{"id":1203,"date":"2022-05-29T12:02:56","date_gmt":"2022-05-29T04:02:56","guid":{"rendered":"https:\/\/www.dataisfun.cn\/?p=1203"},"modified":"2022-05-29T12:03:00","modified_gmt":"2022-05-29T04:03:00","slug":"python%e7%88%ac%e8%99%ab","status":"publish","type":"post","link":"https:\/\/www.dataisfun.cn\/?p=1203","title":{"rendered":"Python\u7b80\u6613\u722c\u866b2-\u8c46\u74e3\u7535\u5f71Top250"},"content":{"rendered":"\n<p class=\"has-small-font-size wp-block-paragraph\">\u524d\u4e00\u7bc7\u6587\u7ae0\u603b\u7ed3\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684 Python\u722c\u866b &#8211;<a href=\"https:\/\/www.dataisfun.cn\/?p=1179\" target=\"_blank\" rel=\"noreferrer noopener\">\u7535\u5f71\u7968\u623f\u6392\u884c\u699c<\/a>\uff0c\u672c\u7bc7\u7ee7\u7eed\u603b\u7ed3\u7a0d\u5fae\u590d\u6742\u70b9\u7684 Python\u722c\u866b -\u8c46\u74e3\u7535\u5f71Top250.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"font-size:14px\"><span class=\"sme-badge has-vivid-cyan-blue-background-color\">1. \u786e\u5b9a\u722c\u53d6\u76ee\u6807<\/span><\/h4>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u8fd9\u4e2aCase\u4e2d\u6211\u4eec\u8981\u722c\u53d6\u7684\u76ee\u6807\u662f\u8c46\u74e3\u7535\u5f71Top250\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u7f51\u5740\uff1a<a href=\"https:\/\/movie.douban.com\/top250\">https:\/\/movie.douban.com\/top250<\/a><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u5185\u5bb9\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1638\" height=\"1361\" src=\"https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1.png\" alt=\"\" class=\"wp-image-1217\" srcset=\"https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1.png 1638w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1-300x249.png 300w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1-1024x851.png 1024w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1-768x638.png 768w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1-1536x1276.png 1536w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-1-361x300.png 361w\" sizes=\"auto, (max-width: 1638px) 100vw, 1638px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"font-size:14px\"><span class=\"sme-badge has-vivid-cyan-blue-background-color\">2. \u5206\u6790\u6570\u636e\u6e90<\/span><\/h4>\n\n\n\n<ul class=\"has-small-font-size wp-block-list\"><li>\u786e\u5b9a\u7f51\u9875url\uff1a\u7b2c1\u9875\u662fhttps:\/\/movie.douban.com\/top250\uff0c\u7b2c2\u9875\u662fhttps:\/\/movie.douban.com\/top250?start=25&amp;filter=\uff0c\u80fd\u591f\u53d1\u73b0\u7f51\u5740\u4e2d\u7684start=\u630925\u9012\u589e<\/li><li>\u786e\u5b9a\u7f51\u9875\u7f16\u7801\uff1autf-8<\/li><li>\u786e\u5b9a\u6570\u636e\u4f4d\u7f6e\uff1a\u6570\u636e\u5b58\u50a8\u5728\u6807\u7b7e&lt;ol class=&#8217;grid_view&#8217;>\u4e2d<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"font-size:14px\"><span class=\"sme-badge has-vivid-cyan-blue-background-color\">3. \u5f00\u53d1\u4ee3\u7801<\/span><\/h4>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u5bfc\u5165\u8981\u7528\u7684\u5305\nimport numpy as np\nimport pandas as pd\n\nimport re\nimport requests\nfrom bs4 import BeautifulSoup\n\n\n# \u8fed\u4ee3\u6d4b\u8bd5\u5f00\u53d1\uff0c\u8fd9\u91cc\u7701\u7565\u4e0d\u5199\n\n\n# \u5c06\u722c\u53d6\u4ee3\u7801\u5c01\u88c5\u5230\u51fd\u6570\u4e2d\uff0c\u4ee5\u4fbf\u5faa\u73af\u8c03\u7528\u5206\u9875\u722c\u53d6\ndef get_data(url_str):\n    # \u8bf7\u6c42\u7f51\u9875\n    response = requests.get(url_str, headers='')  # \u9700\u8981\u63d0\u4f9b\u53c2\u6570headers\uff0c\u4e0d\u7136\u4f1a\u8bf7\u6c42\u4e0d\u5230\u5185\u5bb9\n    response.encoding = 'utf-8'  # \u68c0\u67e5\u7f51\u9875\u4f7f\u7528\u7684\u7f16\u7801\u7136\u540e\u6307\u5b9a\u7f16\u7801\n\n    # \u89e3\u6790\u7f51\u9875\n    text = BeautifulSoup(response.text, \"html.parser\")\n    \n    # \u63d0\u53d6\u51fa\u6807\u7b7e&lt;ol>\n    ol = text.find('ol', attrs={'class':'grid_view'})\n    \n    # \u63d0\u53d6\u51fa\u5168\u90e8\u7684\u6807\u7b7e&lt;li>\n    lis = ol.find_all('li')\n    lis_list = []  # \u521b\u5efa1\u4e2a\u7a7a\u5217\u8868\u7528\u4e8e\u5b58\u50a8\u6570\u636e\n    for li in lis:\n        em = li.find('div', attrs={'class':'item'}).find('div', attrs={'class':'pic'}).find('em')  # \u6392\u540d\n        title = li.find('div', attrs={'class':'hd'}).find('span', attrs={'class':'title'})  # \u6807\u9898\n        bd = li.find('div', attrs={'class':'bd'})  # bd\u90e8\u5206\n        p = bd.find('p')  # \u7535\u5f71\u4fe1\u606f\n        rating_num = bd.find('div', attrs={'class':'star'}).find('span', attrs={'class':'rating_num'})  # \u8bc4\u5206\n        rating_persons = bd.find('div', attrs={'class':'star'}).find('span', attrs={'class':None, 'content':None, 'property':None})  # \u8bc4\u4ef7\u4eba\u6570\n        quote = bd.find('span', attrs={'class':'inq'})  # \u5f15\u6587\n\n        li_list = [em, title, p, rating_num, rating_persons, quote]  # \u628a\u5355\u4e2a\u7535\u5f71\u7684\u4fe1\u606f\u5b58\u5230\u5217\u8868\u4e2d\n        lis_list.append(li_list)  # \u628a\u5355\u4e2a\u7535\u5f71\u4fe1\u606f\u7684\u5217\u8868\u8ffd\u52a0\u5230\u7535\u5f71\u5217\u8868\u4e2d\n\n    return lis_list\n\n\n# \u5faa\u73af\u722c\u53d610\u4e2a\u7f51\u9875\u7684\u7535\u5f71\u4fe1\u606f\npages_list = []\nfor i in range(0, 10):\n    if i == 0:\n        url_str = 'https:\/\/movie.douban.com\/top250'\n    if i >= 1:\n        url_str = \"https:\/\/movie.douban.com\/top250?start=%d&amp;filter=\" % (i * 25)\n    \n    page_list = get_data(url_str)\n    pages_list = pages_list + page_list\n\nraw_data = pd.DataFrame(pages_list, dtype='str')  # \u5c06\u6570\u636e\u5b58\u5230DataFrame\u4e2d\n\n\n# \u6e05\u6d17\u6570\u636e\nraw_data.to_excel('raw_data.xlsx', index=False)  # \u5bfc\u51fa\u6570\u636e\u4ee5\u4fbf\u89c2\u5bdf\u5b57\u7b26\u4e32\u7279\u5f81\n\ndata = raw_data.copy()\n\ndata[0] = data[0].str.extract(r'>(.*)&lt;')  # \u63d0\u53d6\u5b57\u7b26>\u548c\u5b57\u7b26&lt;\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\n\ndata[1] = data[1].str.extract(r'>(.*)&lt;')  # \u63d0\u53d6\u5b57\u7b26>\u548c\u5b57\u7b26&lt;\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\n\ndata[2] = data[2].str.replace('\\n', '')  # \u5220\u9664\u6362\u884c\u7b26\ndata[201] = data[2].str.extract(r'\u5bfc\u6f14: (.*)\u4e3b\u6f14')  # \u63d0\u53d6\u5bfc\u6f14\u548c\u4e3b\u6f14\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\ndata[202] = data[2].str.extract(r'\u4e3b\u6f14: (.*)&lt;br')  # \u63d0\u53d6\u4e3b\u6f14\u548c&lt;br\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\ndata[203] = data[2].str.extract(r'\u5bfc\u6f14: (.*)&lt;br')  # \u63d0\u53d6\u5bfc\u6f14\u548c&lt;br\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\ndata[204] = data[201]\ndata.loc[data[204].isnull(),[204]] = data[203]  # \u5bfc\u6f14\u548c\u4e3b\u6f14\u7684\u5b57\u7b26\u592a\u957f\u53ef\u80fd\u4e0d\u7b26\u5408\u63d0\u53d6\u89c4\u5219\u63d0\u53d6\u4e0d\u5230\u5bfc\u6f14\uff0c\u8fd9\u91cc\u5904\u7406\u4e00\u4e0b\n\ndata[205] = data[2].str.extract(r'&lt;br\/>(.*)&lt;\/p>')  # \u63d0\u53d6&lt;br\/>\u548c&lt;\/p>\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\ndf_205 = data[205].str.split(r'\/', 2, expand=True)  # \u6309\u5b57\u7b26\/\u62c6\u5206\ndf_205.columns = [206, 207, 208]\ndata = pd.concat([data, df_205], axis=1)\n\ndata[3] = data[3].str.extract(r'>(.*)&lt;')  # \u63d0\u53d6\u5b57\u7b26>\u548c\u5b57\u7b26&lt;\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\n\ndata[4] = data[4].str.extract(r'(\\d+)')  # \u63d0\u53d6\u6570\u5b57\n\ndata[5] = data[5].str.extract(r'>(.*)&lt;')  # \u63d0\u53d6\u5b57\u7b26>\u548c\u5b57\u7b26&lt;\u4e2d\u95f4\u7684\u5b57\u7b26\u4e32\n\ndata = data[[0, 1, 204, 202, 206, 207, 208, 3, 4, 5]]  # \u53ea\u4fdd\u7559\u76ee\u6807\u6570\u636e\nfor col in data.columns:\n    data[col] = data[col].str.strip()  # \u5220\u9664\u6bcf\u5217\u5185\u5bb9\u9996\u5c3e\u7a7a\u767d\u7b26\n\ndata.columns = ['\u6392\u540d', '\u7535\u5f71\u540d', '\u5bfc\u6f14', '\u4e3b\u6f14', '\u4e0a\u6620\u65f6\u95f4', '\u4e0a\u6620\u5730\u533a', '\u7c7b\u578b', '\u8bc4\u5206', '\u8bc4\u4ef7\u4eba\u6570', '\u5f15\u6587']  # \u91cd\u547d\u540d\u5217\u540d\ndata = data.astype({'\u6392\u540d':'int64', '\u8bc4\u5206':'float64', '\u8bc4\u4ef7\u4eba\u6570':'int64'})  # \u4fee\u6539\u7279\u5b9a\u5217\u7684\u6570\u636e\u7c7b\u578b\n\n\n# \u4fdd\u5b58\u6570\u636e\ndata.to_excel('data.xlsx', index=False)  # \u4fdd\u5b58\u5230\u672c\u5730<\/pre>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u6700\u7ec8\u6211\u4eec\u6210\u529f\u722c\u53d6\u5230\u8c46\u74e3\u7535\u5f71Top250\uff0c\u6570\u636e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1790\" height=\"478\" src=\"https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2.png\" alt=\"\" class=\"wp-image-1218\" srcset=\"https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2.png 1790w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2-300x80.png 300w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2-1024x273.png 1024w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2-768x205.png 768w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2-1536x410.png 1536w, https:\/\/www.dataisfun.cn\/wp-content\/uploads\/2022\/05\/\u8c46\u74e3\u7535\u5f71Top250-2-850x227.png 850w\" sizes=\"auto, (max-width: 1790px) 100vw, 1790px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"font-size:14px\"><span class=\"sme-badge has-vivid-cyan-blue-background-color\">4. \u5c0f\u7ed3<\/span><\/h4>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u76f8\u8f83\u524d1\u4e2aCase\uff0c\u8fd9\u4e2aCase\u7684\u96be\u70b9\u5728\u4e8e\u6570\u636e\u6e90\u662f\u5206\u9875\u7684\uff0c\u9700\u8981\u5faa\u73af\u5206\u9875\u722c\u53d6\uff0c\u8fd9\u65f6\u9700\u8981\u660e\u786e\u7f51\u5740\u89c4\u5f8b\uff0c\u7136\u540e\u5c06\u722c\u53d6\u4ee3\u7801\u5c01\u88c5\u6210\u51fd\u6570\uff0c\u5faa\u73af\u8c03\u7528\u8fd9\u4e2a\u51fd\u6570\u5e76\u6bcf\u6b21\u4f20\u9012\u65b0\u7684\u7f51\u5740\uff0c\u4ece\u800c\u5b9e\u73b0\u5faa\u73af\u722c\u53d6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><span style=\"background-image: linear-gradient(transparent 60%, rgba(252, 185, 0, 0.5) 60%)\" class=\"sme-highlighter\">\u539f\u521b\u6587\u7ae0\uff0c\u8f6c\u8f7d\u8bf7\u52a1\u5fc5\u6ce8\u660e\u51fa\u5904\u5e76\u7559\u4e0b\u539f\u6587\u94fe\u63a5\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u4e00\u7bc7\u6587\u7ae0\u603b\u7ed3\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684 Python\u722c\u866b &#8211;\u7535\u5f71\u7968\u623f\u6392\u884c\u699c\uff0c\u672c\u7bc7\u7ee7\u7eed\u603b\u7ed3\u7a0d\u5fae\u590d\u6742&hellip; <a href=\"https:\/\/www.dataisfun.cn\/?p=1203\" class=\"more-link read-more\" rel=\"bookmark\">\u7ee7\u7eed\u9605\u8bfb <span class=\"screen-reader-text\">Python\u7b80\u6613\u722c\u866b2-\u8c46\u74e3\u7535\u5f71Top250<\/span><i class=\"fa fa-arrow-right\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[29],"class_list":["post-1203","post","type-post","status-publish","format-standard","hentry","category-python","tag-29","h-entry","h-as-article"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.11 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\u722c\u866b | Python \u722c\u866b | Python\u722c\u866b \u8c46\u74e3\u7535\u5f71 - \u6570\u636e\u597d\u73a9<\/title>\n<meta name=\"description\" content=\"\u524d\u4e00\u7bc7\u6587\u7ae0\u603b\u7ed3\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684 Python\u722c\u866b -\u7535\u5f71\u7968\u623f\u6392\u884c\u699c\uff0c\u672c\u7bc7\u7ee7\u7eed\u603b\u7ed3\u7a0d\u5fae\u590d\u6742\u70b9\u7684 Python\u722c\u866b -\u8c46\u74e3\u7535\u5f71Top250.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dataisfun.cn\/?p=1203\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u722c\u866b | Python \u722c\u866b | Python\u722c\u866b \u8c46\u74e3\u7535\u5f71 - \u6570\u636e\u597d\u73a9\" \/>\n<meta property=\"og:description\" content=\"\u524d\u4e00\u7bc7\u6587\u7ae0\u603b\u7ed3\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684 Python\u722c\u866b -\u7535\u5f71\u7968\u623f\u6392\u884c\u699c\uff0c\u672c\u7bc7\u7ee7\u7eed\u603b\u7ed3\u7a0d\u5fae\u590d\u6742\u70b9\u7684 Python\u722c\u866b -\u8c46\u74e3\u7535\u5f71Top250.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dataisfun.cn\/?p=1203\" \/>\n<meta property=\"og:site_name\" content=\"\u6570\u636e\u597d\u73a9\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-29T04:02:56+00:00\" 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