{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "T-WJ471SNaqd" }, "source": [ "# Введение в анализ данных\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 — 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 Хабре. 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" ] }, { "cell_type": "markdown", "metadata": { "id": "n3j1NL2oSoMs" }, "source": [ 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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 API Кинопоиска. Мы попробуем скачать информацию о фильмах." ] }, { "cell_type": "code", "execution_count": 1, "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 документация, 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 — 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": 2, "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 Кинопоиска. Откроем страницу с фильмом. Она имеет вид `https://www.kinopoisk.ru/film/1143242/`. Здесь `1143242` — это ID фильма, который требуется для запроса в API.\n", "\n", "Путь, на который нужно подать запрос, формируется таким образом:\n", "\n", "`https://api.kinopoisk.cloud/movies/{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": 4, "metadata": { "id": "IXPiXruySoM3" }, "outputs": [], "source": [ "film_id = \"1143242\"\n", "\n", "# Формируем путь для задания запроса\n", "url = \"https://cloud-api.kinopoisk.dev/movies/{}/token/{}\".format(\n", " film_id,\n", " token\n", ")\n", "\n", "# Отправляем запрос о фильме\n", "req = requests.get(url, params={})\n", "# Получаем информацию в виде JSON\n", "film_info = req.json()" ] }, { "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` — путь не найден,\n", "* `403` — нет доступа,\n", "* `400` — неверный формат запроса." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xD1obforwraP", "outputId": "253269b4-c5c2-43e4-f709-ec43c34f514c" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "req" ] }, { "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": 6, "metadata": { "id": "3GMkw71FSoM3", "outputId": "302d00c0-1646-4bee-e1be-de211c3e2319" }, "outputs": [ { "data": { "text/plain": [ "{'id': 293724,\n", " 'id_kinopoisk': 1143242,\n", " 'url': '412965-dzhentlmeny-2019',\n", " 'type': 'movie',\n", " 'title': 'Джентльмены',\n", " 'title_alternative': 'The Gentlemen',\n", " 'tagline': '«Criminal. Class»',\n", " 'description': 'Талантливый выпускник Оксфорда, применив свой уникальный ум\\xa0и невиданную дерзость, придумал нелегальную схему обогащения с\\xa0использованием поместья обедневшей английской аристократии. Однако когда он\\xa0решает продать свой бизнес влиятельному клану миллиардеров из\\xa0США, на\\xa0его пути встают не\\xa0менее обаятельные, но\\xa0жесткие джентльмены. Намечается обмен любезностями, который точно не\\xa0обойдется без\\xa0перестрелок и\\xa0парочки несчастных случаев.',\n", " 'year': 2019,\n", " 'poster': '//images.kinopoisk.dev/posters/1143242.jpg',\n", " 'trailer': 'https://www.youtube.com/embed/dABPCMxu074',\n", " 'age': 'зрителям, достигшим 18 лет',\n", " 'actors': ['Мэттью МакКонахи',\n", " 'Чарли Ханнэм',\n", " 'Генри Голдинг',\n", " 'Хью Грант',\n", " 'Мишель Докери',\n", " 'Джереми Стронг',\n", " 'Эдди Марсан',\n", " 'Джейсон Вонг',\n", " 'Колин Фаррелл',\n", " 'Лайн Рени',\n", " 'Василий Дахненко',\n", " 'Сергей Смирнов',\n", " 'Филипп Бледный',\n", " 'Алексей Иващенко',\n", " 'Татьяна Шитова'],\n", " 'countries': ['США'],\n", " 'genres': ['Боевик', 'Комедия', 'Криминал'],\n", " 'directors': ['Гай Ричи'],\n", " 'screenwriters': ['Гай Ричи', 'Айван Эткинсон', 'Марн Дэвис'],\n", " 'producers': ['Айван Эткинсон', 'Билл Блок', 'Гай Ричи'],\n", " 'operators': ['Алан Стюарт'],\n", " 'composers': ['Кристофер Бенстед'],\n", " 'painters': ['Джемма Джексон', 'Оливер Кэрролл', 'Фиона Гэвин'],\n", " 'editors': ['Джеймс Херберт'],\n", " 'budget': None,\n", " 'rating_kinopoisk': 8.5,\n", " 'rating_imdb': 7.9,\n", " 'kinopoisk_votes': None,\n", " 'imdb_votes': None,\n", " 'fees_world': '$87528459',\n", " 'fees_russia': None,\n", " 'premiere_world': '3 декабря 2019',\n", " 'premiere_russia': '13 февраля 2020',\n", " 'frames': ['https://st.kp.yandex.net/im/kadr/3/4/1/kinopoisk.ru-The-Gentlemen-3416816.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/1/kinopoisk.ru-The-Gentlemen-3416818.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/1/kinopoisk.ru-The-Gentlemen-3416819.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/1/kinopoisk.ru-The-Gentlemen-3416820.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/5/kinopoisk.ru-The-Gentlemen-3451963.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/5/kinopoisk.ru-The-Gentlemen-3451964.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/5/kinopoisk.ru-The-Gentlemen-3451965.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/5/kinopoisk.ru-The-Gentlemen-3451966.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/5/kinopoisk.ru-The-Gentlemen-3451967.jpg',\n", " 'https://st.kp.yandex.net/im/kadr/3/4/5/kinopoisk.ru-The-Gentlemen-3451968.jpg'],\n", " 'screenshots': None,\n", " 'videocdn': {'url': ['/movie/07c4134786a3425f985a304c039693df/iframe'],\n", " 'quality': ['WEBRip', 'WEB-DL', 'WEB-DL', 'TS', 'TS'],\n", " 'duration': None,\n", " 'voice': ['Дубляж [Лицензия]',\n", " 'Дубляж [Лицензия]',\n", " 'Дубляж [Чистый звук]',\n", " 'Дубляж',\n", " 'многоголосый закадровый']},\n", " 'hdvb': {'url': None, 'quality': None, 'duration': None, 'voice': None},\n", " 'collapse': {'url': ['/embed/movie/14178'],\n", " 'quality': ['FHD (1080p)'],\n", " 'duration': ['113 мин. / 01:53'],\n", " 'voice': ['Рус. Дублированный', 'Укр. Дубльований', 'Eng.Original']},\n", " 'kodik': {'url': None, 'quality': None, 'duration': None, 'voice': None}}" ] }, "execution_count": 6, "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, которые можно скачать за день, ограничего 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": 7, "metadata": { "id": "n1HZspEswv3U" }, "outputs": [], "source": [ "# Загрузим фильмы, скачанные до этого\n", "with open('all_films.json') as films_file:\n", " all_films = json.load(films_file)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "wuC7y7MTSoM8" }, "outputs": [], "source": [ "# Зададим список страниц, которые скачиваем\n", "pages = list(range(220, 225))\n", "\n", "for page_num in pages:\n", " # Формируем ссылку для скачивания страницы\n", " url = \"https://cloud-api.kinopoisk.dev/movies/all/page/{}/token/{}\".format(\n", " page_num,\n", " token\n", " )\n", "\n", " # Достаём информацию по ссылке\n", " req = requests.get(url, params={})\n", " req_result = req.json()\n", " # Добавляем результат в список фильмов\n", " all_films += req_result['movies']" ] }, { "cell_type": "markdown", "metadata": { "id": "trmlZt3pSoNB" }, "source": [ "Преобразуем всё в `DataFrame`. Сохраним id, название, описание, актёров, возрастное ограничение и звуковые дорожки." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "hNqfwyNkSoNC" }, "outputs": [], "source": [ "df = pd.DataFrame(all_films, columns=['id', 'id_kinopoisk', 'title', 'actors', 'age',\n", " 'description', 'collapse', 'countries'])\n", "df['sounds'] = df['collapse'].apply(lambda x: x[\"voice\"])\n", "df = df.drop('collapse', axis=1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 293 }, "id": "WYncfIJhSoNC", "outputId": "b5583978-4607-4075-f851-cc828e35c481" }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id id_kinopoisk title \\\n", "130 527265 39667 Братья-соперники \n", "85 251761 494615 Горе от ума \n", "41 16432 535 8 с половиной \n", "23 279965 1115382 За пределом \n", "52 43066 42905 Пацаны \n", "\n", " actors \\\n", "130 [Санджай Датт, Салман Кхан, Каришма Капур, Дал... \n", "85 [Игорь Охлупин, Ольга Кузина, Полина Агуреева,... \n", "41 [Марчелло Мастроянни, Клаудия Кардинале, Анук ... \n", "23 [Маргарита Мамун, Ирина Винер, Амина Зарипова] \n", "52 [Валерий Приёмыхов, Ольга Машная, Андрей Зыков... \n", "\n", " age \\\n", "130 зрителям, достигшим 12 лет \n", "85 для любой зрительской аудитории \n", "41 зрителям, достигшим 12 лет \n", "23 None \n", "52 зрителям, достигшим 12 лет \n", "\n", " description \\\n", "130 Два брата в семействе Обероев совсем не похожи... \n", "85 Театральная постановка по одноимённой пьесе А.... \n", "41 Фильм — парафраз виртуозности и поэтичности тв... \n", "23 Портрет прославленной российской художественно... \n", "52 Хотя бы один взрослый, которого можно называть... \n", "\n", " countries sounds min_age is_russian \n", "130 [Индия] None 12 False \n", "85 [Россия] None 0 True \n", "41 [Италия, Франция] None 12 False \n", "23 [Польша, Германия, Финляндия, Франция] None -1 False \n", "52 [СССР] None 12 True " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sample(5)" ] }, { "cell_type": "markdown", "metadata": { "id": "Kxy1cnizSoNR" }, "source": [ "Построим гистограмму для всех фильмов сразу. Используем специальную функцию `sns.countplot`, которая строит график встречаемости категориальных значений." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 418 }, "id": "NL0ZXb4PSoNS", "outputId": "b00f67fe-cfdb-4fdf-b9f4-c1c5c308e115" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.title('Гистограмма для всех фильмов')\n", "sns.countplot(data=df, x='min_age')\n", "plt.xlabel('Минимальный возраст для просмотра')\n", "plt.ylabel('Количество фильмов')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "aMRLmoXtSoNS" }, "source": [ "Теперь сделаем 2 графика, на которых разделим отечественные и иностранные фильмы. Для корректного сравнения лучше убрать из рассмотрения фильмы, для которых возраст определить не получилось." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "CK4qToRDSoNT", "outputId": "b2a80e3d-9dae-46f5-cb59-2df69760a4af" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_known_age = df[df.min_age != -1]\n", "# Группируем данные и достаём долю фильмов\n", "frac = df_known_age.groupby(by=\"is_russian\").min_age.value_counts(normalize=True)\n", "frac = frac.rename('fraction')\n", "\n", "plt.figure(figsize=(12, 7))\n", "sns.barplot(\n", " data=frac.reset_index(), # Разгруппировываем таблицу\n", " x=\"min_age\",\n", " y=\"fraction\", \n", " hue=\"is_russian\",\n", ")\n", "plt.title(\"Сравнение отечественных и иностранных фильмов\")\n", "plt.xlabel(\"Возрастное ограничение\")\n", "plt.ylabel(\"Доля фильмов\")\n", "plt.legend(title=\"Отечественный ли фильм\");\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "pmsm2wOpSoNT" }, "source": [ "Отсюда можно заметить, что иностранным фильмам рейтинг 6+ почти не ставится, при этом им гораздо чаще, чем отечественным фильмам, ставится рейтинг 16+.\n", "\n", "Обратите внимание, что в данном случае гистограмма отображает не количество фильмов, а их долю. Только так можно аккуратно визуально сравнить распределение рейтинга." ] }, { "cell_type": "markdown", "metadata": { "id": "fxtdP0hmSoNU" }, "source": [ "Теперь выделим из таблицы фильмы про школу. Давайте предположим, что фильмы про школу — это те фильмы, в которых есть слова, связанные с учёбой. Чтобы искать такие слова, составим список префиксов слов про школу." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "88dKDlIHSoNU" }, "outputs": [], "source": [ "SCHOOL_PREFIXES = [\n", " 'школ',\n", " 'учени'\n", " 'класс',\n", " 'урок',\n", " 'учите',\n", " 'математи',\n", " 'студент',\n", " 'студенч'\n", "]" ] }, { "cell_type": "markdown", "metadata": { "id": "1lyIAN-naWFF" }, "source": [ "Напишем функцию, которая будет проверять наличие фильмов с данными префиксами." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "mtrufXWASoNV" }, "outputs": [], "source": [ "def is_about_school(description):\n", " '''Вычисляет по описанию, является ли фильм фильмом про школу'''\n", " \n", " if description is None:\n", " return False\n", " descr_words = description.split()\n", " \n", " # Приводим слова к нижнему регистру\n", " descr_words = [w.lower() for w in descr_words]\n", " \n", " for word in descr_words:\n", " for prefix in SCHOOL_PREFIXES:\n", " if word.startswith(prefix):\n", " return True\n", " \n", " return False" ] }, { "cell_type": "markdown", "metadata": { "id": "d8uGpibApcpF" }, "source": [ "Применим эту функцию, построив новый столбец `is_school`." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "rAlL81ETSoNV" }, "outputs": [], "source": [ "df['is_school'] = df.description.apply(is_about_school)" ] }, { "cell_type": "markdown", "metadata": { "id": "C3x_bMAFpiPh" }, "source": [ "Посмотрим, какие фильмы оказались фильмами про школу." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 759 }, "id": "M1vkJ6vUSoNX", "outputId": "5b66cedf-a76e-4a99-a37b-b6657a9183b0" }, "outputs": [ { "data": { "text/html": [ "
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03612442070Разные судьбы[Татьяна Пилецкая, Юлиан Панич, Георгий Юматов...зрителям, достигшим 12 летМолодые ленинградцы, вчерашние школьники, всту...[СССР]None12TrueTrue
8518410471407Математик и черт[Всеволод Шестаков, Александр Кайдановский, Ал...NoneМатематик предлагает продать душу дьяволу за т...[СССР]None-1TrueTrue
263855145028Курьер[Федор Дунаевский, Анастасия Немоляева, Олег Б...зрителям, достигшим 16 летВыпускник школы Иван, дожидаясь призыва в арми...[СССР]None16TrueTrue
30563594402568Сломанное королевство[Рэйчел Ли Кук, Дэниэл Гиллис, Кэндис МакКлюр,...NoneЗдесь несколько историй. 14-летняя проститутка...[США]None-1FalseTrue
346612795049Мост искусств[Адриен Мишо, Наташа Ренье, Алексис Лоре, Дени...NoneПариж, 1979 — 1980. Сара — певица в квартете, ...[Франция]None-1FalseTrue
4453054545244Завтра была война[Сергей Никоненко, Нина Русланова, Вера Аленто...зрителям, достигшим 12 летНачало сороковых. Герои фильма — обычные совет...[СССР]None12TrueTrue
8152899144577Городской романс[Мария Соломина, Евгений Киндинов, Геннадий Са...зрителям, достигшим 12 летМаша и Женя встретились в огромном городе и по...[СССР]None12TrueTrue
82484425595990Святая дочь Бога[Чийян Викрам, Анушка Шетти, Амала Пол, Нассер...зрителям, достигшим 16 летКришна — взрослый мужчина с умственным развити...[Индия]None16FalseTrue
864686258778Кес[Дэвид Брэдли, Фредди Флетчер, Линн Перри, Кол...NoneИстория 12-летнего тинэйджера Билли Каспера, у...[Великобритания]None-1FalseTrue
871782911190Сабрина[Хамфри Богарт, Одри Хепберн, Уильям Холден, У...зрителям, достигшим 12 летВ роскошной усадьбе на западном берегу Лонг-Ай...[США]None12FalseTrue
96566487467962Печальная история любви[Квон Сан-у, Ли Бо-ён, Ли Бом-су, Чжон-хак Чхв...NoneКей и Крим знакомы еще со школьной скамьи, жив...[Корея Южная]None-1FalseTrue
1013867623715Мелоди[Марк Лестер, Трэйси Хайд, Джек Вайлд, Колин Б...NoneДетство — ужасная пора. Запрещено всё. Нельзя ...[Великобритания]None-1FalseTrue
1045261907687Полуночный экспресс[Брэд Дэвис, Джон Хёрт, Рэнди Куэйд, Бо Хопкин...зрителям, достигшим 18 летАмериканского студента Билли Хейса ловят при п...[Великобритания, США]None18FalseTrue
1275842751039750Современное образаванийе[Romy Bartz, Кэйтлин Берли, Caspar Hardaker, Н...NoneСатирический взгляд на современную западную об...[Австралия]None-1FalseTrue
1346861681542Невидимые дети[Адама Била, Элизе Руамба, Родриго Уаттара, Ур...зрителям, достигшим 16 летПеред нами семь историй о семи детях, выживающ...[Франция, Италия]None16FalseTrue
\n", "
" ], "text/plain": [ " id id_kinopoisk title \\\n", "0 36124 42070 Разные судьбы \n", "8 518410 471407 Математик и черт \n", "26 38551 45028 Курьер \n", "30 563594 402568 Сломанное королевство \n", "34 66127 95049 Мост искусств \n", "44 530545 45244 Завтра была война \n", "81 528991 44577 Городской романс \n", "82 484425 595990 Святая дочь Бога \n", "86 46862 58778 Кес \n", "87 17829 11190 Сабрина \n", "96 566487 467962 Печальная история любви \n", "101 38676 23715 Мелоди \n", "104 526190 7687 Полуночный экспресс \n", "127 584275 1039750 Современное образаванийе \n", "134 68616 81542 Невидимые дети \n", "\n", " actors \\\n", "0 [Татьяна Пилецкая, Юлиан Панич, Георгий Юматов... \n", "8 [Всеволод Шестаков, Александр Кайдановский, Ал... \n", "26 [Федор Дунаевский, Анастасия Немоляева, Олег Б... \n", "30 [Рэйчел Ли Кук, Дэниэл Гиллис, Кэндис МакКлюр,... \n", "34 [Адриен Мишо, Наташа Ренье, Алексис Лоре, Дени... \n", "44 [Сергей Никоненко, Нина Русланова, Вера Аленто... \n", "81 [Мария Соломина, Евгений Киндинов, Геннадий Са... \n", "82 [Чийян Викрам, Анушка Шетти, Амала Пол, Нассер... \n", "86 [Дэвид Брэдли, Фредди Флетчер, Линн Перри, Кол... \n", "87 [Хамфри Богарт, Одри Хепберн, Уильям Холден, У... \n", "96 [Квон Сан-у, Ли Бо-ён, Ли Бом-су, Чжон-хак Чхв... \n", "101 [Марк Лестер, Трэйси Хайд, Джек Вайлд, Колин Б... \n", "104 [Брэд Дэвис, Джон Хёрт, Рэнди Куэйд, Бо Хопкин... \n", "127 [Romy Bartz, Кэйтлин Берли, Caspar Hardaker, Н... \n", "134 [Адама Била, Элизе Руамба, Родриго Уаттара, Ур... \n", "\n", " age \\\n", "0 зрителям, достигшим 12 лет \n", "8 None \n", "26 зрителям, достигшим 16 лет \n", "30 None \n", "34 None \n", "44 зрителям, достигшим 12 лет \n", "81 зрителям, достигшим 12 лет \n", "82 зрителям, достигшим 16 лет \n", "86 None \n", "87 зрителям, достигшим 12 лет \n", "96 None \n", "101 None \n", "104 зрителям, достигшим 18 лет \n", "127 None \n", "134 зрителям, достигшим 16 лет \n", "\n", " description countries \\\n", "0 Молодые ленинградцы, вчерашние школьники, всту... [СССР] \n", "8 Математик предлагает продать душу дьяволу за т... [СССР] \n", "26 Выпускник школы Иван, дожидаясь призыва в арми... [СССР] \n", "30 Здесь несколько историй. 14-летняя проститутка... [США] \n", "34 Париж, 1979 — 1980. Сара — певица в квартете, ... [Франция] \n", "44 Начало сороковых. Герои фильма — обычные совет... [СССР] \n", "81 Маша и Женя встретились в огромном городе и по... [СССР] \n", "82 Кришна — взрослый мужчина с умственным развити... [Индия] \n", "86 История 12-летнего тинэйджера Билли Каспера, у... [Великобритания] \n", "87 В роскошной усадьбе на западном берегу Лонг-Ай... [США] \n", "96 Кей и Крим знакомы еще со школьной скамьи, жив... [Корея Южная] \n", "101 Детство — ужасная пора. Запрещено всё. Нельзя ... [Великобритания] \n", "104 Американского студента Билли Хейса ловят при п... [Великобритания, США] \n", "127 Сатирический взгляд на современную западную об... [Австралия] \n", "134 Перед нами семь историй о семи детях, выживающ... [Франция, Италия] \n", "\n", " sounds min_age is_russian is_school \n", "0 None 12 True True \n", "8 None -1 True True \n", "26 None 16 True True \n", "30 None -1 False True \n", "34 None -1 False True \n", "44 None 12 True True \n", "81 None 12 True True \n", "82 None 16 False True \n", "86 None -1 False True \n", "87 None 12 False True \n", "96 None -1 False True \n", "101 None -1 False True \n", "104 None 18 False True \n", "127 None -1 False True \n", "134 None 16 False True " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.is_school == True]" ] }, { "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 — `BeautifulSoup`. Попробуем с её помощью начать обход страниц сайта simple.wikipedia.org. " ] }, { "cell_type": "markdown", "metadata": { "id": "1QZ4vr-SSoNY" }, "source": [ 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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": 38, "metadata": {}, "outputs": [], "source": [ "# !python3 -mpip install url_normalize\n", "# !python3 -mpip install bs4" ] }, { "cell_type": "code", "execution_count": 39, "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')]\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 — нормализовать." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "iSkja70CSoNc", "scrolled": false }, "outputs": [], "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": [ "
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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." ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "data_parsing.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }