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@ischurov
Created Mar 30, 2022
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Lesson19.ipynb
{
"cells": [
{
"metadata": {},
"id": "stuffed-salad",
"cell_type": "markdown",
"source": "## Наука о данных\n### Совместный бакалавриат ВШЭ-РЭШ, 2021-2022 учебный год\n_Илья Щуров_\n\n[Страница курса](http://math-info.hse.ru/s21/j)"
},
{
"metadata": {},
"id": "spoken-humor",
"cell_type": "markdown",
"source": "## Web-scrapping"
},
{
"metadata": {
"trusted": false
},
"id": "blank-examination",
"cell_type": "code",
"source": "%pip install --upgrade bs4",
"execution_count": 1,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Requirement already satisfied: bs4 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (0.0.1)\nRequirement already satisfied: beautifulsoup4 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (from bs4) (4.10.0)\nRequirement already satisfied: soupsieve>1.2 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (from beautifulsoup4->bs4) (2.3.1)\nNote: you may need to restart the kernel to use updated packages.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "moved-snowboard",
"cell_type": "code",
"source": "%pip install --upgrade lxml",
"execution_count": 2,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Collecting lxml\n Downloading lxml-4.8.0-cp310-cp310-macosx_10_15_x86_64.whl (4.6 MB)\n |████████████████████████████████| 4.6 MB 5.4 MB/s \n\u001b[?25hInstalling collected packages: lxml\nSuccessfully installed lxml-4.8.0\nNote: you may need to restart the kernel to use updated packages.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "permanent-division",
"cell_type": "code",
"source": "from bs4 import BeautifulSoup",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "breeding-inspection",
"cell_type": "code",
"source": "from IPython.display import HTML",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "welcome-speaker",
"cell_type": "code",
"source": "html = \"\"\"\n<ol>\n <li>\n One\n </li>\n <li>\n Two\n </li>\n <li>\n Three <a href=\"http://example.com\">link</a>.\n </li>\n</ol>\n\"\"\"",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "catholic-regard",
"cell_type": "code",
"source": "HTML(html)",
"execution_count": 7,
"outputs": [
{
"data": {
"text/html": "\n<ol>\n <li>\n One\n </li>\n <li>\n Two\n </li>\n <li>\n Three <a href=\"http://example.com\">link</a>.\n </li>\n</ol>\n",
"text/plain": "<IPython.core.display.HTML object>"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "fiscal-overview",
"cell_type": "code",
"source": "soup = BeautifulSoup(html)",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "clear-cooper",
"cell_type": "code",
"source": "type(soup)",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "bs4.BeautifulSoup"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "shaped-transport",
"cell_type": "code",
"source": "soup",
"execution_count": 11,
"outputs": [
{
"data": {
"text/plain": "<html><body><ol>\n<li>\n One\n </li>\n<li>\n Two\n </li>\n<li>\n Three <a href=\"http://example.com\">link</a>.\n </li>\n</ol>\n</body></html>"
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "aggregate-registrar",
"cell_type": "code",
"source": "type(soup.find(\"li\"))",
"execution_count": 13,
"outputs": [
{
"data": {
"text/plain": "bs4.element.Tag"
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "powerful-brooks",
"cell_type": "code",
"source": "soup.find(\"li\")",
"execution_count": 14,
"outputs": [
{
"data": {
"text/plain": "<li>\n One\n </li>"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "lyric-wings",
"cell_type": "code",
"source": "soup.find_all(\"li\")",
"execution_count": 15,
"outputs": [
{
"data": {
"text/plain": "[<li>\n One\n </li>,\n <li>\n Two\n </li>,\n <li>\n Three <a href=\"http://example.com\">link</a>.\n </li>]"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "charming-finance",
"cell_type": "code",
"source": "soup.find_all(\"li\")[2]",
"execution_count": 16,
"outputs": [
{
"data": {
"text/plain": "<li>\n Three <a href=\"http://example.com\">link</a>.\n </li>"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "national-fighter",
"cell_type": "code",
"source": "list(soup.find_all(\"li\")[2])[1]",
"execution_count": 23,
"outputs": [
{
"data": {
"text/plain": "<a href=\"http://example.com\">link</a>"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "vital-german",
"cell_type": "code",
"source": "type(list(soup.find_all(\"li\")[2])[1])",
"execution_count": 22,
"outputs": [
{
"data": {
"text/plain": "bs4.element.Tag"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "unknown-scoop",
"cell_type": "code",
"source": "a = soup.find_all(\"li\")[2].find(\"a\")",
"execution_count": 26,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "illegal-trail",
"cell_type": "code",
"source": "a",
"execution_count": 27,
"outputs": [
{
"data": {
"text/plain": "<a href=\"http://example.com\">link</a>"
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "amateur-string",
"cell_type": "code",
"source": "a['href']",
"execution_count": 30,
"outputs": [
{
"data": {
"text/plain": "'http://example.com'"
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "driving-syntax",
"cell_type": "code",
"source": "table = \"\"\"\n<table class=\"infobox\" style=\"\" data-name=\"Фильм\">\n<tbody>\n <tr>\n <th colspan=\"2\" scope=\"colgroup\" class=\"infobox-above\" style=\"\">\n Техасская резня бензопилой\n </th>\n </tr>\n <tr>\n <td colspan=\"2\" class=\"\" style=\"text-align:center;\"><span data-wikidata-property-id=\"P1476\" class=\"no-wikidata\"><a href=\"/wiki/%D0%90%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%B8%D0%B9_%D1%8F%D0%B7%D1%8B%D0%BA\" title=\"Английский язык\">англ.</a>&nbsp;<span lang=\"en\" style=\"font-style:italic;\">The Texas Chain Saw Massacre</span></span></td></tr><tr><td colspan=\"2\" class=\"infobox-image\" style=\"\"> <span data-wikidata-property-id=\"P18\" class=\"no-wikidata\"><a href=\"/wiki/%D0%A4%D0%B0%D0%B9%D0%BB:Texas_cover.jpg\" class=\"image\"><img alt=\"Постер фильма\" src=\"//upload.wikimedia.org/wikipedia/ru/thumb/a/a3/Texas_cover.jpg/196px-Texas_cover.jpg\" decoding=\"async\" width=\"196\" height=\"300\" srcset=\"//upload.wikimedia.org/wikipedia/ru/a/a3/Texas_cover.jpg 1.5x\" data-file-width=\"233\" data-file-height=\"356\"></a></span> </td></tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\"><a href=\"/wiki/%D0%96%D0%B0%D0%BD%D1%80%D1%8B_%D0%B8%D0%B3%D1%80%D0%BE%D0%B2%D0%BE%D0%B3%D0%BE_%D0%BA%D0%B8%D0%BD%D0%BE\" title=\"Жанры игрового кино\">Жанр</a></th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P136\" class=\"no-wikidata\"><a href=\"/wiki/%D0%A1%D0%BB%D1%8D%D1%88%D0%B5%D1%80_(%D0%B6%D0%B0%D0%BD%D1%80)\" title=\"Слэшер (жанр)\">слэшер</a></span></td>\n</tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\">Режиссёр</th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P57\" class=\"no-wikidata\"><a href=\"/wiki/%D0%A5%D1%83%D0%BF%D0%B5%D1%80,_%D0%A2%D0%BE%D1%83%D0%B1\" title=\"Хупер, Тоуб\">Тоуб Хупер</a></span></td>\n</tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\">Продюсер</th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P162\" class=\"no-wikidata\">Тоуб Хупер</span></td>\n</tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\">Автор<br>сценария</th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P58\" class=\"no-wikidata\">Тоуб Хупер<br>Ким Хенкел</span></td>\n</tr>\n</tbody></table>\n\"\"\"",
"execution_count": 31,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "super-anxiety",
"cell_type": "code",
"source": "HTML(table)",
"execution_count": 32,
"outputs": [
{
"data": {
"text/html": "\n<table class=\"infobox\" style=\"\" data-name=\"Фильм\"><tbody><tr><th colspan=\"2\" scope=\"colgroup\" class=\"infobox-above\" style=\"\">Техасская резня бензопилой</th></tr><tr><td colspan=\"2\" class=\"\" style=\"text-align:center;\"><span data-wikidata-property-id=\"P1476\" class=\"no-wikidata\"><a href=\"/wiki/%D0%90%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%B8%D0%B9_%D1%8F%D0%B7%D1%8B%D0%BA\" title=\"Английский язык\">англ.</a>&nbsp;<span lang=\"en\" style=\"font-style:italic;\">The Texas Chain Saw Massacre</span></span></td></tr><tr><td colspan=\"2\" class=\"infobox-image\" style=\"\"> <span data-wikidata-property-id=\"P18\" class=\"no-wikidata\"><a href=\"/wiki/%D0%A4%D0%B0%D0%B9%D0%BB:Texas_cover.jpg\" class=\"image\"><img alt=\"Постер фильма\" src=\"//upload.wikimedia.org/wikipedia/ru/thumb/a/a3/Texas_cover.jpg/196px-Texas_cover.jpg\" decoding=\"async\" width=\"196\" height=\"300\" srcset=\"//upload.wikimedia.org/wikipedia/ru/a/a3/Texas_cover.jpg 1.5x\" data-file-width=\"233\" data-file-height=\"356\"></a></span> </td></tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\"><a href=\"/wiki/%D0%96%D0%B0%D0%BD%D1%80%D1%8B_%D0%B8%D0%B3%D1%80%D0%BE%D0%B2%D0%BE%D0%B3%D0%BE_%D0%BA%D0%B8%D0%BD%D0%BE\" title=\"Жанры игрового кино\">Жанр</a></th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P136\" class=\"no-wikidata\"><a href=\"/wiki/%D0%A1%D0%BB%D1%8D%D1%88%D0%B5%D1%80_(%D0%B6%D0%B0%D0%BD%D1%80)\" title=\"Слэшер (жанр)\">слэшер</a></span></td>\n</tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\">Режиссёр</th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P57\" class=\"no-wikidata\"><a href=\"/wiki/%D0%A5%D1%83%D0%BF%D0%B5%D1%80,_%D0%A2%D0%BE%D1%83%D0%B1\" title=\"Хупер, Тоуб\">Тоуб Хупер</a></span></td>\n</tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\">Продюсер</th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P162\" class=\"no-wikidata\">Тоуб Хупер</span></td>\n</tr>\n<tr>\n<th scope=\"row\" class=\"plainlist\" style=\"width:7.6em;\">Автор<br>сценария</th>\n<td class=\"plainlist\">\n<span data-wikidata-property-id=\"P58\" class=\"no-wikidata\">Тоуб Хупер<br>Ким Хенкел</span></td>\n</tr>\n</tbody></table>\n",
"text/plain": "<IPython.core.display.HTML object>"
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "promotional-stack",
"cell_type": "code",
"source": "soup.find_all(\"li\")[2].text",
"execution_count": 35,
"outputs": [
{
"data": {
"text/plain": "'\\n Three link.\\n '"
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "urban-arrival",
"cell_type": "code",
"source": "# Задача: из таблички table изготовить словарь, у \n# которого ключи — первый столбец таблицы, значения — второй\n# если в строке только одна ячейка — игнорировать такую строку",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "printable-notification",
"cell_type": "code",
"source": "soup = BeautifulSoup(table)",
"execution_count": 37,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "connected-medium",
"cell_type": "code",
"source": "soup",
"execution_count": 42,
"outputs": [
{
"data": {
"text/plain": "<html><body><table class=\"infobox\" data-name=\"Фильм\" style=\"\"><tbody><tr><th class=\"infobox-above\" colspan=\"2\" scope=\"colgroup\" style=\"\">Техасская резня бензопилой</th></tr><tr><td class=\"\" colspan=\"2\" style=\"text-align:center;\"><span class=\"no-wikidata\" data-wikidata-property-id=\"P1476\"><a href=\"/wiki/%D0%90%D0%BD%D0%B3%D0%BB%D0%B8%D0%B9%D1%81%D0%BA%D0%B8%D0%B9_%D1%8F%D0%B7%D1%8B%D0%BA\" title=\"Английский язык\">англ.</a> <span lang=\"en\" style=\"font-style:italic;\">The Texas Chain Saw Massacre</span></span></td></tr><tr><td class=\"infobox-image\" colspan=\"2\" style=\"\"> <span class=\"no-wikidata\" data-wikidata-property-id=\"P18\"><a class=\"image\" href=\"/wiki/%D0%A4%D0%B0%D0%B9%D0%BB:Texas_cover.jpg\"><img alt=\"Постер фильма\" data-file-height=\"356\" data-file-width=\"233\" decoding=\"async\" height=\"300\" src=\"//upload.wikimedia.org/wikipedia/ru/thumb/a/a3/Texas_cover.jpg/196px-Texas_cover.jpg\" srcset=\"//upload.wikimedia.org/wikipedia/ru/a/a3/Texas_cover.jpg 1.5x\" width=\"196\"/></a></span> </td></tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\" style=\"width:7.6em;\"><a href=\"/wiki/%D0%96%D0%B0%D0%BD%D1%80%D1%8B_%D0%B8%D0%B3%D1%80%D0%BE%D0%B2%D0%BE%D0%B3%D0%BE_%D0%BA%D0%B8%D0%BD%D0%BE\" title=\"Жанры игрового кино\">Жанр</a></th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P136\"><a href=\"/wiki/%D0%A1%D0%BB%D1%8D%D1%88%D0%B5%D1%80_(%D0%B6%D0%B0%D0%BD%D1%80)\" title=\"Слэшер (жанр)\">слэшер</a></span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\" style=\"width:7.6em;\">Режиссёр</th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P57\"><a href=\"/wiki/%D0%A5%D1%83%D0%BF%D0%B5%D1%80,_%D0%A2%D0%BE%D1%83%D0%B1\" title=\"Хупер, Тоуб\">Тоуб Хупер</a></span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\" style=\"width:7.6em;\">Продюсер</th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P162\">Тоуб Хупер</span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\" style=\"width:7.6em;\">Автор<br/>сценария</th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P58\">Тоуб Хупер<br/>Ким Хенкел</span></td>\n</tr>\n</tbody></table>\n</body></html>"
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "packed-order",
"cell_type": "code",
"source": "BeautifulSoup(\"\"\"<th colspan=\"2\" scope=\"colgroup\" class=\"infobox-above\" style=\"\">\n Техасская резня бензопилой\n </th>\"\"\").find('th')['colspan']",
"execution_count": 41,
"outputs": [
{
"data": {
"text/plain": "'2'"
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "prompt-suicide",
"cell_type": "code",
"source": "print(tr.find(\"a\"))",
"execution_count": 48,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "None\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "corrected-conversation",
"cell_type": "code",
"source": "film_metadata = {}\nfor tr in soup.find_all(\"tr\"):\n th = tr.find('th')\n td = tr.find('td')\n if th and td:\n film_metadata[th.text.strip()] = td.text.strip()\nfilm_metadata",
"execution_count": 56,
"outputs": [
{
"data": {
"text/plain": "{'Жанр': 'слэшер',\n 'Режиссёр': 'Тоуб Хупер',\n 'Продюсер': 'Тоуб Хупер',\n 'Авторсценария': 'Тоуб ХуперКим Хенкел'}"
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "subject-memphis",
"cell_type": "code",
"source": "%pip install --upgrade requests",
"execution_count": 57,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Requirement already satisfied: requests in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (2.26.0)\nCollecting requests\n Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB)\n |████████████████████████████████| 63 kB 1.0 MB/s \n\u001b[?25hRequirement already satisfied: certifi>=2017.4.17 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (from requests) (2021.10.8)\nRequirement already satisfied: charset-normalizer~=2.0.0 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (from requests) (2.0.7)\nRequirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (from requests) (1.26.7)\nRequirement already satisfied: idna<4,>=2.5 in /Users/user/miniconda3/envs/py3.10/lib/python3.10/site-packages (from requests) (3.3)\nInstalling collected packages: requests\n Attempting uninstall: requests\n Found existing installation: requests 2.26.0\n Uninstalling requests-2.26.0:\n Successfully uninstalled requests-2.26.0\nSuccessfully installed requests-2.27.1\nNote: you may need to restart the kernel to use updated packages.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "worst-triumph",
"cell_type": "code",
"source": "import requests",
"execution_count": 58,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "blank-settlement",
"cell_type": "code",
"source": "r",
"execution_count": 64,
"outputs": [
{
"data": {
"text/plain": "<Response [200]>"
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "placed-theta",
"cell_type": "code",
"source": "url = \"https://ru.wikipedia.org/wiki/Техасская_резня_бензопилой_(фильм,_1974)\"\ndef get_infobox(url):\n r = requests.get(url)\n\n soup = BeautifulSoup(r.text)\n table = soup.find(class_=\"infobox\")\n film_metadata = {}\n for tr in table.find_all(\"tr\"):\n print(tr)\n th = tr.find('th')\n td = tr.find('td')\n if th and td:\n film_metadata[th.text.strip()] = td.text.strip()\n return film_metadata",
"execution_count": 81,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "homeless-documentary",
"cell_type": "code",
"source": "get_infobox(\"https://ru.wikipedia.org/wiki/Хупер,_Тоуб\")",
"execution_count": 82,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "<tr><th class=\"infobox-above\" colspan=\"2\" scope=\"colgroup\" style=\"background:#eaecf0;\">Тоуб Хупер</th></tr>\n<tr><td class=\"\" colspan=\"2\" style=\"text-align:center;\"><span class=\"no-wikidata\" data-wikidata-property-id=\"P1559\">Tobe Hooper</span></td></tr>\n<tr><td class=\"infobox-image\" colspan=\"2\" style=\"\"> <span class=\"no-wikidata\" data-wikidata-property-id=\"P18\"><a class=\"image\" href=\"/wiki/%D0%A4%D0%B0%D0%B9%D0%BB:Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg\" title=\"На мероприятии по случаю 40-й годовщины фильма «Техасская резня бензопилой» (1974)\"><img alt=\"На мероприятии по случаю 40-й годовщины фильма «Техасская резня бензопилой» (1974)\" data-file-height=\"3456\" data-file-width=\"3349\" decoding=\"async\" height=\"277\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/e3/Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg/268px-Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/e3/Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg/402px-Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/e/e3/Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg/536px-Massacre_%C3%A0_la_tron%C3%A7onneuse_40eme_anniversaire_Grand_Rex_23_septembre_2014_-_27.jpg 2x\" width=\"268\"/></a><br/><span class=\"media-caption\" data-wikidata-qualifier-id=\"P2096\" style=\"display:block\">На мероприятии по случаю 40-й годовщины фильма «<a href=\"/wiki/%D0%A2%D0%B5%D1%85%D0%B0%D1%81%D1%81%D0%BA%D0%B0%D1%8F_%D1%80%D0%B5%D0%B7%D0%BD%D1%8F_%D0%B1%D0%B5%D0%BD%D0%B7%D0%BE%D0%BF%D0%B8%D0%BB%D0%BE%D0%B9_(%D1%84%D0%B8%D0%BB%D1%8C%D0%BC,_1974)\" title=\"Техасская резня бензопилой (фильм, 1974)\">Техасская резня бензопилой</a>» (1974)</span></span> </td></tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Дата рождения</th>\n<td class=\"plainlist\">\n<span class=\"wikidata-claim\" data-wikidata-claim-id=\"q450728$956BDB85-916F-4CF4-B419-899C545A3BB2\" data-wikidata-property-id=\"P569\"><span class=\"wikidata-snak wikidata-main-snak\"><span class=\"nowrap\"><a href=\"/wiki/25_%D1%8F%D0%BD%D0%B2%D0%B0%D1%80%D1%8F\" title=\"25 января\">25 января</a> <a href=\"/wiki/1943_%D0%B3%D0%BE%D0%B4\" title=\"1943 год\">1943</a></span><span style=\"display:none\">(<span class=\"bday\">1943-01-25</span>)</span></span><sup class=\"reference\" id=\"cite_ref-_c6329709d0aff9e5_1-0\"><a href=\"#cite_note-_c6329709d0aff9e5-1\">[1]</a></sup><sup class=\"reference\" id=\"cite_ref-_51d7a1fa663c763c_2-0\"><a href=\"#cite_note-_51d7a1fa663c763c-2\">[2]</a></sup><sup class=\"reference\" id=\"cite_ref-_51d7a1fa663c763c_2-1\"><a href=\"#cite_note-_51d7a1fa663c763c-2\">[2]</a></sup><sup><a class=\"extiw\" href=\"https://www.wikidata.org/wiki/Q450728#P569\" title=\"d:Q450728\">[…]</a></sup></span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Место рождения</th>\n<td class=\"plainlist\">\n<ul><li><span class=\"wikidata-claim\" data-wikidata-claim-id=\"q450728$F3697B8B-9BB9-4E87-B760-AEC0E6114499\" data-wikidata-property-id=\"P19\"><span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%9E%D1%81%D1%82%D0%B8%D0%BD_(%D0%A2%D0%B5%D1%85%D0%B0%D1%81)\" title=\"Остин (Техас)\">Остин</a></span>, <span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%A1%D0%BE%D0%B5%D0%B4%D0%B8%D0%BD%D1%91%D0%BD%D0%BD%D1%8B%D0%B5_%D0%A8%D1%82%D0%B0%D1%82%D1%8B_%D0%90%D0%BC%D0%B5%D1%80%D0%B8%D0%BA%D0%B8\" title=\"Соединённые Штаты Америки\">США</a></span></span></li></ul></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Дата смерти</th>\n<td class=\"plainlist\">\n<span class=\"wikidata-claim\" data-wikidata-claim-id=\"Q450728$9A1C1873-801C-4AE4-B209-56E7BFDFE9F8\" data-wikidata-property-id=\"P570\"><span class=\"wikidata-snak wikidata-main-snak\"><span class=\"nowrap\"><a href=\"/wiki/26_%D0%B0%D0%B2%D0%B3%D1%83%D1%81%D1%82%D0%B0\" title=\"26 августа\">26 августа</a> <a href=\"/wiki/2017_%D0%B3%D0%BE%D0%B4\" title=\"2017 год\">2017</a></span><span style=\"display:none\">(<span class=\"dday\">2017-08-26</span>)</span></span><sup class=\"reference\" id=\"cite_ref-_c0909141dbb3e7ed_3-0\"><a href=\"#cite_note-_c0909141dbb3e7ed-3\">[3]</a></sup><sup class=\"reference\" id=\"cite_ref-_c6329709d0aff9e5_1-1\"><a href=\"#cite_note-_c6329709d0aff9e5-1\">[1]</a></sup> <span style=\"white-space:nowrap;\">(74 года)</span></span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Место смерти</th>\n<td class=\"plainlist\">\n<ul><li><span class=\"wikidata-claim\" data-wikidata-claim-id=\"Q450728$05cfa890-4f2e-6cbe-be42-98ca6ca1f292\" data-wikidata-property-id=\"P20\"><span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%A8%D0%B5%D1%80%D0%BC%D0%B0%D0%BD-%D0%9E%D0%BA%D1%81\" title=\"Шерман-Окс\">Шерман-Окс</a></span>, <span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%9B%D0%BE%D1%81-%D0%90%D0%BD%D0%B4%D0%B6%D0%B5%D0%BB%D0%B5%D1%81\" title=\"Лос-Анджелес\">Лос-Анджелес</a></span>, <span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%9A%D0%B0%D0%BB%D0%B8%D1%84%D0%BE%D1%80%D0%BD%D0%B8%D1%8F\" title=\"Калифорния\">Калифорния</a></span>, <span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%A1%D0%BE%D0%B5%D0%B4%D0%B8%D0%BD%D1%91%D0%BD%D0%BD%D1%8B%D0%B5_%D0%A8%D1%82%D0%B0%D1%82%D1%8B_%D0%90%D0%BC%D0%B5%D1%80%D0%B8%D0%BA%D0%B8\" title=\"Соединённые Штаты Америки\">США</a></span></span></li></ul></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Гражданство</th>\n<td class=\"plainlist\">\n<ul><li><span class=\"wikidata-claim\" data-wikidata-claim-id=\"q450728$248EF36A-6E81-4DCA-A8BB-284F50924602\" data-wikidata-property-id=\"P27\"><img alt=\"\" class=\"thumbborder\" data-file-height=\"650\" data-file-width=\"1235\" decoding=\"async\" height=\"11\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/a/a4/Flag_of_the_United_States.svg/20px-Flag_of_the_United_States.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/a/a4/Flag_of_the_United_States.svg/30px-Flag_of_the_United_States.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/a/a4/Flag_of_the_United_States.svg/40px-Flag_of_the_United_States.svg.png 2x\" width=\"20\"/> <span class=\"country-name\"><span class=\"wikidata-snak wikidata-main-snak\"><a href=\"/wiki/%D0%A1%D0%BE%D0%B5%D0%B4%D0%B8%D0%BD%D1%91%D0%BD%D0%BD%D1%8B%D0%B5_%D0%A8%D1%82%D0%B0%D1%82%D1%8B_%D0%90%D0%BC%D0%B5%D1%80%D0%B8%D0%BA%D0%B8\" title=\"Соединённые Штаты Америки\">США</a></span></span></span></li></ul></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Профессия</th>\n<td class=\"plainlist\">\n<div class=\"no-wikidata\" data-wikidata-property-id=\"P106\">\n<a href=\"/wiki/%D0%9A%D0%B8%D0%BD%D0%BE%D1%80%D0%B5%D0%B6%D0%B8%D1%81%D1%81%D1%91%D1%80\" title=\"Кинорежиссёр\">кинорежиссёр</a>, сценарист, продюсер, актёр, композитор</div></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Карьера</th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P2031\">1974—2017</span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Направление</th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P136\"><a class=\"mw-redirect\" href=\"/wiki/%D0%A4%D0%B8%D0%BB%D1%8C%D0%BC%D1%8B_%D1%83%D0%B6%D0%B0%D1%81%D0%BE%D0%B2\" title=\"Фильмы ужасов\">фильмы ужасов</a></span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\">Награды</th>\n<td class=\"plainlist\">\n<span class=\"no-wikidata\" data-wikidata-property-id=\"P166\">призы <a href=\"/wiki/%D0%9A%D0%B8%D0%BD%D0%BE%D1%84%D0%B5%D1%81%D1%82%D0%B8%D0%B2%D0%B0%D0%BB%D1%8C_%D0%B2_%D0%90%D0%B2%D0%BE%D1%80%D0%B8%D0%B0%D0%B7%D0%B5\" title=\"Кинофестиваль в Авориазе\">МКФ фантастического кино в Авориазе</a></span></td>\n</tr>\n<tr>\n<th class=\"plainlist\" scope=\"row\"><a href=\"/wiki/Internet_Movie_Database\" title=\"Internet Movie Database\">IMDb</a></th>\n<td class=\"plainlist\">\n<span class=\"wikidata-claim\" data-wikidata-claim-id=\"q450728$1B2087A4-D875-4F8B-9C6A-F40D53637887\" data-wikidata-property-id=\"P345\"><span class=\"wikidata-snak wikidata-main-snak\"><a class=\"extiw\" href=\"https://www.imdb.com/name/nm0001361/\" title=\"imdbname:0001361\">ID 0001361</a></span></span></td>\n</tr>\n<tr>\n<td class=\"plainlist\" colspan=\"2\" style=\"text-align:center;\">\n<span class=\"wikidata-claim\" data-wikidata-claim-id=\"Q450728$6667D874-29D2-43DC-8037-B5252AE1B46D\" data-wikidata-property-id=\"P856\"><span class=\"wikidata-snak wikidata-main-snak\"><a class=\"external text\" href=\"http://www.tobehooper.com/\" rel=\"nofollow\">tobehooper.com</a>​ <small class=\"ref-info\" style=\"cursor:help;\" title=\"на английском языке\">(англ.)</small></span></span></td>\n</tr>\n<tr><td class=\"infobox-below\" colspan=\"2\" style=\"background:#eaecf0;;\"><span class=\"wikidata-claim\" data-wikidata-claim-id=\"Q450728$cda49fb2-4641-5ecd-7ad8-b1fb54cf863b\" data-wikidata-property-id=\"P373\"><span class=\"wikidata-snak wikidata-main-snak\"><a href=\"https://commons.wikimedia.org/wiki/Category:Tobe_Hooper\" title=\"commons:Category:Tobe Hooper\"><img alt=\"Логотип Викисклада\" data-file-height=\"1376\" data-file-width=\"1024\" decoding=\"async\" height=\"20\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/4/4a/Commons-logo.svg/15px-Commons-logo.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/4/4a/Commons-logo.svg/23px-Commons-logo.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/4/4a/Commons-logo.svg/30px-Commons-logo.svg.png 2x\" width=\"15\"/></a> <a class=\"extiw\" href=\"https://commons.wikimedia.org/wiki/Category:Tobe_Hooper\" title=\"commons:Category:Tobe Hooper\">Медиафайлы на Викискладе</a></span></span></td></tr>\n"
},
{
"data": {
"text/plain": "{'Дата\\xa0рождения': '25 января 1943(1943-01-25)[1][2][2][…]',\n 'Место\\xa0рождения': 'Остин, США',\n 'Дата\\xa0смерти': '26 августа 2017(2017-08-26)[3][1] (74 года)',\n 'Место\\xa0смерти': 'Шерман-Окс, Лос-Анджелес, Калифорния, США',\n 'Гражданство': 'США',\n 'Профессия': 'кинорежиссёр, сценарист, продюсер, актёр, композитор',\n 'Карьера': '1974—2017',\n 'Направление': 'фильмы ужасов',\n 'Награды': 'призы МКФ фантастического кино в Авориазе',\n 'IMDb': 'ID\\xa00001361'}"
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "hindu-russia",
"cell_type": "code",
"source": "'Дата\\xa0рождения'.split(\" \")",
"execution_count": 80,
"outputs": [
{
"data": {
"text/plain": "['Дата\\xa0рождения']"
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "powerful-california",
"cell_type": "code",
"source": "print('Дата\\xa0рождения')",
"execution_count": 79,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Дата рождения\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "premium-affect",
"cell_type": "code",
"source": "href=\"asdjalsdjl\"",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "fitting-detective",
"cell_type": "code",
"source": "href=https://.../",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "universal-occasion",
"cell_type": "code",
"source": "[a.get('href') for a in soup.find_all(\"a\") if a.get('href')]",
"execution_count": 88,
"outputs": [
{
"data": {
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