.0                        0.0           0.0  \n",
              "198                 0.0                        0.0           0.0  \n",
              "199                 0.0                        0.0           0.0  \n",
              "\n",
              "[200 rows x 13 columns]"
            ]
          },
          "execution_count": 101,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_movies_alt[['rating_kp', 'rating_imdb', 'rating_filmCritics', 'rating_russianFilmCritics', 'rating_await']] = df_movies_alt['rating'].apply(pd.Series)\n",
        "df_movies_alt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Попробуем посмотреть на тип объекта в полученном датасете:"
      ],
      "metadata": {
        "id": "K_4Y_6-pYGUu"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ssXuR5jaXZG8",
        "outputId": "9992d6f2-abcb-4a34-9294-5dfbf3ddaa51"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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/PeTlH3zwge3cudOuuOKK9MAsF198sdWpU8dmzJjhgjcAAAAAAFEfml977TWrXr26C8Ndu3Y9bEX6qaeesl69elnTpk1DrqMu2NKqVassl7Vs2dKNa169enUebT0AAAAAIB5EbWh+6KGHXPX3pJNOOuy6Q4YMceOR77jjDt911q1b52ZHO/roo7Nc5i1bs2ZNLrcaAAAAABBPonZM8xlnnJGt9RSsv/76axszZkyGbteZbd++3UqWLGnFixfPcpl3vV27duV4ezXzmiYLQPzZu3dvhnOgINH+EGm0QUQS7Q+RRPuLb4FAwBVVYzo0Z4e6VA8fPtzOO+88O+ussw657sGDB0MGZvGW79u3L8fbognINLse4hc9ERBJtD9EGm0QkUT7QyTR/uKXXz6Mq9A8bNgwN3nX/ffff9h1k5KS7K+//gp5mY6/JqpE55QOO6Xp6BF/tHdRH5aaeT03bQTICdofIo02iEii/SGSaH/xbdWqVdleN2ZD8xdffGEffvihPfzww1apUqXDrq8xz7/++qurCHvHVfZ4x4AuW7ZsjrdHpX2O3xbf9GHJa4xIof0h0miDiCTaH/KT8kFqamqW5YmJienn3v8RvYoUKZIl5x1Kdrtmx3Ro/uSTT9z5Aw884E6ZXX/99emzcGvGbO0h+uGHH2zTpk1Ws2bNDOuuX7/enevQUwAAAADi399//21//vmn7xBN9WgtWrSobdy4kdAcI0qUKGFHHXWUK5jmpZgNzR06dHCHpMps3rx57tS5c2cXlL11mjdvbtOmTXOXZQ7Nc+fOtSOOOILQDAAAABSSwKzD1mpCYIUsVSgzVx5VfVagVhBTFRPRPamXegzs3LnTva6Sl8E5pkOzTpmNHj06PTSfeeaZGdZ/9NFHbdy4cXbOOeekP4lTpkxxYxWuvfbasEr0AAAAAGKTKswKzDr0rF8G8Lpsa24kQnNsDOPQcFv1ItbrS2jOAVWS77rrLnvwwQetW7dudu6559rmzZvto48+smOOOcauu+66SG8iAAAAgHymiqQqyKowUzSLLwkJCVa+fHlXbQ41l1VOFZrQLD179nR7HF588UWbMGGCHXnkkda9e3e7/fbb87zfOwAAAIDo41WQ8ypQIbp4r6te50IVmhVsdcqOW265xZ38dOrUyZ0AAAAAFF5UmeNTQj68rkwDBwAAAACAD0IzkI29VZpYgL2RAAAAQOFDaC4k0gKBSG9CzFJgbtSokTtHztD+AABArBs0aJA1aNDATSQMc89Fs2bNrDCIiTHNyL3EhAT7YO1P9te+5EhvSsxJS02zlJS9lpRU0hKLsJ8pXBVKlLZONRtHejMAAACAHCE0FyIKzFv37or0ZsRkaE7ek2ylAwcJzQAAAIXUgAED7Nprr7UqVapEelOiwocffmiJiYXjtzGhGQAAAAAOo3Llyu6Ef9StW9cKi8KxawAAAAAA8nBMs44D/PLLL7tD4zZv3tyN79X/x48fbwcOHMjVfel+evbsabNmzbKzzjrLmjRpYhdeeKHt37/f+vbt6y5fsmRJlusNHTrUXTZt2rQMy6dOnepur1WrVta0aVPr0qWLjR492pKTMw7dDOcxNQgxpjkQCNg777xjV155pbuv448/3p3r7y+//DLDunPnznW38dRTT9kvv/ziqvgnn3yyu81+/fq5y6MFlWYAAAAACNP999/vwmnFihWtRYsWbtn8+fNt+PDhLtA++eSTubr9jRs32m233WbHHnusHXPMMVaiRAkrXrx42LfzzDPPuIBcpkwZF4SLFi1qixYtcsu//fZbmzhxYvpRYnL7mO699153/bJly7rwq+1duXKlffPNN+6+Ro0aZeecc06G6/z000/2yiuvWIUKFVzAXrt2rQvMCxYssNdff91OOukkizRCMwAAAACEGWgVDhVmVcUtVaqUW75161a76KKL7P3333eBt2bNmjm+j82bN7vq8mOPPeb+TktLC/s2VJl+8cUX7cgjj7QPPvjAhWFRhVmVZwXT7777zk499dRcP6YffvjBXb9+/fo2adIkF5y96rPC9rhx4+yNN97IEpq//vprty0K3N5OAYX3yZMn22uvvUZoBgAAAIBY88cff7jz8uXLp4dL0ZjnYcOG2fbt211lN7d69+6d/v+cTLr1999/2969e+2II46wcuXKpS8vXbq0/fvf/7Y1a9ZYrVq18uQxJScn29lnn+0CtheYRVXsHj16uNCsYJ6ZtmXw4MEZquh63ArNq1evtmhAaAYAAACAMKjLtELowoULrU+fPtapUydr27atVatWzZ3nFY35zQ1VlmvXru3CsYJr165d3fbVqVPHddXWKa8e0xlnnOFOwRTYV61a5bpmS6ix3nqM6noe7KijjnLne/bssWhAaAYAAACAMKgSqwms7rzzTjfmVydR1+Rzzz3XevXq5cbo5kZSUlKOxjAHU5VX23nzzTe7ybZ00vjkGjVquG7SCscKxXn1mPbu3WtTpkyxL774woVlVa/VPdsbMx1KcFXaU6RIEXeu60YDQjMAAAAAhOn000934fDzzz93s1yrmrpixQp30uRab775ZnrX55zISXdszX6dWaNGjdyM31999ZXbXm3nunXr7KWXXnJjjzUJlzcLdm4e05YtW1ywXr9+vesOrhm/O3fu7O5fwfuCCy4Ieb1DBepowSGnAAAAACAHVJ3V4Zs00dWcOXPcOFx1ef7rr79cKM0PXsgMNTHYrl27Ql5HFesOHTrYo48+ajNnznSTemn8sSrDmkU7Lx7TyJEjXWBWcNb1NIb5nnvucbeVuft1rCE0AwAAAEAYPvvsM9e9eezYsRnCrKqrt9xyi/t706ZN+XLf3iRd27Zty7BcXZkXL16cYdmPP/5oHTt2tCFDhmRYrvHLd999d4btzO1j+vHHH935Nddc4w5rFUwhOqczgEcDQjMAAAAAhKFevXr2+++/u+MIq6uzR6Hwww8/dP8/4YQT8uW+vcnB1F3a646twPzss89m2BapW7euq/6+++67WQK1qs3B25nbx1S1alV3rm7dmQ8ppbHSsm/fPotFjGkGAAAAgDBoRuprr73WdUFWJVfdlzWh1fLly13w1OWXX355vtz3JZdcYhMmTHBh9Pzzz7fjjjvO3a+Crma81vGYPTpElA7n9OCDD9qll17qjnmsGbV/++03N05Z//eqyLl9TP369XMV5aFDh9p7773nDlXl3U+lSpVc1VqHwNKxo3M7wVlBo9IMAAAAAGEaMGCAC6Oq/KprsiqsCobqnqxxwDrecX44+uij7Y033rD27du7ccazZ8+2KlWquAqxJvLKrGfPnq7SqxC8bNkyN9GXjql82WWX2fTp093t5cVjateunevarUnFdHxljZ1WQL7iiitcpfu0006zgwcPugnJYk1CIFrm8Y5hS5YsydcuGHnl9ZVzbeve0JMDwF9aapol70m20qVKW2IR9jOFq3LJstb32FaR3oyYpeMTLl261Bo2bJg+hgkoSLRBRBLtD/khJSXFVUB1rGId1smPuj5rXa3jHQIJ8fP6hpPhSAAAAAAAAPhgTDMAAAAA5IMxY8a4rsrZVaFCBbv33nvzdZsQPkIzAAAAAOSDb775xubNm5ft9atXr05ojkKEZgAAAADIB5qcC7GPMc0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAABACImJ8RuXpk2bZg0aNDjsae7cuWHd7ujRo931Zs6cafGiaKQ3AAAAAACiSVogYEWKFLGSJUtatG5fYkJCntxWy5Yt3clP9erVrbAjNAMAAABAEAXSD37/yf7cu8sSEhMtj/JpnqhQorR1qtk4z25PgfmWW27Js9uLR4RmAAAAAMhk275k27J3l+uiHU2hGQUvJjrpb9myxZo3b24TJkzIctnOnTtt2LBhdtZZZ1njxo2tdevWNnDgQFu3bl3I25oxY4Z169bNmjZtam3atLHhw4dbcnJyATwKAAAAAIhN69atswceeCA9dzVr1swuueQSl68O548//rDBgwdbhw4d3HWVw/T3hg0bsqy7ePFiu/76610FvEmTJta9e3ebOnWqRVLUV5oVaNVdYPfu3Vku27Vrl1122WX266+/WqtWrezcc8+133//3T744AP7+uuv7e2337ZatWqlr//888/biBEjrGHDhtanTx9bsWKFjR8/3n788Ud77bXXrHjx4gX86AAAAAAguq1du9YF5H379tnZZ59tVatWtY0bN9onn3xi99xzjxUrVsw6deoU8rq6zrXXXmsrV6501z3//PNdZlPYnjNnjv3vf/+z0qVLu3U1eZiyX1JSklv3iCOOsC+//NLuvfdel90UtCMhqkOz9jzoSfv5559DXv7iiy+6wKx1br755vTl7777rt111132xBNP2LPPPpt+W6NGjXIVawXkokX/eehPP/20PffcczZ58mTr3bt3AT0yAAAAAIi8efPmuRmvQ1GBslKlSjZu3DjbsWOHy1EqVnpUqLz66qvtvffe8w3N33zzjS1dutRuuukmu/XWW9OXP/PMM+5+P/30U9cTeM+ePTZo0CAXlKdMmeKCuagX8Y033uiKnQrSJ598shW0qA3NelIUclNSUuyUU06x7777Lss6eoK1F6J///4Zll9wwQXuBZg9e3b6MlWdDx486Er9XmAW/a0XXyV/QjMAAACAwhaadQpF3akrVapkXbt2dd2xgwOzeLNu//XXX763n5aW5s6XL1/uqs4lSpRwf1955ZWuel25cmX39xdffOGCuarKXmAWZbc77rjDVZynT59OaA6mIKvpzR966CFbs2ZNyNDct29fF6rVHSAzvRj79+93QVlP9Pz5890g/hYtWmRZT+Ob1TVAXcG9rgEAAAAAEO/UY/dws2effPLJ7rR9+3ZbtmyZ616tHr8LFy50l6empvpeV3NO1ahRwz777DP3/9NOO83atm1r7dq1sypVqqSv5/Uu1pjmzJVv7/ZVsY6EqA3NCst6UnV8NIXmUHr27BlyuV7A1atXW+3atdOryuqHr70koY61pnAeCATci9+oUaM8fiQAAAAAELt27Nhhjz76qJs7SkXJhIQEq1mzpp166qku5CpL+VH+euutt2zMmDH20Ucf2ccff+xOynka36zcV6ZMGTdflbz//vu+t/X3339bJERtaD7jjDNydD2V/x955BF3fumll2Z4oRWiQylbtqw7916onFBDUT/8aKRGrcaalprmTghPalpqhnOEx2tze/fuPeQHKkLT8xZ8DhQ02iAiifaH/KAuwsoKql76VUgV6My83y0BCwSi55hT3s+pQ1V3s8PrNu09F4dy11132VdffWW9evWyLl26WL169VwPXfXsffPNNzNsT6jb1ThlTeKlMcuqFquXr7paKyArpyg4e8VN9Tg+VBfsw22rLtd963PD25ZQ9LtUOSmmQ3NODR061A1IP+GEE9wM2R7tEfGbHdtbrjdQTh04cCBi3QUORw1QFfSUlL2WvIfDa+WUhgIgfCkJ/3zM/Pbbb/zoyQW/HjdAQaENIpJof8hr6o3q99tfQzr1+zmQ9k86TXPn0bPjP/B/QVCB9VChMDv5xctJh/qdu2vXLheYla/uvPPO9OW6jsYpe0HVuw3dnrd9WqYu3OqarUnF1E37mGOOcSdN/tW+fXv7/vvv3Xp16tRx11u0aJE7LFXmQ1a9+uqrduKJJ7rJwA5Fr6u2Qb2PDye7R0+Km9CsF0p7KFT6V3drzZodPNZZE4Z5DSMzvaBSqlSpHN+/7kt7XKKRtwclKamklQ7804iRfaow642sNlQkUXsdEQ61O9EHIZXm8GlHg34sqqdMqOElQH6jDSKSaH/IDwpVOlyS5jbS7zs/CYn//IZOdOfRU2lOSEx057k9XK6XlbQD4VDPQyAQcDsSFJ5Vgfeup/mgdDhfUXj3bsMbHqvt0zJd74033nCZ5P7770+/XR3dSOFW2U3rqav2k08+aa+88oqdc845rvu3d/+aIFpdw711D0fboOt7k46FsmrVqmw+U3ESmtXwBwwY4PZgaO+FZt4OHlQu5cqV8+1+7S1XX/qcUiPITeguCIlFEt0JOaPAzPMXPu8548dO7uj5i/bPGMQ32iAiifaHvKQAqJMC4D/dsP14QTnBstmLt0B423LobT88PQfe+aFuq0yZMq66q3HImlNK45h3797tZrveuXOnu1xDYb3byHy7qiZr5u1Jkya5YzWrWqz8peMzK4DfcMMNbr0jjzzShg0b5g4x1b17dzdz91FHHWVz5851k4SddNJJrifx4R63Lvd6Cxxyp0gYL2rMh2bt4dBhozRNev369e2ll15Kn7Y8mPZQqvSvqnLmvTLay6Ent1atWgW45QAAAACiVcUSpV1XaFV2oyk0VyhR8Ef7efTRR13G+vzzz23ChAnu/82bN3eBV5XhGTNm2IoVK1wey0zZ6/nnn3fHelaRU9dXBVjX1/GXmzRpkr6uqs0qfr7wwgvuEFMqjqq6rNm9dYiq7FSZ80NMh2aV8/UEKjDrsFF6csuXLx9yXb0o2kuxYMECt3fEoxdC/eYbNGhAJQwAAACApQUC1qlWxnG10bZ9iblM8qrm6pQdZcqUcV2rg7tXex5//HF38iifZT6ElTKaxkMHj4n2o4ry2LFjLZrEdF9ThWTNvNawYUNXYfYLzNK5c2dXTdYxv7wxzKIXRN0LevToUUBbDQAAACCaKZBqziSNq8/tLNX5IbeBGYWk0qxu2S+++KL7f926dV23gFD69+/vugRonauuusp1C9AeFR1MW33qZ82aZS1atLCLLrqogB8BAAAAgGiWm9mpET9iNjTr8E4Kzoc7ALaCsjeGWYPKq1at6gaha8rySpUquctvuummXM8+BwAAAACIPzERmkP1t9cBr73jgmWXZkjTjGvBx28GAAAAACAuxzQDAAAAAJCfCM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+ivpdAAAAAACFWWJifNYYR48ebc8880y21m3ZsqW9/vrrVpgRmgEAAAAgSCCQZkWKFLGSJUtatG5fQkLOA72C8M0335xh2fTp023Dhg3Wr18/K1euXPry6tWrW2FHaAYAAACAIAqkad+9Z6k7/7BEF04TLFoklKtoiad0ztVttGrVyp2CzZs3z4Xmyy+/3I4++uhcbmV8ITQDAAAAQCaBv7dZYPsW9dGOqtAciPQGFELx2UkfAAAAAJBr06ZNswYNGtiHH37oqtCNGze2s846yzZv3mx9+/Z1lyUnJ2e4zooVK9zyQYMGZVj+999/2+OPP27t27d3t9O2bVsbNmyYbd++3aIZlWYAAAAAwCENGzbMqlat6oKyArP+Hw4F5ssuu8xWr15tp59+up133nm2Zs0amzBhgs2ePdvefPNNO/LIIy0aEZoBAAAAAIdUvHhxmzRpkiUlJeXo+k8++aQLzI888ohdfPHF6cvfe+89u/POO+0///mPPfrooxaN6J4NAAAAADikNm3a5DgwHzx40N59911r2LBhhsAsXbp0seOOO84++OADO3DggEUjKs0AAAAAgEOqUaNGjq/722+/2Z49e1wo1jGiM0tLS7OUlBS3Xv369S3aEJoBAAAAAIdUMhfHrNZ4Zlm1apU988wzh10v2hCaAQAAAAA5FghkPBCWqsbBSpcu7c67d+9uw4cPt1jDmGYAAAAAQI4mB5PMh5xau3Zthr/r1Knj1v35558tlHHjxtnYsWOz3E60IDQDAAAAAMJWp04ddz5r1qz0ZRq7PH78+AzrlShRwjp27GjLly+3V199NcNlX331lZtZWxOBeRXpaEP3bAAAAABA2C6++GJ3GCodw3nRokVWrlw5+/TTT61y5cqWmJixPnvPPffYDz/84A4r9dlnn1njxo1t06ZN7v+alfvhhx+2aEVoBgAAAIBMEspVtIRAmlmCwl+CRdN2RYvjjjvOdavW5F6qFJcpU8bOO+88GzBggLVs2TLDuhUqVLC3337bra+gvHDhQqtYsaJ16NDBbrzxxqicNdtDaAYAAACAIIFAmiWe0iVqx7Jq+xJcmM87r7/+esjl3bt3d6dDHb9Zp8x++eWXLMuOPPJIGzx4sDvFkmhtBwAAAAAQEQqkqamptnfvXncebfI6MOPQeLYBAAAAIIS0tLRIbwKiAKEZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAhU4gEIj0JiBGXldCMwAAAIBCo0iRIu78wIEDkd4U5APvdfVe57xAaAYAAABQaBQrVsxKlChhO3fupNocZwKBgHtd9frqdc4rRfPslgAAAAAgBhx11FG2YcMGW79+vZUvX94FrISEhAzrpKam2r59+/K8aon8CcuqMCsw796926pXr56ntx8ToXnLli3WsWNHu+OOO6xPnz5ZLp8xY4aNHz/e1qxZY+XKlbPzzz/fbr31VitdunSWdWfNmmVjxoyxFStWWMmSJa1du3Y2cOBAq1ixYgE9GgAAAACRpMwgf/75pwvPoaSlpdnBgwetaNGilphIB91YoAqzArP3+haa0JycnGy33HKL22MQyvPPP28jRoywhg0bukCtMKwA/eOPP9prr71mxYsXT1/3/fffdwG5Zs2a1rNnT9u4caNNmzbN5s+fb1OnTs3zJxcAAABAdNJvf51UoVRVObO9e/far7/+6rKDim2IbuoNkJddsmMmNGuvjwLzzz//7Hv5qFGjrHnz5i4gay+QPP300/bcc8/Z5MmTrXfv3unhe+jQoVa7dm0XkMuUKeOWT5kyxe677z4bO3as3X333QX46AAAAABEmoJWqLClSrNXvUxKSorAliFaRG0/A1WLu3TpYsuWLbNTTjkl5Dpvv/226zJx/fXXpwdm0d8KxQrHng8++MD1cb/iiivSA7NcfPHFVqdOHdfF23tjAAAAAAAQ1aFZlWP1R58wYYJ17do15DrqVq3xBS1atMiwXHuDmjZtar/88ourMHvrSqtWrbLcTsuWLW3btm22evXqfHksAAAAAIDYFLWh+aGHHnLV35NOOsl3nbVr11qlSpVCjjFQ4NYsar///rv7e926dW5GvKOPPjrLut4yTSQGAAAAAEDUj2k+44wzDrvOjh073BjlUMqWLevOd+3a5c63b9/uwnXwxGAer7u2t25OKKDv2bPHopF2Fuixp6WmuRPCk5qWmuEc4fHanCbT4FiI4dPzFnwOFDTaICKJ9odIov3Ft0AgkOUwYzEXmrND45lDhWDxlnvHVgtn3ZzQrHtLly61aKTA3KhRI0tJ2WvJe/7pro7wpaSkRHoTYlJKwj8fM7/99htfOrlATxhEGm0QkUT7QyTR/uKXXz6Mq9CsWewUVkPZv3+/Oy9VqlT6un/99dch183NVPKaca9evXoWjbw9KElJJa104GCkNyfmqMKswKw2VCSRA9uHS+1ONOEelebwaUeDvqzVq4bDXSASaIOIJNofIon2F99WrVqV7XVjOjTruGp+Xaq95V7Xa62r46wpZGeeUt47BrTXpTunwdQL6NEqsUiiOyFnFJh5/sLnPWd82eSOnr9o/4xBfKMNIpJof4gk2l98ym7XbInpBKC9Plu3bk2vFGc+hrMOcF2rVq30dXVIqU2bNmVZd/369emVMAAAAAAA4iI0N2/e3FJTU23BggUZlmts8qJFi6xBgwbp1S2tK/PmzctyO3PnzrUjjjiC0AwAAAAAiJ/Q3LlzZ1dNHj16dIZq89ixY12X6x49eqQv69Chg5UuXdrGjRtnf//9d/ryKVOmuLEKl1xySVglegAAAABA/IvpMc1169a1q666ygXh7t27W7t27WzlypU2a9Ysa9GihV100UXp66qSfNddd9mDDz5o3bp1s3PPPdc2b95sH330kR1zzDF23XXXRfSxAAAAAACiT0yHZhk4cKBVrVrVJk2aZK+++qpVqlTJBembbropyxTiPXv2dBOCvfjiizZhwgQ78sgjXdi+/fbb3XIAAAAAAGIuNCvY6hSKulT36dPHnbKjU6dO7gQAAAAAQFyPaQYAAAAAID8RmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAAAfhGYAAAAAAHwQmgEAAAAA8EFoBgAAAADAB6EZAAAAAIBIhua0tLSCuBsAAAAAAPJU0dxcec+ePfbFF1/Yxo0b7cCBAxYIBNIv0//37dtnf/75p82ePdvmzJmTF9sLAAAAAED0h+bNmzdbz5493XkwheWEhIQMfxctmqtsDgAAAABAbHXPfu6552zTpk12zDHH2PXXX2+nn366C8u33367XXfddXbCCSe4wHzsscfa3Llz83arAQAAAACI5tD89ddfW9myZW3SpEl22223Wd++fV1IPvHEE+2OO+6wt99+2y1btWqVffrpp3m71QAAAAAARHNo1ljlJk2aWPny5d3fxx9/vAvNixcvTl/n7rvvtiOOOMImT56cN1sLAAAAAEAshGaNUy5dunT63xUrVrRSpUq5yrKnWLFirvK8cuXK3G8pAAAAAACxEpqPPvpoW716dYZlderUsV9++SXLuppFGwAAAACAQhOa27Zta7/++qs988wztn//fresWbNmbtm8efPc31u2bLH58+dbtWrVLL9t377dhgwZ4iYka9y4sbVv395GjhyZvm2egwcP2vjx4+3888933cs7dOhgzz77rDtkFgAAAAAAeRKar7zySqtSpYoLnJoITPr06WOJiYnWv39/u/zyy+2CCy5wx3JWQM1PycnJ1qtXL3vrrbesXr16bgIyjaUeM2aM3XjjjRmOHz106FAbPny4607er18/q1y5so0aNcoGDhyYr9sIAAAAAIg9OT6AcoUKFVxIVaVZAVRq165tjz76qAum3mGmzj33XHcIqvykicZU4b7iiits8ODBbllaWpoLzDNnzrRZs2bZmWeeaT/88IPb5k6dOtmIESPcegrUgwYNshkzZtiXX37pKugAAAAAAOQqNIsqzQ8//HCGZV27drWzzz7bTQhWtWpVV8nNbz/99JM77969e/oyVbwvvvhiF5p//PFHF5onTpzoLrvpppvS19OxpQcMGGDvvPOOTZ06ldAMAAAAAMh992yNGX788cdDXqZZtDVeuCACs6grtmzcuDHD8q1bt6ZXxeX777+3SpUqWd26dbOEf1XJvbHYAAAAAADkKjRv2LDBtm3bFhXPYrdu3dzhrTRWeeHChbZ37177+uuvXdfxo446yjp37uwmBNu8ebPVqFEj5G1Ur17dTSa2c+fOAt9+AAAAAEAcds+OFpot+5VXXnHdrC+77LIMh8AaN26cqzR7Vedy5cqFvI2yZcu68127dln58uXD3gaNjdakZ9FIXdBLlixpaalp7oTwpKalZjhHeLw2p51ZwZPyIXv0vAWfAwWNNohIov0hkmh/8S0QCLiclO+hWZVmHVIqO1q0aJGbuzrsdjz11FP2xx9/uG7jNWvWtMWLF9uCBQvs3//+t6s461BTUrx48ZC34S3P6TGldciqpUuXWjRSYG7UqJGlpOy15D3Jkd6cmJWSkhLpTYhJKQn/fMz89ttvfOnkwpo1ayK9CSjkaIOIJNofIon2F7/8smGehuZvvvnGnbIjPwOlDhelgKzDX+m4yx79rcNJqdv2HXfc4Zb5HY/ZO56zxmPnhLqH63BX0cjbg5KUVNJKB/7ZeYDsU4VZgTkpKcmKJBaJ9ObEHLU7r+cHlebwaUeDvqw174J2gAEFjTaISKL9IZJof/Ft1apVBTd79nHHHWeRpHHK3377rZ166qkZArPccMMNbkZsHU7qgQcecDNqq/t1KN5yr5t2ToJpTgN3QUkskuhOyBkFZp6/8HnPGV82uaPnL9o/YxDfaIOIJNofIon2F5+y2zU716G5ZcuW9sQTT1gkbdq0yZ0fc8wxWS5TSNZyTVqmCb6qVatm69evD3k7Wq6ZtcuUKZPv2wwAAAAAiA0xXzbT7NiHGmuwbt0611ddk3s1b97cVaa1LNiWLVvc9Zs2bVog2wwAAAAAiA0xH5p1CKnjjz/eja2eNWtWhssmTpzowrAmB1Nw1qGpZMSIEeljK3Wuv6VHjx4ReAQAAAAAgGiV4+7Zr732mlWsWDH979TUVNuxY4cLpzkdF5xTw4YNs759+9qNN95oZ555ptWqVcuWLVtmc+bMccdfHjx4sFuvdevW1rFjR/vwww9t48aNrnu5JhDTqVOnTtamTZsC3W4AAAAAQJyGZgVO+eKLL9wxkhctWpR+WKeiRYu6Q0z16tUry+Rc+UGHU5o2bZo7tJSCsirO6rat+7/55pszhPvHH3/c6tata9OnT7fx48e7cc633367XX311fm+nQAAAACA2JKricD+85//2Msvv+y6OOtwPAqg+r/GDau7tGa1vvLKK+3uu++2/KbqsrbncFQJV5DWCQAAAACAfAnNn332mb300ktWuXJlGzJkiOsWXaTIP8ewVcV55syZrtu0qtCtWrWytm3b5vSuAAAAAACIrYnANKZZVVuFYnXB9gKz1z377LPPdpfp/xMmTMir7QUAAAAAIPpD8y+//OLGLWt8sB8dI1ljn5csWZLTuwEAAAAAIPZC84EDB6xUqVKHXU/rpKSk5PRuAAAAAACIvdBcu3Ztmz9/vu3Zs8d3neTkZLdOzZo1c3o3AAAAAADEXmju0qWLOy7zbbfdZtu3b89yuZbpsp07d7p1AQAAAAAoNLNnX3755W4G7dmzZ7uZs5s3b27Vq1d3l23YsMEWLFjgumU3bdrUrQsAAAAAQKEJzcWKFbPx48fbf//7X5s8ebLNmTMnw+U6bnPv3r3tzjvvdLNsAwAAAABQaEKzF4zvv/9+u+uuu9wM2Vu3bnXLdezm448/3kqWLJlX2wkAAAAAQOyE5n79+tlpp51m/fv3txIlStjJJ5+ct1sGAAAAAECshuZ58+ZZ1apV83ZrAAAAAACIh9mzAQAAAACId7ka07x3717buHFjttatVq1abu4KAAAAAIDYCs065JROh5OQkGC//PJLbu4KAAAAAIDYCs1lypRhXDMAAAAAIG7lKjSfeeaZ9sQTT+Td1gAAAAAAEEWYCAwAAAAAAB+EZgAAAAAA8rp79vDhw61GjRo5vToAAAAAAPFbab7wwgvtxBNPtNdee81GjBiR4bIvv/zSevTo4S4DAAAAAKDQVZr37Nlj11xzjS1cuNBq1qxpAwYMSL9s69attnjxYluyZIkL0GPGjLHixYvn1TYDAAAAABDdleaXX37ZfvjhBzvttNNs9OjRGS675JJL3PGb27Zta998842NGzcuL7YVAAAAAIDYCM0fffSRVatWzVWR69evn+Xyo48+2kaNGmWVK1e2d999N7fbCQAAAABA7ITm9evXW+PGja1YsWK+66hLdpMmTWzjxo05vRsAAAAAAGIvNJcvX942bdp02PX+/PNPK1OmTE7vBgAAAACA2AvNrVq1sp9++sk+/vhj33U0CZgmCmvRokVO7wYAAAAAgNibPfvaa6+1Tz/91M2afcEFF1ibNm3sX//6l7tsy5Yt9vXXX9v06dNdF+0bbrghL7cZAAAAAIDoDs3HHnusjRw50u69914XjmfMmJHh8kAgYOXKlbPHHnvMGjZsmBfbCgAAAABAbIRm0SGl1D1bh5f6/vvv7Y8//rDU1FQ76qijrFmzZtaxY0crW7Zs3m0tAAAAAACxEppFk3x169bNnQAAAAAAiCc5nggsuw4cOGBffPFFft8NAAAAAADRVWlWt+w33njDHYdZ4VjjmD36/759+2znzp2uy/bSpUvzYnsBAAAAAIj+0KzDSd16662WlpZ2yPU0Gdhpp52W07sBAAAAACD2ume/+uqrLjAHH3oqMTHR3nvvPTc52AMPPOAmAUtKSrIhQ4bk7VYDAAAAABDNofnnn3+2WrVq2cCBA61GjRrWunVrF6JXrlzplvfu3dueeuop27p1q73wwgt5u9UAAAAAAERzaE5OTrb69eun/12vXj1LSEhwYdpz+umnu3VmzpyZ+y0FAAAAACBWQrMONbV///70v9UNu1KlSrZq1aoM69WpU8c2bdpk+e2dd96xiy++2E488UQX1jXe+rfffsuy3owZM9zhsZo2bWpt2rSx4cOHux0AAAAAAADkWWhu2LChLVy4MEPgVLV58eLFGSYH27JliwvU+UndwO+++27btWuX9erVy1q2bOlm9r7sssts/fr16es9//zzds8997j/9+nTx4477jgbP368XX311Rl2AAAAAAAAkKvQrGrt33//7UKqZtKWM88807Zv326PPvqoqy5PmjTJFi1aZMccc0y+PdsK6QrDCsrvvvuuC8UjRoxwpx07dtiYMWPcehs2bLBRo0ZZ8+bNbcqUKXbnnXe6sdY33nijC/+TJ0/Ot20EAAAAABSy0Ny1a1e78MILbfny5TZ16lS37JJLLrHq1avbxIkT7ayzzrKHH37YLb/++ustv+i+NJb6kUcesRIlSqQvP/fcc+3SSy+1mjVrur/ffvttO3jwoNuWokX//5G29Le6mnuPAQAAAACAXB+nWTQeuEePHuldtNUNW9XlkSNHugpw1apVrV+/fta2bVvLL1999ZXrKu6FY4+C9NChQ9P/nj9/vjskVosWLTKsp6Ct8c1z5sxxj6N06dL5tq0AAAAAgEIUmqVZs2YZ/q5SpYoL0wVh27Zt9tdff9kZZ5zhJiBTl+y5c+e6yzQZmMY5q/Ita9eudROVlSxZMsvtaJ1AIGC///67NWrUqEC2HQAAAAAQR6F58ODBOb4TVX01zjmv6RjQovHT6hpeu3ZtN4P2r7/+ah999JEtWLDAjVX+17/+5cY36/JQypYt6841kVhOKXTv2bPHopGef+0sSEtNcyeEJzUtNcM5wuO1ub1797r3CcKj5y34HChotEFEEu0PkUT7i2+BQMDlpDwNzdOnTz/k5d4dhvpRnF+h2Qup8+bNcxOT6T6KFCnilr3++us2bNgwV/XWBGAaz1y8ePGQt+Mt37dvX4635cCBA7Z06VKLRgrMqqCnpOy15D0cXiunUlJSIr0JMSkl4Z+PGR0Cji+dnFuzZk2kNwGFHG0QkUT7QyTR/uKXXz7McWg+VJdrBeXHHnvMjjzyyHyd9CszjVEWBWVVwr3ALL1797ZXX33VZs6c6cKwxlsr2IbiHW6qVKlSOd6WYsWKuUNuRSNvh0ZSUkkrHTgY6c2JOaowKzCrDRVJ/P9tDNmjducds51Kc/i0o0Ff1uopE2p4CZDfaIOIJNofIon2F99WrVqV7XWzHZo1U/ah6LBN7733nnXq1CnbiT23vG7VGpN8xBFHZAnUDRo0sHXr1tnmzZutXLlyvt2vveWaRTs3wTQ3obsgJBZJdCfkjAIzz1/4vOeML5vc0fMX7Z8xiG+0QUQS7Q+RRPuLT9ntmi15lgA0Q7Yqut9//70VlBo1arjqsl8FWV2yRRVC7SHSGGivqhxMx3DW7dSqVSvftxkAAAAAEDvyLDRrzKy6XhbkuF4dLqpx48ZuIjDNfJ05MC9btsx1Gdes2c2bN7fU1FQ3OVgwBf1Fixa5qjSVMAAAAABAvoRmBVPZsmWLFSQdJ1o0CZhXWZaXX37Zdcvu2rWr66rduXNnV00ePXp0hmrz2LFjbffu3em3AwAAAABAnh2n2bNz585cz0CdExdddJGb7Ouzzz5z4651fGYN6v7qq69cl+ybb77ZrVe3bl276qqrbNy4cda9e3dr166drVy50mbNmmUtWrRwtwMAAAAAQL5Umj/++GM3mLpmzZpWkHSfTz/9tJs9Oy0tzSZMmGDLly+3Xr162Ztvvpk+WZgMHDjQHnjgAbeeZtZWaFaQVrW5oCYvAwAAAAAUokqzjpX8ySef2IgRI1z3Z82eXdCKFi1qV1xxhTsdLmD36dPHnQAAAAAAyLPQ3L59+yzLdOza7du3uwnAdLrjjjusatWq2b1JAAAAAADiIzTrsEwhb6BoUTfz9OWXX24XXHBBXm4bABR66iGjmf3DOZYgAAAAIhCaP//885A/5MqVK+e6ZQNAKKWKFre0QMASCX05os9ZHdIPuUMbBAAA+R6aq1evnuM7AVB4JRUp6sLKB2t/sr/2JUd6c2JOWmqapaTstaSkkpZYJM/mbixUKpQobZ1qNo70ZgAAgMJ+yCkAOBQF5q17d0V6M2IyNCfvSbbSgYOEZgAAgAjgFxgAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAABQmELz4MGDrUGDBrZixYosl82YMcO6detmTZs2tTZt2tjw4cMtOTk5ItsJAAAAAIhucRea58yZY9OmTQt52fPPP2/33HOP+3+fPn3suOOOs/Hjx9vVV19t+/fvL+AtBQAAAABEu6IWR/bu3WtDhgwJedmGDRts1KhR1rx5c3vttdesaNF/HvrTTz9tzz33nE2ePNl69+5dwFsMAAAAAIhmcVVpHjlypG3bts1atmyZ5bK3337bDh48aNdff316YBb9XaZMGZs6dWoBby0AAAAAINrFTWhevHixqyDfeuutVr169SyXz58/3xITE61FixYZlpcoUcKNb/7ll18Y2wwAAAAAiL/QfODAAbvvvvusYcOGdvnll4dcZ+3atVapUiUrWbJklssUsgOBgP3+++8FsLUAAAAAgFgRF2OaNcHX6tWrbcqUKVakSJGQ6+zYscNq164d8rKyZcu68127duV4GxS69+zZY9EoISHB7SxIS01zJ4QnNS01wznCk5Ya+Oc8jfaXE7S/3PPanea90Gc1wqPnLfgcKEi0P0QS7S++BQIBl5MKRWhetWqVjR071q644gpr1KiR73oaz1y8ePGQl3nL9+3bl6tq99KlSy0aKTDruUlJ2WvJe+iCnlMpKSmR3oSYtL/UP8/b/n37aX+5QPvLuZSEf77qfvvtN3745MKaNWsivQkoxGh/iCTaX/zyy4dxFZpVubr//vutatWqdssttxxy3aSkJBdsQ/EON1WqVKkcb0uxYsWsXr16Fo28PShJSSWtdOBgpDcn5qjCp8CiNlQkMXRPBvgrXjzpn/MSxa10aulIb07Mof3lnj77pE6dOlSac0A7GvSDUb21Qg1xAvIT7Q+RRPuLbyq+ZldMh+aJEyfawoUL7eWXXz5sQy5Xrpxv92tvuWbRzk0wzU3oLgiJRRLdCTmjwMLzF77EIv/stNFEfDx/OUf7yznveeMHT+7o+Yv27znEL9ofIon2F5+y2zU75kPzJ5984s6vuuqqkJd36dLFnX/++eduD9H333/vqsqZy/A6hrPGQteqVasAthoAAAAAECtiOjRfeOGFIY/J/Nlnn9myZcusZ8+eVrFiRVdlbt68uc2dO9cWLFhgp556avq6Gse8aNEia9CgAVUIAAAAAED8hObu3buHXK7KsUJzr169rH79+m5Z586d3Szbo0ePdgHaqzZrErHdu3dbjx49CnTbAQAAAADRL6ZDczjq1q3runGPGzfOhe127drZypUrbdasWdaiRQu76KKLIr2JAAAAAIAoU2hCswwcONDNtD1p0iR79dVXrVKlSi5I33TTTdmebhwAAAAAUHjEZWh+7LHH3CnUDGl9+vRxJwAAAAAADofjlwAAAAAAUJgqzQitQonSkd6EmJSWlmb7i5Sw4iWKu2MNIzzlijErPQAAAGIXobmQSAsErFPNxpHeDAAAAACIKYTmQiIxIcHSFn9lgeSdkd6UmNzhsH9fihUvkeSeR4Qn4ajqlnjsSZHeDAAAACBHCM2FSGDzb2Y7tkR6M2JPWpodSE624qVLm9E9O2wB/UNoBgAAQIwiAQAAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+CM0AAAAAAPggNAMAAAAA4IPQDAAAAACAD0IzAAAAAAA+iloc2LRpk40aNcpmz55tO3bssAoVKli7du3stttus4oVK6avd/DgQZswYYK99dZbtmHDBqtcubJdeOGFdt1111mxYsUi+hgAAAAAANEn5kPzxo0b7ZJLLrFt27a5oFynTh1bunSpC8Zz5syxyZMnuxAtQ4cOdctbtGhh7du3tx9++MGF7eXLl7tzAAAAAADiKjSPGDHC/vzzT3v88cetW7du6cvHjBljI0eOtLFjx9q9997rArICc6dOndx1JBAI2KBBg2zGjBn25ZdfWtu2bSP4SAAAAAAA0SamxzSnpaXZ559/brVq1coQmOXaa6+1EiVK2FdffeX+njhxoju/6aab0tdJSEiwAQMGuPOpU6cW8NYDAAAAAKJdTFeaNUZZ45bLlCmT5bIiRYq40969e93f33//vVWqVMnq1q2bYb0qVapY7dq1bd68eQW23QAAAACA2BDTobl48eJ2xRVXhLzs22+/tT179thJJ51k+/fvt82bN7v/h1K9enX77bffbOfOnVa+fPl83moAAAAAQKyI6dDsJyUlxYYPH+7+f+mll7oZtaVcuXIh1y9btqw737VrV45Ds8ZHK6RHI3U/L1mypKUF0tSnPdKbE3NS01IznCNMgYAV+b/hFGmptL9w0f5yz2t36nmkz2qEx+ux5Z0DBYn2h0ii/cW3QCDgclKhDM0HDhyw22+/3VasWGEdOnSwc845x82w7VWmQ/GW79u3L1f3q1m7o5ECc6NGjSxl715LTU6O9ObErJS9KZHehJhUbF+K6YBu+/ftt+Q9tL/c7AxEzqQk/PNVpx5F/PDJuTVr1kR6E1CI0f4QSbS/+OWXD+M6NOtHpQLzzJkz7fjjj3czaktSUlJ6sA1F3belVKlSOb5vHee5Xr16Fo28PShJJUualS4d6c2JOarwKTAnlUyyIomqmSIsJf55/xUvUdxKp9L+ctT+UlLc5xjtL2eSkkq6cx2SkEpz+LSjQT8YNf+HdsICBYn2h0ii/cW3VatWZXvduAnNGo/cv39/W7hwoTVu3Nheeuml9AnCdJ6YmOi6X4fiLfe6aec0mOYmdBeExIREs8SYnjA9ohRY1I4Qpv/baaPnLrEIz1+u2h/PX454zxs/eHJHz1+0f88hftH+EEm0v/iU3a7ZEhe/wP744w/r3bu3C8wtW7a0V1991Y444ogMZfdq1arZ+vXrQ15fyzWzdqhZuAEAAAAAhVfMh+bdu3fb1VdfbStXrrT27dtnqDAHa968uZtBe926dRmWb9myxXW7aNq0aQFuNQAAAAAgFsR8aNYs2cuXL7czzjjDRo0a5TuYu1u3bu58xIgR6WPadK6/pUePHgW41QAAAACAWBDTY5pVNZ42bZr7f40aNWzMmDFZ1tHkOddee621bt3aOnbsaB9++KGbTVvduBcsWOBOnTp1sjZt2kTgEQAAAAAAollMh+YffvjBHftVJk2aFHIdjW1WaBbNpl23bl2bPn26jR8/3o1z1mzb6t4NAAAAAEBcheauXbu6U3ap6/bNN9/sTgAAAAAAxP2YZgAAAAAA8guhGQAAAAAAH4RmAAAAAAB8EJoBAAAAAPBBaAYAAAAAwAehGQAAAAAAH4RmAAAAAAB8EJoBAAAAAPBBaAYAAAAAwAehGQAAAAAAH4RmAAAAAAB8FPW7AADyUoUSpSO9CTEpLS3N9hcpYcVLFLfERPZz5gRtDwAA5AahGUD+Sky0tEDAOtVsHOktQSGmNpiYkBDpzQAAADGI0Awgf6WlubCStvgrCyTvjPTWxGTY278vxYqXSCL05VBC6fKW2KRNpDcDAADEKEIzgAIR2Pyb2Y4tkd6M2JOWZgeSk6146dKuao/wBY6oYkZoBgAAOcQvMAAAAAAAfBCaAQAAAADwQWgGAAAAAMAHoRkAAAAAAB+EZgAAAAAAfBCaAQAAAADwQWgGAAAAAMAHoRkAAAAAAB+EZgAAAAAAfBCaAQAAAADwQWgGAAAAAMAHoRkAAAAAAB+EZgAAAAAAfBCaAQAAAADwQWgGAAAAAMAHoRkAAAAAAB+EZgAAAAAAfBCaAQCAr4SEBCtZsqQ7BwCgMCoa6Q0AACBfJZW2tEDAEgl9OaLA3KhRo0hvRkyj/QFAbCM0AwDiW7ESLrB8sPYn+2tfcqS3JuakpaZZSspeS0oqaYlF6KAWrgolSlunmo0jvRkAgFwgNAMACgUF5q17d0V6M2IyNCfvSbbSgYOEZgBAoVQov/0OHjxo48ePt/PPP9+aNGliHTp0sGeffdYOHDgQ6U0DAAAAAESRQhmahw4dasOHD7eKFStav379rHLlyjZq1CgbOHBgpDcNAAAA/4eJ6BBJtD8U2u7ZP/zwg7311lvWqVMnGzFihFsWCARs0KBBNmPGDPvyyy+tbdu2kd5MAAAQB0oVLc5EYLnARHS5R/vLOdpf7qXFSfsrdKF54sSJ7vymm25KX6a9RwMGDLB33nnHpk6dSmgGAAB5IqlIUSaiywUmosud2mUq2hn/qkf7yyHaX+5UiKOJEAtdaP7++++tUqVKVrdu3QzLq1SpYrVr17Z58+ZFbNsAAEB8YiK6nGEiutypUKKUO6f95QztD55C9erv37/fNm/ebDVq1Ah5efXq1W379u22c+fOAt82AAAAAED0KVSV5h07drjzcuXKhby8bNmy7nzXrl1Wvnz5bN+uZt3WuOjFixdbtHITGFQ4zuyIYyO9KTEn4P4J6Em02B+REQFFipktWUL7yyHaX961wfoHi1q9wBGR3pqYFEg60hICCWYHI70lsafoXwdsyU7aX27Q/nKO9pd7tL+cS9ydYEuWLHE5KRopw2V3kreihe1QU1K8ePGQl3vL9+3bF9btek921M+s939ddBCeKH9VYwftL0dof3k7IRMQKbQ/RBLtD5GUEKUZSdtFaA4hKSnJnfsdj1ndt6VUqfB+3Ddr1iwPtg4AAAAAEG0K1ZjmMmXKWGJiout+HYq33OumDQAAAAAo3ApVaFb362rVqtn69etDXq7lmllb4RoAAAAAgEIVmqV58+ZuBu1169ZlWL5lyxZbs2aNNW3aNGLbBgAAAACILoUuNHfr1s2djxgxIn0mN53rb+nRo0dEtw8AAAAAED0K1URg0rp1a+vYsaN9+OGHtnHjRmvZsqUtWLDAnTp16mRt2rSJ9CYCAAAAAKJEQiBaD5yVjzRL9gsvvGDTp0+3rVu3unHOqkBfffXVvoejAgAAAAAUPoUyNAMAAAAAkB2FbkwzAAAAAADZRWgGAAAAAMAHoRkAAAAAAB+EZgAAAAAAfBCaAQAAAADwQWgG8tj69eutQYMGduutt0Z6U5ALixcvtm+++cZi1VlnnWWtWrWK9Gbg/4wePdp9LsycOTNi27BlyxabNm1ant+uHpMemx5jtImG5x3h4TVDpKWmptprr71mKSkpkd4URBFCM5DHypUrZzfffLOdd955kd4U5NCsWbPs0ksvtV9//dViVb9+/eyaa66J9Gbg/7Rs2dJ9LtSuXTsi979t2zY7//zzXdsuTCL9vCN8vGaItIEDB9ojjzziwjPgKZr+PwB5FppvueWWSG8GcuGvv/6ytLQ0i2VXXHFFpDcBQVT1j2Tlf+/evZacnGyFTaSfd4SP1wyRpp2MQGZUmgEAAAAA8EFoRszr27evnX322bZhwwZX4W3evLm1aNHC7rzzTvv7779d1fCee+5xXb6091rraGxfsPfee891xz3xxBOtWbNm1qdPH/viiy8y7HVs1KiR9erVK+Q29OzZ05o0aWK7d+/2HdOsbXn88cetffv21rhxY2vbtq0NGzbMtm/fnk/PDHJi0KBBNnjwYPf/hx9+2L2W2X3tD2f8+PHWvXt318bUTtV2P//88yzrZbetaFu1fT/++KOde+65dsIJJ7jb9BvTrOr5hAkTrGvXrm6bdbm6Qa5YsSLLNnz11Veui/cpp5zi3he6zksvvVRouqstW7bMddFr06aNew281+vLL7/M8vzv3LnThgwZYqeddpp7Xi+66CL77LPPDjlO0/uceO655+zjjz+2bt26uevqNZ80aZJb59tvv7UePXq4579Dhw72wgsvZOkBsW7dOnvggQfc663tVNu65JJLbMaMGenraByzbld0X7rf4LHNv/32m3usp556qmtDnTp1spdffjnka71gwQK78sor3fOh9dWFUVXscOcLuO666+z00093j1lDWUaOHBnydt5//333HDRt2tTd59VXX+22IdjcuXPdY5o4caLddttt7jHotnU/fuNjddn111/vvhe0DXpfTp06Ncv9//HHH+7zQM+/nl+1B/2t7xvE1ntl37597jbU3tRGWrdu7bZr48aNBfI8Iff0e07fhfq802ut1/KZZ57JMPZ4/vz5duONN7rX9/jjj3ffc9dee60tWrQow22pjep29FuvXbt27vbuvvtu19bmzZvn1jnppJPSv1O97+bHHnss/btZnzN+nwfZXTec9wYii+7ZiAsKLJdddplVr17dhV/9iFIQ1oeWvnCLFy/uPoB++eUX++STT1z4UHiQRx991F599VWrXLmyCwYHDx50H6I33HCDC976sK1YsaL7AP76669d4K5SpUr6fW/evNkWLlxo55xzjpUpU8Z27NiRZfu0Hdq+1atXuw9OfdCvWbPGbcPs2bPtzTfftCOPPLJAnzOEph9cer0UZvUjUF9eCqXZee0PRT/innzySfclrrawf/9++9///ue+3PWlrx0/OW0raqsKS2eccYYdccQRvttw1113uRCiL2jdh7rrfvjhhzZnzhwXknQb8v3337vtqlChggtQev/o8T/xxBO2adMmu//++y2e6TW9/PLLLSkpyb22ek4VLPW5oOdG4Uw/pjwKkXrfa8zwnj173GePdkboB33weqEoBGjsvK578skn2zvvvGMPPfSQe811ff3gUgjR66b2o88ifZbJ2rVrXUBWGFD7qVq1qgsA+ozTjsJixYq5169hw4ZuB4gmtqlbt667Ly2TJUuWuK78ao96rLoNfX5qp42eh1GjRllCQoJbV+1PbU3tQTtpihQpYu+++65rx9mlx3rVVVdZYmKia9sazqLndMyYMbZ8+XJ37hkxYoQ9//zzVrNmTfeYFeI/+ugj91ieeuopt73Bnn32WStbtqz7kav3z3HHHZchuHkUxrTzVK+vnje9vlrv3nvvdTuQvJ1mel71+b9y5Uq3np6333//3e2Q0HtGj7t06dJWmMXKe+XAgQNujgeFIX3OnXnmmbZ161a3rnYQvvHGG1arVq18f76Qc3q99PtOn3H6PabPIG/H2E8//eR2iHz66ad2++2321FHHeUuL1mypNupo9dYn2sffPCB1ahRI/029VtQO3z0/lYb1g5yXT59+nQXbvv3758+tl6BXTvJ1d7UVnUdtXWtq88UfUfXq1cv7HXz4r2BAhIAYlyfPn0C9evXD9x6662BtLQ0tywlJSVwyimnuOVXXXVV4ODBg265Lr/ooovc8s2bNwfmzp3r/n/xxRcHtm/fnn6buqx9+/aB4447LrB8+XK3bMaMGW7d8ePHZ7j/l19+2S3/9NNP3d/r1q1zf99yyy3p6wwZMsQtmzx5cobrvvvuu2754MGD8/EZQrimTp3qXpfXX389rNf+UFq2bBno0KFD4MCBA+nL1q5dG2jYsGGgX79+OWor99xzT5a25jnzzDPdfXo++OADt+6gQYPS3w+yevXqQLNmzQLnnHNOIDU11S3T7WldbZ9n3759gXPPPTfQpEkT9/94duWVVwaOP/74wK+//pph+Ztvvumel4cffjjD83/ppZcG9uzZk+W1uuuuu9KXjRo1yi374osvMnxOBC+Tjz/+OH252p1nxYoVbpm2zXP//fe7Zd99912G7Zw9e7Zb3r9///RloT6X9HnYsWPHwIknnhhYunRphtt44IEH3PrTp093f6vNnHXWWa6teJ+J8vvvvwdat27t1tVjPJzHHnvMrfvtt99m2I6+ffu65Rs3bnTLFi5cmP75rc9zz9atWwNt27YNnHzyyYFdu3a5ZXr8WleP488//8xwf5mf9+TkZPe+OO200wKbNm1KX0/vy2uvvdatO3/+fLdM19HfTz/9dIbbHD16dIbnpjCLlffK888/75aNHDkyw3bqtdb3fPBnMKKT2ohew4kTJ2ZYPmDAALd8zpw57ntMv/22bduWYZ0nn3zSraPv7My/HfWZlJl32e7du9OX6btTy5599tkM677//vvpvyNzsm447w1EFt2zETdUffAqIiVKlHAVPdFecFVERJercijaW6m9fqKqTHCFTtVEda9W9y5vHVUgtdcyc1VFlbry5cu7qmQoqlyrGqPKzsUXX5zhsi5durhqiPZ+ak84olNOX/tggUDA7X1Wd1qP9mirejJu3LhctRXtUT8cdT1V+1dXMO/9IMccc4yrxmiP+A8//OCWed0aVYX0qLqoHhmqsOn/8Ux7/P/73/9anTp1MixXV95Qk8RoOIfah0fd6b1K8OGouqWql8erKFSqVMn1fPEce+yxVqpUqQxd+3T58OHDs3TD97ZT7e1Q1F1x1apVrlur2lawAQMGuPbidfNWbwv12lE35vr166evpyqwPmOzK1Tb0v2ocqxK0L/+9S+3zOs+rt4R+jz36HlRZdzrDRJMVUZVFw9FFVBVc1RBVlXdU7RoUbvjjjvc/73PfG9bVQFX1Tm4fahyFfz6FFax8l7R55++41W5C6aKtW7zu+++c71oEJ3UE0ZVZL22mYdK6TVVDxh9F6t3oHrJqJdUdtpjdr8/df/6vlcbVC+sYOrNo8q3qt7qqRLOunn13kDBoHs24kbmrlX60pSjjz46w3LvB5g+2PRjSF0YNV4uM/0AE3XtEXXDU/cvhRZ9uerHnQKQPvz0o9MvSKhLjrraKOiEOo6pfphpPI7WC/4xiuiR09c+mLqVqYt2x44d3dgpdaXWjzV1B8ttWwnububn559/dt3P1EU3My/Iq63rR6S6/GoslULE008/7b68ddIPD71f4p1eG1F3fH1G6PlRuNRYOck81jfzoXHURViysyNMoTOY96NJQ00yUzsLvk29Vjqpi6FeO3UdVvdVdZkNtZ2ZabiKaIdJqPamz9ClS5dm+BzUWNDMwuk6eOGFF7ruhgpa6rqrHU46aSiC2mdwexXtqNKPZb/2GhyWsvs+EK9bZzDv+fIes37c6jb1XtD/NdZQ7wONfwweplGYxcJ7RcNQ1MY1BEtdeDPTWFKvPXk7bRBdFBz13egVPYJph426ZItXLNEOPoVSXU/tUTtF/D4Ts/O5oe9cffd6vwsz0/JvvvnGtSHtIM/uusHf47l5b6BgEJoRN4L30AU7VKDRWGiFaFUZMtMXrARPTnPBBRe4MVAaV6c97F7lUVVAP6qIiD64NXb1cOshOmXntddEX7t27cpwPW8COlXu9KNPY5JV4fPGi2pckyYcU/DIaVsJDht+tF2qZB/qdr0fjwoGeiya+EsT7KjCrJPGUutxaEdBPFOFSq+JjmmsH0CqzKsir8lcNL71cJ8xXo8XXfdwvJ17h7vNUFQx1ZwM2pmj11b3qzamCboUCg93/1470njeUGN/RWOPg9cNNYZXFZ5gqhh7E+kE/wBUhVgV7bfeesuNVVa1Vv/XSberSb5uuukmt773Pho7duxh2+vhvgOCeber97If77Hq9rRtGmet9716heik9qBxhxpPe7i5DOJdLLxXvEkaNSY2O59/iD7ea3O495uCqNqjxtOLdvIqmCpMB/fyCvf702tDfnMYeL8XFZbDWTev3hsoGIRmFGr6UFN1RnswM38hez+cgrttq9Kgbj8KTF5w0p5pzdZ9qPsQdWtUV0rEpuy89qriZp4ZU13HFJr1BagKrk6akVd7mvUDXF1M1bVMk4PkZ1tR+9akS6Fm6w5Fs2brpCqNqkbaPk28o5maFfTjdWIS/UDRrMqaSEoBTrOr6vFq55qquF7X3WigmV4VdtWtTztv1HVRbUi9aLRz5nC8zzx1Z9SMxIeitiOhZonX52cwBebM4UTVQO/Y4epdoR4M2k7NhK3HoOdVO5EU+vVYtG36watu4cHDCXLLe8yaiOdQn9sedffWxHf33Xefq0BrQjx19VXo1m3pB3phFSvvFe811+dwqJ42iH7ed6Pfseb1GaSeWNrxpnU0qZ++v7QDR58jmsRQO75ye//a8XKoUK/fi+Gsi9jCmGYUat44vsyHMBGve5l+iHpUkVaFQVUcjf9U90aNUfH2CIairkPag+h1C8xM41lVTfH7MkDBC/V6Zue113hJdVEMPmmWXn1JqiuoNz7UG4OnroK6TVUMVV3Oz7aiGbM1jj/UOFfNtqwQox+/8vrrr7u/RT8A1B1VVTWFNL/3S7zQa6ZufZrZWa+dKhTekA4FgWjZ86+degqbGlqiHRk6936sea/j4dq02oRo5tnMVAVRFfvtt992f6tyKN6492CZr6/nLfP7wDuEn94DOmSMnkO1dVXFNc5eM7MHty1tm7olet3CM4dyzayt92K4DvWY9SNXj9nrRaJqlQ6ppS6eev4U9nWorClTprgf4vH8Poin94p6OVSrVs1VvrWjJrPJkye7nTyZD0WJ6KHvRr3nQr3n1XXaO1Ton3/+6WbP1zwLeq97w4m8z8SctkeFb7VtzcUQqru0V9nWTqNw1kVsITSjUPOqK/oBFnyoKH15amIaVTg6d+6cpZuuPngVIg7XNVv04alxrPqBoS6uwdQ9UYfGUPfKwn7okmjiddfP/AMr3Nc+uNKhIKo2FdwFUHvGddgqdYHVGMn8bCsaS6r7Gzp0aIYvcgXpBx980AVyr5qoyb4UzjP/QPGq6PoBGq+8LnL68RVMvQP0OREtY8z0Y1DtRp9bwdujSrCCnwQvD9WmVWnVnA/qgpz5tdbhm9QG1Ra9scz6kafQq+pvcNDU4cqySz8k9V5QL4tDtS21V9FjCd5JpJ0F//73v133bq/reDh06Bd18dT1gyfY0ftaFXc9Zm9CKE0apMqkhioE02PWc1vYx7/GynvFa0/aYajtCg5O6j2gnTjqecBhH6OXvhv13tVOmuBjzIvmChFvkrfM7VGhOniyzezwwrb3eam2ru9mfV8GHxZPtJNNOzA13lqBOZx1EVvono1CTd21tFdSP+IUiFRR00QR6sKqyXU0E6NXmfCooqMuhN4kDplnnQ1Fs3OrQqMfgJpURlUb/TDT/zWepjB38YtG3iQ/+iGlH1raa63qcE5ee+8LWLOx63XWThh9+etHgCYnUcVax3P07jO/2oq6fKtd60tbQUjdzfWDQF3WFOTVBVWPUdTVUt3H9d5QFUnLVaXRl71m9vaOKR2PNBmLftBoXK4qF3rNFZ70/HuvZahjsRc0jbfV66DwqTHmqtgqMKuiq9cz8zHjFQj0Y05j1B977DF3XU1Io6Co49dqRlpNdqdu1Aq2quaquuONMValVW1SXaz1vKhdaOeNJunyG2saioY2qGuzjo2qtqj3k8Krnl+FUG/WeHWt9D6b9Z7RZGF67tUrQjs1dTte9Tsc2jGkkKT7V28PzYyvY7rq9VYPDw078Gbn1UR9qmBpwjL9WNcEfhoTre3WtmhYRWEWK+8VUQ8Bda1/5ZVXXC8yTaCn94k+/xTsNTFdvB8VINapR4p6d+g46nrddMx5zQ2ik3Zga7I+fX4pVOt7W9/R2hmn7z1vR7N+12WH932s+9IkhWrf6mml+9cORX2O6vNAE8xpPL+6WgcPqQpnXcQOKs0o9BQW9CNSH5Ias6kfoQpD2nupw5KE4lWfM1eh/WgsrLo56gen9j7qh6A+6PWDTctDzd6NyFEFrnfv3u5HlX4wq+t0Tl97j750VWnWl7qqxZpBWBUPda3VKb/bikKPuohrrJd+HOq21Na1U0hVNwUUj6qK2mGgHyH6wlelTc+Bgooqb/H841LVS3WbVy8UzXeg5187MfT8a4ymnn917Y2GSYMUYvW6KZjo9dKODgVhdTfV9qoi6h3WRK/ZkCFDXGhUm9brKgoPWl8hWkFZj9cLpWqjwYdu0Q+/N954w+1w0Rh3tWOF2XB+AKqyrdtQ6FY4V4hR+9ZOHVW8g+9Pn80K9Zo4R5/NqnLrMFFapp1LOaUhEXq+tNNUO4L0ONUdXV2MX3zxxfSJgfSc6b2h7wFVr3Qd/VjXc6zr6LkrzGLpvaLXVL0I9Bqr54JeP41z1USN2u543hEYL/QbTZ9V2kmonc163fS+1A5pfQZp5516vaj9qeeM3q/aQax5RLSjTr1Y9Ll3uKMKiMbq6/NOO1p0P8HfzdqJrs9I3b56Kmh79NkU3N06nHUROxJ0sOZIbwQAAAAAANGISjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAAAAAIAPQjMAAAAAAD4IzQAAAAAA+CA0AwAAAADgg9AMAEAcCwQCkd4EAABiGqEZAIA49c4779j9998f6c0AACCmEZoBAIhD8+fPt7vvvtv+/PPPSG8KAAAxjdAMAEAcSktLi/QmAAAQFwjNAAAAAAD4IDQDABBnBg0aZP369XP/nzVrljVo0MBOOOEEdz5s2LCQ1xk3bpy7fPz48e7vvn37ur93795t//nPf+z000+3pk2bWvfu3W3GjBkhb2P//v32yiuv2AUXXGBNmjSxFi1a2DXXXGPff/99Pj5aAADyF6EZAIA406xZM2vdurX7f5UqVaxLly7Wv39/S0xMtP/973+Wmpqa5TrvvvuuFS1a1K0bbODAgfbyyy9bnTp1rFWrVrZq1Sq755577IknnsgSmBWQH3vsMfvjjz/s1FNPtYYNG9q3337rAvi0adPy+VEDAJA/iubT7QIAgAi59NJLrXbt2vbNN9+44Prf//7XLV+4cKF9/fXXNmfOHGvTpk36+kuXLrUVK1ZYu3btrGLFihluS+u+8MILdsYZZ7i/V69e7UKwgvR5553nKsoyevRomzt3rnXo0MEef/xxK1OmjFv+888/21VXXWUPPvignXzyyVazZs0CfCYAAMg9Ks0AABQS6lot7733XpYqs3Tr1i3LdS6//PL0wCx169a1O+64wx3/+a233nLL9u3bZxMnTrSyZcva8OHD0wOzHH/88XbDDTe4dd544418e2wAAOQXQjMAAIWEqsDlypWzzz77zPbu3Zs+y7ZCtJa3b98+y3XOP//8LMvOPPPM9MNaedXk5ORkV9XW7WTmhW5vfQAAYgndswEAKCRKlCjhQrAqxArOGr+sMccag6wu3cWLF89ynVDdqY866igrVqyYbd261f29efNmdz5v3jw3eZifLVu25OnjAQCgIBCaAQAoZF20FZrff/99F5q9rtqhumZLkSJFQi5X92xNLBZ8TOhatWqlj3EOpVSpUnnwCAAAKFiEZgAAChEdNuqYY45xk4T9/fffNnPmTBd2TzrpJN/qsNbPvOzgwYNusjGpVKmSO9cM296kYwAAxAvGNAMAEIcSEhJ8L7vwwgvdIaJGjhxpO3bscMdV9jN79uwsy9S1W0477TR33rhxY9f1e9GiRS6Ih1pf3cI1qzYAALGG0AwAQBxSiJVdu3Zluaxr166u27Vms1a49uuaLc8995w7HJVn2bJlNmrUKDemuWfPnm5Z6dKlXbdvBfDBgwfb7t2709dfv369Pfroo/brr7+6mbcBAIg1dM8GACAOHX300S4YL1iwwK655hp3jOTrr7/eXValShVr3bq1qyK3aNHCresnKSnJBeJTTz3VjWP+7rvvXNfsBx54wHXH9tx11132008/uaqyZuE+4YQT3PqaHExV7c6dO9tFF11UII8dAIC8RKUZAIA4VLFiRXvooYesWrVqLuhqDHOwZs2aufNDVZlFXaovu+wyF4gXLlxozZs3t5dfftl69+6dYT1VmydMmGADBw50oVyHl1qyZIk7DJUqzU888cQhu4wDABCtEgLaDQwAAAoVddFeu3atqzaXKVMmy+V9+/Z1VeIpU6a4qjEAAIUVlWYAAAqJlJQU12X69ddfd2OTdcipUIEZAAD8f4xpBgCgkOjVq5etWrXK9u3b57pTe2OcAQCAPyrNAAAUEk2aNHGV5vr169vzzz/vxjsDAIBDY0wzAAAAAAA+qDQDAAAAAOCD0AwAAAAAgA9CMwAAAAAAPgjNAAAAAAD4IDQDAAAAAOCD0AwAAAAAgA9CMwAAAAAAPgjNAAAAAAD4IDQDAAAAAGCh/T8EJVnafeeScQAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "\n",
        "sns.histplot(\n",
        "    data=df_movies_alt,\n",
        "    x='type',\n",
        "    hue='is_russian',\n",
        "    bins=15,\n",
        "    kde=False,\n",
        "    palette='Set2',\n",
        "    multiple='stack',\n",
        ")\n",
        "plt.title('Гистограмма для типа')\n",
        "plt.xlabel('type')\n",
        "plt.ylabel('Частота')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Мы получили рабочий датасет, использовав API кинопоиска. Теперь можем начать использовать это знание 😊"
      ],
      "metadata": {
        "id": "fxgj9gquYRM_"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "20m5iozCSoNX"
      },
      "source": [
        "## 2. Парсинг HTML напрямую\n",
        "\n",
        "Не всегда бывает так, что информация предоставляется в удобном виде. Тогда приходится парсить сырую HTML-страницу. Но в `Python` есть различные библиотеки, которые помогают упростить процесс парсинга, одна из них &mdash; <a target=\"_blank\" href=\"https://beautiful-soup-4.readthedocs.io/en/latest/\">`BeautifulSoup`</a>. Попробуем с её помощью начать обход страниц сайта <a target=\"_blank\" href=\"simple.wikipedia.org\">simple.wikipedia.org</a>."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1QZ4vr-SSoNY"
      },
      "source": [
        "![wiki.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8pSbHRkRdin6"
      },
      "source": [
        "Базовый функционал библиотеки `BeautifulSoup` позволяет нам:\n",
        "\n",
        "* cоздавать парсер HTML-страницы (принимает строку с документом),\n",
        "* искать текст на странице (`parser.get_text`),\n",
        "* искать элементы по тегу (`parser.find`, `parser.findAll`),\n",
        "* извлекать параметры из элемента (`element.get`)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jpPFMlicXZG9",
        "outputId": "bbbd3332-50b0-4ef3-8856-b1d929aa30fb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting url_normalize\n",
            "  Downloading url_normalize-2.2.0-py3-none-any.whl.metadata (4.9 kB)\n",
            "Requirement already satisfied: idna>=3.3 in /Users/vryakupova/Desktop/smiles/.venv/lib/python3.11/site-packages (from url_normalize) (3.10)\n",
            "Downloading url_normalize-2.2.0-py3-none-any.whl (14 kB)\n",
            "Installing collected packages: url_normalize\n",
            "Successfully installed url_normalize-2.2.0\n",
            "Collecting bs4\n",
            "  Downloading bs4-0.0.2-py2.py3-none-any.whl.metadata (411 bytes)\n",
            "Collecting beautifulsoup4 (from bs4)\n",
            "  Downloading beautifulsoup4-4.13.4-py3-none-any.whl.metadata (3.8 kB)\n",
            "Collecting soupsieve>1.2 (from beautifulsoup4->bs4)\n",
            "  Downloading soupsieve-2.6-py3-none-any.whl.metadata (4.6 kB)\n",
            "Requirement already satisfied: typing-extensions>=4.0.0 in /Users/vryakupova/Desktop/smiles/.venv/lib/python3.11/site-packages (from beautifulsoup4->bs4) (4.13.2)\n",
            "Downloading bs4-0.0.2-py2.py3-none-any.whl (1.2 kB)\n",
            "Downloading beautifulsoup4-4.13.4-py3-none-any.whl (187 kB)\n",
            "Downloading soupsieve-2.6-py3-none-any.whl (36 kB)\n",
            "Installing collected packages: soupsieve, beautifulsoup4, bs4\n",
            "Successfully installed beautifulsoup4-4.13.4 bs4-0.0.2 soupsieve-2.6\n"
          ]
        }
      ],
      "source": [
        "!python3 -mpip install url_normalize\n",
        "!python3 -mpip install bs4"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KjLy7Ya4SoNY"
      },
      "outputs": [],
      "source": [
        "from urllib.parse import urlparse, urldefrag, urljoin\n",
        "from urllib.request import urlopen\n",
        "from url_normalize import url_normalize\n",
        "from bs4 import BeautifulSoup\n",
        "from queue import Queue\n",
        "import time"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sPLi_0VppudA"
      },
      "source": [
        "Определим вспомогательные функции, которые будут скачивать страницу с интернета и искать в ней информацию."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Yv0BEUZPSoNb"
      },
      "outputs": [],
      "source": [
        "SEED = \"https://simple.wikipedia.org/wiki/Data_science\"\n",
        "\n",
        "def download_from_the_internet(url):\n",
        "    '''Скачивает сраницу с интернета\n",
        "\n",
        "    Параметры:\n",
        "        url (str) - ссылка на страницу для скачивания\n",
        "\n",
        "    Возвращает:\n",
        "        str - html-страница в виде строки, None в случае неудачи\n",
        "    '''\n",
        "    try:\n",
        "        return urlopen(url).read().decode('utf-8')\n",
        "    except KeyboardInterrupt:\n",
        "        raise\n",
        "    except:\n",
        "        return None\n",
        "\n",
        "\n",
        "def extract_links_from_html(url, html):\n",
        "    '''Парсит ссылки на странице\n",
        "\n",
        "    Принимает:\n",
        "        url (str) - исходный урл страницы\n",
        "        html (str) - содержание html-страницы\n",
        "\n",
        "    Возвращает:\n",
        "        list - список ссылок, находящихся на странице\n",
        "    '''\n",
        "    parser = BeautifulSoup(html)\n",
        "    # Формируем ссылки на те страницы, на которые ссылается документ\n",
        "    return [urljoin(url, link.get('href')) for link in parser.findAll('a')] # параметр а это метка ссылок, берет параметр href- на что ссылается, урлджойн дойн итоговую ссылку\n",
        "\n",
        "\n",
        "def extract_text_info_from_html(html):\n",
        "    '''Парсит текстовую информацию на странице\n",
        "\n",
        "    Принимает:\n",
        "         html (str) - содержание html-страницы\n",
        "\n",
        "    Возвращает:\n",
        "        dict - текстовая часть страницы по ключу text,\n",
        "               название по ключу title\n",
        "    '''\n",
        "    soup = BeautifulSoup(html, features=\"html.parser\")\n",
        "    for script in soup([\"script\", \"style\"]):\n",
        "        script.extract()\n",
        "\n",
        "    # Объединяем строки текста\n",
        "    text = soup.get_text()\n",
        "    lines = (line.strip() for line in text.splitlines())\n",
        "    chunks = (phrase.strip() for line in lines for phrase in line.split(\"  \"))\n",
        "    text = '\\n'.join(chunk for chunk in chunks if chunk)\n",
        "\n",
        "    # Находим название на странице\n",
        "    title = soup.find('title').string\n",
        "\n",
        "    return {'text': text, 'title': title}\n",
        "\n",
        "\n",
        "def is_wiki_article(url):\n",
        "    '''Проверяет, является ли ссылка страницей на simple.wikipedia'''\n",
        "    if 'simple.wikipedia' not in url:\n",
        "        return False\n",
        "\n",
        "    prohibited = ['Category', 'Special', 'Wikipedia',\n",
        "                  'php', 'Help']\n",
        "\n",
        "    # Проверяем, есть ли запрещённые строки в ссылке\n",
        "    for token in prohibited:\n",
        "        if token in url:\n",
        "            return False\n",
        "\n",
        "    return True"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NwX0IEdMqSuB"
      },
      "source": [
        "Объявляем список страниц Википедии."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "c89QV2_BSoNb"
      },
      "outputs": [],
      "source": [
        "wiki_df_json = []"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e9tlZFaRqYzD"
      },
      "source": [
        "Далее напишем обход в ширину графа, построенного на страницах Википедии. Ребро в этом графе означает, что одна страница ссылается на другую. Тогда для того, чтобы получить список соседей страницы, нужно вызвать функцию `extract_links_from_html` и отфильтровать оттуда статьи Википедии. Однако перед тем, как работать со ссылкой, нам нужно привести её к стандартному виду &mdash; нормализовать."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iSkja70CSoNc",
        "scrolled": false,
        "outputId": "2f464c39-51f0-442f-d1c5-ca03e81438f4"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/var/folders/5f/k6d6ykwj7hgf8mb4_zqgxgl40000gq/T/ipykernel_68281/3903588911.py:32: DeprecationWarning: Call to deprecated method findAll. (Replaced by find_all) -- Deprecated since version 4.0.0.\n",
            "  return [urljoin(url, link.get('href')) for link in parser.findAll('a')]\n"
          ]
        }
      ],
      "source": [
        "# Максимальное число загруженных страниц\n",
        "MAX_DOWNLOADS = 10\n",
        "# Создаём очередь для обхода в ширину\n",
        "q = Queue()\n",
        "q.put(SEED)\n",
        "\n",
        "already_visited = set()\n",
        "n_downloads = 0\n",
        "time_start = time.time()\n",
        "\n",
        "while not q.empty():\n",
        "    # Нормализуем урл\n",
        "    main_url = url_normalize(q.get())\n",
        "    if main_url in already_visited:\n",
        "        continue\n",
        "    already_visited.add(main_url)\n",
        "    html = download_from_the_internet(main_url)\n",
        "\n",
        "    # Извлекаем ссылки из страницы\n",
        "    children_links = extract_links_from_html(main_url, html)\n",
        "    time.sleep(0.5)\n",
        "\n",
        "    # Извлекаем текст страницы\n",
        "    text_info = extract_text_info_from_html(html)\n",
        "\n",
        "    # Добавляем запись в таблицу\n",
        "    text_info['url'] = main_url\n",
        "    wiki_df_json.append(text_info)\n",
        "\n",
        "    n_downloads += 1\n",
        "    if n_downloads > MAX_DOWNLOADS:\n",
        "        break\n",
        "\n",
        "    # Добавляем ещё не посещённые ссылки в очередь\n",
        "    for child in children_links:\n",
        "        if url_normalize(child) not in already_visited and is_wiki_article(child):\n",
        "            q.put(child)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "06GXK_Zqe5em"
      },
      "source": [
        "Создадим из данных `DataFrame` и выберем оттуда 5 случайных записей."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jSBi1ezpSoNc"
      },
      "outputs": [],
      "source": [
        "wiki_df = pd.DataFrame(wiki_df_json)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "r2yr2IJQSoNd",
        "outputId": "46589fa3-6d62-4084-970b-5f1d526dfca6"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>title</th>\n",
              "      <th>url</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Data - Simple English Wikipedia, the free ency...</td>\n",
              "      <td>Data - Simple English Wikipedia, the free ency...</td>\n",
              "      <td>https://simple.wikipedia.org/wiki/Data</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>English language - Simple English Wikipedia, t...</td>\n",
              "      <td>English language - Simple English Wikipedia, t...</td>\n",
              "      <td>https://simple.wikipedia.org/wiki/English_lang...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Mathematics - Simple English Wikipedia, the fr...</td>\n",
              "      <td>Mathematics - Simple English Wikipedia, the fr...</td>\n",
              "      <td>https://simple.wikipedia.org/wiki/Mathematics</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Data science - Simple English Wikipedia, the f...</td>\n",
              "      <td>Data science - Simple English Wikipedia, the f...</td>\n",
              "      <td>https://simple.wikipedia.org/wiki/Data_science</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>English language - Simple English Wikipedia, t...</td>\n",
              "      <td>English language - Simple English Wikipedia, t...</td>\n",
              "      <td>https://simple.wikipedia.org/wiki/English_lang...</td>\n",
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            "text/plain": [
              "                                                 text  \\\n",
              "9   Data - Simple English Wikipedia, the free ency...   \n",
              "7   English language - Simple English Wikipedia, t...   \n",
              "11  Mathematics - Simple English Wikipedia, the fr...   \n",
              "0   Data science - Simple English Wikipedia, the f...   \n",
              "3   English language - Simple English Wikipedia, t...   \n",
              "\n",
              "                                                title  \\\n",
              "9   Data - Simple English Wikipedia, the free ency...   \n",
              "7   English language - Simple English Wikipedia, t...   \n",
              "11  Mathematics - Simple English Wikipedia, the fr...   \n",
              "0   Data science - Simple English Wikipedia, the f...   \n",
              "3   English language - Simple English Wikipedia, t...   \n",
              "\n",
              "                                                  url  \n",
              "9              https://simple.wikipedia.org/wiki/Data  \n",
              "7   https://simple.wikipedia.org/wiki/English_lang...  \n",
              "11      https://simple.wikipedia.org/wiki/Mathematics  \n",
              "0      https://simple.wikipedia.org/wiki/Data_science  \n",
              "3   https://simple.wikipedia.org/wiki/English_lang...  "
            ]
          },
          "execution_count": 198,
          "metadata": {
            "tags": []
          },
          "output_type": "execute_result"
        }
      ],
      "source": [
        "wiki_df.sample(5)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-rIssA-tSoNd"
      },
      "source": [
        "В данном случае, кроме ссылки, названия и самого текста, про страницу ничего не известно. Для работы с такими данными можно применять продвинутые методы анализа текстов, про которые рассказывается в последующих курсах."
      ]
    }
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