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ちくまプリマー新書 一覧情報取得
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import time\n", | |
| "\n", | |
| "import requests\n", | |
| "from lxml import html\n", | |
| "import pandas as pd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "http://www.chikumashobo.co.jp/search/result?p=&g=&a=&t=&k=402&s=&isbn=&order=&v=&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=2&desc=false\n", | |
| "skip: プリマー新書Ａ全２０冊\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=3&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=4&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=5&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=6&desc=false\n", | |
| "skip: プリマー新書Ｄ全２０冊\n", | |
| "skip: プリマー新書Ｅ全２０冊\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=7&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=8&desc=false\n", | |
| "skip: 新書で学ぶ 中学生からの教養 全１４冊\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=9&desc=false\n", | |
| "skip: プリマー新書Ｇ全２０冊\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=10&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=11&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=12&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=13&desc=false\n", | |
| "skip: 中学生からの大学講義 全５巻セット\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=14&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=15&desc=false\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=16&desc=false\n", | |
| "skip: 続・中学生からの大学講義セット\n", | |
| "http://www.chikumashobo.co.jp/search/result?p=&k=402&s=&t=&a=&g=&isbn=&order=&v=&page=17&desc=false\n" | |
| ] | |
| }, | |
| { | |
| "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>title</th>\n", | |
| " <th>url</th>\n", | |
| " <th>author_list</th>\n", | |
| " <th>date</th>\n", | |
| " <th>isbn</th>\n", | |
| " <th>jan_code</th>\n", | |
| " <th>pages</th>\n", | |
| " <th>price</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>ちゃんと話すための敬語の本</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " <td>[[橋本 治, http://www.chikumashobo.co.jp/author/0...</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>4-480-68701-7</td>\n", | |
| " <td>9784480687012</td>\n", | |
| " <td>128頁</td>\n", | |
| " <td>定価：本体680 円+税</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>先生はえらい</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " <td>[[内田 樹, http://www.chikumashobo.co.jp/author/0...</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>978-4-480-68702-9</td>\n", | |
| " <td>9784480687029</td>\n", | |
| " <td>176頁</td>\n", | |
| " <td>定価：本体780 円+税</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>死んだらどうなるの？</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " <td>[[玄侑 宗久, http://www.chikumashobo.co.jp/author/...</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>4-480-68703-3</td>\n", | |
| " <td>9784480687036</td>\n", | |
| " <td>160頁</td>\n", | |
| " <td>定価：本体760 円+税</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>熱烈応援！スポーツ天国</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " <td>[[最相 葉月, http://www.chikumashobo.co.jp/author/...</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>4-480-68704-1</td>\n", | |
| " <td>9784480687043</td>\n", | |
| " <td>160頁</td>\n", | |
| " <td>定価：本体720 円+税</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>事物はじまりの物語</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " <td>[[吉村 昭, http://www.chikumashobo.co.jp/author/0...</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>4-480-68705-X</td>\n", | |
| " <td>9784480687050</td>\n", | |
| " <td>128頁</td>\n", | |
| " <td>定価：本体680 円+税</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " title url \\\n", | |
| "0 ちゃんと話すための敬語の本 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "1 先生はえらい http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "2 死んだらどうなるの？ http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "3 熱烈応援！スポーツ天国 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "4 事物はじまりの物語 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "\n", | |
| " author_list date \\\n", | |
| "0 [[橋本 治, http://www.chikumashobo.co.jp/author/0... 2005/01/25 \n", | |
| "1 [[内田 樹, http://www.chikumashobo.co.jp/author/0... 2005/01/25 \n", | |
| "2 [[玄侑 宗久, http://www.chikumashobo.co.jp/author/... 2005/01/25 \n", | |
| "3 [[最相 葉月, http://www.chikumashobo.co.jp/author/... 2005/01/25 \n", | |
| "4 [[吉村 昭, http://www.chikumashobo.co.jp/author/0... 2005/01/25 \n", | |
| "\n", | |
| " isbn jan_code pages price \n", | |
| "0 4-480-68701-7 9784480687012 128頁 定価：本体680 円+税 \n", | |
| "1 978-4-480-68702-9 9784480687029 176頁 定価：本体780 円+税 \n", | |
| "2 4-480-68703-3 9784480687036 160頁 定価：本体760 円+税 \n", | |
| "3 4-480-68704-1 9784480687043 160頁 定価：本体720 円+税 \n", | |
| "4 4-480-68705-X 9784480687050 128頁 定価：本体680 円+税 " | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "l4df = []\n", | |
| "search_url = \"http://www.chikumashobo.co.jp/search/result?p=&g=&a=&t=&k=402&s=&isbn=&order=&v=&desc=false\"\n", | |
| "\n", | |
| "for i in range(100):\n", | |
| " print(search_url)\n", | |
| " r = requests.get(search_url)\n", | |
| " assert r.status_code == 200, (url, r.status_code)\n", | |
| " dom = html.fromstring(r.content, \"lxml\")\n", | |
| "\n", | |
| "\n", | |
| " for el in dom.cssselect(\"#result\"):\n", | |
| " assert len(el.cssselect(\".title\")) == 1, el.cssselect(\".title\")\n", | |
| " title = el.cssselect(\".title>a\")[0].text.strip()\n", | |
| " book_url = \"http://www.chikumashobo.co.jp\" + el.cssselect(\".title>a\")[0].attrib[\"href\"]\n", | |
| " \n", | |
| " if \"全２０冊\" in title or \"全１４冊\" in title or \"全５巻セット\" in title or \"大学講義セット\" in title:\n", | |
| " print(f\"skip: {title}\")\n", | |
| " continue\n", | |
| "\n", | |
| " assert len(el.cssselect(\".title + * > *\")) > 0, title\n", | |
| " author_list = []\n", | |
| " for author_el in el.cssselect(\".title + * > *\"):\n", | |
| " author = author_el.text\n", | |
| " author_url = \"http://www.chikumashobo.co.jp\" + author_el.attrib[\"href\"]\n", | |
| " author_list.append( [author, author_url] )\n", | |
| "\n", | |
| " assert len(el.cssselect(\".date\")) == 1, el.cssselect(\".date\")\n", | |
| " desc = el.cssselect(\".date\")[0].text_content()\n", | |
| " assert len(desc.split(\"\\n\")) == 6, desc.split(\"\\n\")\n", | |
| " _, _, _, pages, _, etc = desc.split(\"\\n\")\n", | |
| " pages = pages.strip()\n", | |
| " _, date, _, etc2, jan_code = etc.split()\n", | |
| " isbn = etc2.replace(\"JANコード\", \"\")\n", | |
| "\n", | |
| " assert len(el.cssselect(\".price\")) == 1, el.cssselect(\".price\")\n", | |
| " price = el.cssselect(\".price\")[0].text\n", | |
| "\n", | |
| " l4df.append([title, book_url, author_list, date, isbn, jan_code, pages, price])\n", | |
| " \n", | |
| " if dom.cssselect(\"#more-result *.next *\")[-1].text != \"次へ\":\n", | |
| " break\n", | |
| " search_url = \"http://www.chikumashobo.co.jp\" + dom.cssselect(\"#more-result *.next *\")[-1].attrib[\"href\"]\n", | |
| " time.sleep(2)\n", | |
| "\n", | |
| " \n", | |
| "df = pd.DataFrame(l4df, columns=[\"title\", \"url\", \"author_list\", \n", | |
| " \"date\", \"isbn\", \"jan_code\", \"pages\", \"price\"])\n", | |
| "df.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df.to_csv(\"all.csv\", index=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "title,url,author_list,date,isbn,jan_code,pages,price\n", | |
| "ちゃんと話すための敬語の本,http://www.chikumashobo.co.jp/product/9784480687012/,\"[['橋本 治', 'http://www.chikumashobo.co.jp/author/000967/']]\",2005/01/25,4-480-68701-7,9784480687012,128頁,定価：本体680 円+税\n", | |
| "先生はえらい,http://www.chikumashobo.co.jp/product/9784480687029/,\"[['内田 樹', 'http://www.chikumashobo.co.jp/author/002177/']]\",2005/01/25,978-4-480-68702-9,9784480687029,176頁,定価：本体780 円+税\n", | |
| "死んだらどうなるの？,http://www.chikumashobo.co.jp/product/9784480687036/,\"[['玄侑 宗久', 'http://www.chikumashobo.co.jp/author/001026/']]\",2005/01/25,4-480-68703-3,9784480687036,160頁,定価：本体760 円+税\n", | |
| "熱烈応援！スポーツ天国,http://www.chikumashobo.co.jp/product/9784480687043/,\"[['最相 葉月', 'http://www.chikumashobo.co.jp/author/001185/']]\",2005/01/25,4-480-68704-1,9784480687043,160頁,定価：本体720 円+税\n", | |
| "事物はじまりの物語,http://www.chikumashobo.co.jp/product/9784480687050/,\"[['吉村 昭', 'http://www.chikumashobo.co.jp/author/000892/']]\",2005/01/25,4-480-68705-X,9784480687050,128頁,定価：本体680 円+税\n", | |
| "勉強ができなくても恥ずかしくない １ ─どうしよう・・・の巻,http://www.chikumashobo.co.jp/product/9784480687067/,\"[['橋本 治', 'http://www.chikumashobo.co.jp/author/000967/']]\",2005/03/07,4-480-68706-8,9784480687067,112頁,定価：本体680 円+税\n", | |
| "学校で教えない性教育の本,http://www.chikumashobo.co.jp/product/9784480687098/,\"[['河野 美香', 'http://www.chikumashobo.co.jp/author/000789/']]\",2005/03/07,4-480-68709-2,9784480687098,128頁,定価：本体680 円+税\n", | |
| "奇跡を起こした村のはなし,http://www.chikumashobo.co.jp/product/9784480687104/,\"[['吉岡 忍', 'http://www.chikumashobo.co.jp/author/000880/']]\",2005/03/07,4-480-68710-6,9784480687104,176頁,定価：本体760 円+税\n", | |
| "勉強ができなくても恥ずかしくない ２ ─やっちまえ！の巻,http://www.chikumashobo.co.jp/product/9784480687074/,\"[['橋本 治', 'http://www.chikumashobo.co.jp/author/000967/']]\",2005/04/05,4-480-68707-6,9784480687074,112頁,定価：本体680 円+税\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head all.csv" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
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| "\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>title</th>\n", | |
| " <th>authors</th>\n", | |
| " <th>date</th>\n", | |
| " <th>pages</th>\n", | |
| " <th>price</th>\n", | |
| " <th>isbn</th>\n", | |
| " <th>url</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>ちゃんと話すための敬語の本</td>\n", | |
| " <td>橋本 治</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>128</td>\n", | |
| " <td>680</td>\n", | |
| " <td>4-480-68701-7</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>先生はえらい</td>\n", | |
| " <td>内田 樹</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>176</td>\n", | |
| " <td>780</td>\n", | |
| " <td>978-4-480-68702-9</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>死んだらどうなるの？</td>\n", | |
| " <td>玄侑 宗久</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>160</td>\n", | |
| " <td>760</td>\n", | |
| " <td>4-480-68703-3</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>熱烈応援！スポーツ天国</td>\n", | |
| " <td>最相 葉月</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>160</td>\n", | |
| " <td>720</td>\n", | |
| " <td>4-480-68704-1</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>事物はじまりの物語</td>\n", | |
| " <td>吉村 昭</td>\n", | |
| " <td>2005/01/25</td>\n", | |
| " <td>128</td>\n", | |
| " <td>680</td>\n", | |
| " <td>4-480-68705-X</td>\n", | |
| " <td>http://www.chikumashobo.co.jp/product/97844806...</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " title authors date pages price isbn \\\n", | |
| "0 ちゃんと話すための敬語の本 橋本 治 2005/01/25 128 680 4-480-68701-7 \n", | |
| "1 先生はえらい 内田 樹 2005/01/25 176 780 978-4-480-68702-9 \n", | |
| "2 死んだらどうなるの？ 玄侑 宗久 2005/01/25 160 760 4-480-68703-3 \n", | |
| "3 熱烈応援！スポーツ天国 最相 葉月 2005/01/25 160 720 4-480-68704-1 \n", | |
| "4 事物はじまりの物語 吉村 昭 2005/01/25 128 680 4-480-68705-X \n", | |
| "\n", | |
| " url \n", | |
| "0 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "1 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "2 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "3 http://www.chikumashobo.co.jp/product/97844806... \n", | |
| "4 http://www.chikumashobo.co.jp/product/97844806... " | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df_tidy = df.copy()\n", | |
| "df_tidy[\"authors\"] = df_tidy[\"author_list\"].apply(lambda l: \", \".join([x[0] for x in l]))\n", | |
| "df_tidy[\"pages\"] = df_tidy[\"pages\"].apply(lambda x: int(x.replace(\"頁\", \"\")))\n", | |
| "df_tidy[\"price\"] = df_tidy[\"price\"].apply(lambda x: int(x.replace(\"定価：本体\",\"\").replace(\" 円+税\", \"\").replace(\",\", \"\")))\n", | |
| "df_tidy = df_tidy[ [\"title\", \"authors\", \"date\", \"pages\", \"price\", \"isbn\", \"url\"] ]\n", | |
| "df_tidy.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df_tidy.to_csv(\"tidy.csv\", index=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "title,authors,date,pages,price,isbn,url\n", | |
| "ちゃんと話すための敬語の本,橋本 治,2005/01/25,128,680,4-480-68701-7,http://www.chikumashobo.co.jp/product/9784480687012/\n", | |
| "先生はえらい,内田 樹,2005/01/25,176,780,978-4-480-68702-9,http://www.chikumashobo.co.jp/product/9784480687029/\n", | |
| "死んだらどうなるの？,玄侑 宗久,2005/01/25,160,760,4-480-68703-3,http://www.chikumashobo.co.jp/product/9784480687036/\n", | |
| "熱烈応援！スポーツ天国,最相 葉月,2005/01/25,160,720,4-480-68704-1,http://www.chikumashobo.co.jp/product/9784480687043/\n", | |
| "事物はじまりの物語,吉村 昭,2005/01/25,128,680,4-480-68705-X,http://www.chikumashobo.co.jp/product/9784480687050/\n", | |
| "勉強ができなくても恥ずかしくない １ ─どうしよう・・・の巻,橋本 治,2005/03/07,112,680,4-480-68706-8,http://www.chikumashobo.co.jp/product/9784480687067/\n", | |
| "学校で教えない性教育の本,河野 美香,2005/03/07,128,680,4-480-68709-2,http://www.chikumashobo.co.jp/product/9784480687098/\n", | |
| "奇跡を起こした村のはなし,吉岡 忍,2005/03/07,176,760,4-480-68710-6,http://www.chikumashobo.co.jp/product/9784480687104/\n", | |
| "勉強ができなくても恥ずかしくない ２ ─やっちまえ！の巻,橋本 治,2005/04/05,112,680,4-480-68707-6,http://www.chikumashobo.co.jp/product/9784480687074/\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!head tidy.csv" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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