{"id":974095,"date":"2024-12-27T06:02:22","date_gmt":"2024-12-26T22:02:22","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/974095.html"},"modified":"2024-12-27T06:02:24","modified_gmt":"2024-12-26T22:02:24","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8python%e6%90%9c%e7%83%ad%e7%82%b9","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/974095.html","title":{"rendered":"\u5982\u4f55\u5229\u7528python\u641c\u70ed\u70b9"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24195950\/24c44f63-1212-4a9c-ac3f-85e22a6aa2b8.webp\" alt=\"\u5982\u4f55\u5229\u7528python\u641c\u70ed\u70b9\" \/><\/p>\n<p><p> <strong>\u5229\u7528Python\u641c\u70ed\u70b9\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528API\u83b7\u53d6\u6570\u636e\u3001\u7f51\u7edc\u722c\u866b\u6280\u672f\u3001\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177\u3001\u7ed3\u5408<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u7b97\u6cd5\u3001\u8ddf\u8e2a\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u3002<\/strong> \u5176\u4e2d\uff0c\u4f7f\u7528API\u83b7\u53d6\u6570\u636e\u662f\u4e00\u4e2a\u5feb\u901f\u4e14\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u56e0\u4e3a\u8bb8\u591a\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u548c\u65b0\u95fb\u7f51\u7ad9\u90fd\u63d0\u4f9bAPI\u63a5\u53e3\uff0c\u53ef\u4ee5\u76f4\u63a5\u83b7\u53d6\u5b9e\u65f6\u7684\u70ed\u70b9\u6570\u636e\u3002\u4f8b\u5982\uff0cTwitter\u7684API\u5141\u8bb8\u7528\u6237\u6839\u636e\u5173\u952e\u8bcd\u3001\u5730\u7406\u4f4d\u7f6e\u7b49\u6761\u4ef6\u83b7\u53d6\u63a8\u6587\u6570\u636e\uff0c\u65b9\u4fbf\u8fdb\u884c\u70ed\u70b9\u8bdd\u9898\u7684\u5206\u6790\u548c\u8ffd\u8e2a\u3002\u901a\u8fc7Python\u7f16\u5199\u811a\u672c\u8c03\u7528API\u63a5\u53e3\uff0c\u53ef\u4ee5\u81ea\u52a8\u5316\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u8282\u7701\u65f6\u95f4\u548c\u7cbe\u529b\u3002<\/p>\n<\/p>\n<p><p>Python\u7684\u5f3a\u5927\u4e4b\u5904\u5728\u4e8e\u5b83\u7684\u4e30\u5bcc\u7684\u5e93\u548c\u5de5\u5177\u751f\u6001\u7cfb\u7edf\uff0c\u8fd9\u4f7f\u5f97\u641c\u96c6\u548c\u5206\u6790\u6570\u636e\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u548c\u7cbe\u51c6\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u5de5\u5177\u548c\u65b9\u6cd5\u6765\u641c\u96c6\u548c\u5206\u6790\u70ed\u70b9\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528API\u83b7\u53d6\u6570\u636e<\/p>\n<\/p>\n<p><p>API\uff08\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\uff09\u662f\u83b7\u53d6\u6570\u636e\u7684\u4e3b\u8981\u65b9\u5f0f\u4e4b\u4e00\u3002\u8bb8\u591a\u65b0\u95fb\u7f51\u7ad9\u548c\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u63d0\u4f9bAPI\u63a5\u53e3\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u63a5\u53e3\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u3002<\/p>\n<\/p>\n<ol>\n<li><strong>Twitter API<\/strong><\/li>\n<\/ol>\n<p><p>Twitter\u662f\u83b7\u53d6\u5b9e\u65f6\u70ed\u70b9\u8bdd\u9898\u7684\u4e00\u4e2a\u91cd\u8981\u5e73\u53f0\u3002\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\u63a5\u53e3\uff0c\u5982REST API\u548cStreaming API\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u6839\u636e\u5173\u952e\u8bcd\u3001\u65f6\u95f4\u6bb5\u7b49\u6761\u4ef6\u83b7\u53d6\u63a8\u6587\u3002\u4f7f\u7528Python\u7684<code>tweepy<\/code>\u5e93\uff0c\u53ef\u4ee5\u8f7b\u677e\u8c03\u7528Twitter API\u6765\u6293\u53d6\u6570\u636e\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li><strong>Google Trends API<\/strong><\/li>\n<\/ol>\n<p><p>Google Trends\u63d0\u4f9b\u4e86\u5173\u4e8e\u641c\u7d22\u8d8b\u52bf\u7684\u6570\u636e\u3002\u901a\u8fc7Python\u7684<code>pytrends<\/code>\u5e93\uff0c\u7528\u6237\u53ef\u4ee5\u83b7\u53d6\u67d0\u4e2a\u5173\u952e\u8bcd\u5728\u7279\u5b9a\u65f6\u95f4\u6bb5\u5185\u7684\u641c\u7d22\u70ed\u5ea6\u6570\u636e\u3002\u8fd9\u5bf9\u4e8e\u5206\u6790\u67d0\u4e2a\u8bdd\u9898\u7684\u5173\u6ce8\u5ea6\u53d8\u5316\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/p>\n<ol start=\"3\">\n<li><strong>\u65b0\u95fbAPI<\/strong><\/li>\n<\/ol>\n<p><p>\u8bb8\u591a\u65b0\u95fb\u7f51\u7ad9\uff0c\u5982BBC\u3001CNN\u7b49\uff0c\u63d0\u4f9b\u65b0\u95fbAPI\uff0c\u5141\u8bb8\u7528\u6237\u83b7\u53d6\u6700\u65b0\u7684\u65b0\u95fb\u6570\u636e\u3002\u901a\u8fc7\u8fd9\u4e9bAPI\uff0c\u53ef\u4ee5\u8ffd\u8e2a\u65b0\u95fb\u70ed\u70b9\uff0c\u4e86\u89e3\u5168\u7403\u91cd\u5927\u4e8b\u4ef6\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u7f51\u7edc\u722c\u866b\u6280\u672f<\/p>\n<\/p>\n<p><p>\u5f53API\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u65f6\uff0c\u7f51\u7edc\u722c\u866b\u662f\u83b7\u53d6\u6570\u636e\u7684\u53e6\u4e00\u79cd\u6709\u6548\u65b9\u5f0f\u3002Python\u63d0\u4f9b\u4e86\u591a\u4e2a\u5f3a\u5927\u7684\u722c\u866b\u5e93\uff0c\u5982<code>Scrapy<\/code>\u3001<code>BeautifulSoup<\/code>\u548c<code>Selenium<\/code>\uff0c\u53ef\u4ee5\u7528\u6765\u6293\u53d6\u7f51\u9875\u5185\u5bb9\u3002<\/p>\n<\/p>\n<ol>\n<li><strong>Scrapy<\/strong><\/li>\n<\/ol>\n<p><p>Scrapy\u662f\u4e00\u4e2a\u5feb\u901f\u3001\u9ad8\u6548\u7684\u722c\u866b\u6846\u67b6\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u6293\u53d6\u3002\u901a\u8fc7\u5b9a\u4e49\u722c\u866b\u89c4\u5219\uff0cScrapy\u53ef\u4ee5\u81ea\u52a8\u6293\u53d6\u591a\u4e2a\u7f51\u9875\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li><strong>BeautifulSoup<\/strong><\/li>\n<\/ol>\n<p><p>BeautifulSoup\u662f\u4e00\u4e2a\u89e3\u6790HTML\u548cXML\u6587\u6863\u7684\u5e93\uff0c\u9002\u5408\u4e8e\u5c0f\u89c4\u6a21\u6570\u636e\u7684\u63d0\u53d6\u3002\u5b83\u53ef\u4ee5\u5c06\u590d\u6742\u7684HTML\u6587\u6863\u8f6c\u5316\u4e3a\u6613\u4e8e\u5904\u7406\u7684Python\u5bf9\u8c61\uff0c\u4ece\u800c\u63d0\u53d6\u6570\u636e\u3002<\/p>\n<\/p>\n<ol start=\"3\">\n<li><strong>Selenium<\/strong><\/li>\n<\/ol>\n<p><p>Selenium\u662f\u4e00\u4e2a\u81ea\u52a8\u5316\u6d4b\u8bd5\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u9700\u8981\u6a21\u62df\u7528\u6237\u64cd\u4f5c\u7684\u7f51\u7ad9\u6293\u53d6\u3002\u5b83\u53ef\u4ee5\u63a7\u5236\u6d4f\u89c8\u5668\u64cd\u4f5c\uff0c\u5982\u70b9\u51fb\u6309\u94ae\u3001\u586b\u5199\u8868\u5355\u7b49\uff0c\u6293\u53d6\u52a8\u6001\u52a0\u8f7d\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177<\/p>\n<\/p>\n<p><p>\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u662f\u7406\u89e3\u70ed\u70b9\u6570\u636e\u7684\u91cd\u8981\u6b65\u9aa4\u3002Python\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5e93\u6765\u5b9e\u73b0\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n<\/p>\n<ol>\n<li><strong>Pandas<\/strong><\/li>\n<\/ol>\n<p><p>Pandas\u662fPython\u4e2d\u6700\u5e38\u7528\u7684\u6570\u636e\u5904\u7406\u5e93\u3002\u5b83\u63d0\u4f9b\u4e86\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u5206\u6790\u548c\u6570\u636e\u53ef\u89c6\u5316\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u5bf9\u6293\u53d6\u5230\u7684\u6570\u636e\u8fdb\u884c\u6df1\u5165\u5206\u6790\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li><strong>Matplotlib\u548cSeaborn<\/strong><\/li>\n<\/ol>\n<p><p>Matplotlib\u548cSeaborn\u662fPython\u7684\u53ef\u89c6\u5316\u5e93\uff0c\u7528\u4e8e\u521b\u5efa\u5404\u79cd\u56fe\u8868\uff0c\u5982\u6298\u7ebf\u56fe\u3001\u67f1\u72b6\u56fe\u3001\u70ed\u529b\u56fe\u7b49\u3002\u901a\u8fc7\u53ef\u89c6\u5316\uff0c\u7528\u6237\u53ef\u4ee5\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u6570\u636e\u8d8b\u52bf\u548c\u6a21\u5f0f\u3002<\/p>\n<\/p>\n<ol start=\"3\">\n<li><strong>Plotly<\/strong><\/li>\n<\/ol>\n<p><p>Plotly\u662f\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u5e93\uff0c\u9002\u5408\u521b\u5efa\u52a8\u6001\u56fe\u8868\u3002\u901a\u8fc7Plotly\uff0c\u7528\u6237\u53ef\u4ee5\u521b\u5efa\u4ea4\u4e92\u5f0f\u7684\u70ed\u70b9\u5730\u56fe\uff0c\u5c55\u793a\u70ed\u70b9\u8bdd\u9898\u7684\u5730\u7406\u5206\u5e03\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/p>\n<\/p>\n<p><p>\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u548c\u9884\u6d4b\u70ed\u70b9\u8bdd\u9898\u7684\u8d8b\u52bf\u3002Python\u63d0\u4f9b\u4e86\u591a\u79cd\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5982<code>scikit-learn<\/code>\u3001<code>TensorFlow<\/code>\u548c<code>Keras<\/code>\uff0c\u53ef\u4ee5\u7528\u6765\u6784\u5efa\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<\/p>\n<ol>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/strong><\/li>\n<\/ol>\n<p><p>\u81ea\u7136\u8bed\u8a00\u5904\u7406\u662f\u5206\u6790\u6587\u672c\u6570\u636e\u7684\u5173\u952e\u6280\u672f\u3002\u901a\u8fc7NLP\u6280\u672f\uff0c\u53ef\u4ee5\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u4e3b\u9898\u3001\u60c5\u611f\u7b49\u4fe1\u606f\uff0c\u8bc6\u522b\u70ed\u70b9\u8bdd\u9898\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li><strong>\u5206\u7c7b\u548c\u805a\u7c7b<\/strong><\/li>\n<\/ol>\n<p><p>\u5206\u7c7b\u548c\u805a\u7c7b\u7b97\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u5c06\u6570\u636e\u5206\u4e3a\u4e0d\u540c\u7c7b\u522b\uff0c\u8bc6\u522b\u70ed\u70b9\u8bdd\u9898\u7684\u7c7b\u522b\u548c\u7279\u5f81\u3002\u4f8b\u5982\uff0c\u4f7f\u7528K-means\u805a\u7c7b\u7b97\u6cd5\uff0c\u53ef\u4ee5\u5c06\u63a8\u6587\u5206\u4e3a\u4e0d\u540c\u7684\u4e3b\u9898\u3002<\/p>\n<\/p>\n<ol start=\"3\">\n<li><strong>\u65f6\u95f4\u5e8f\u5217\u5206\u6790<\/strong><\/li>\n<\/ol>\n<p><p>\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u9002\u7528\u4e8e\u9884\u6d4b\u6570\u636e\u7684\u65f6\u95f4\u8d8b\u52bf\u3002\u901a\u8fc7ARIMA\u6a21\u578b\u7b49\u65f6\u95f4\u5e8f\u5217\u7b97\u6cd5\uff0c\u53ef\u4ee5\u9884\u6d4b\u67d0\u4e2a\u8bdd\u9898\u7684\u672a\u6765\u70ed\u5ea6\u3002<\/p>\n<\/p>\n<p><p>\u4e94\u3001\u8ddf\u8e2a\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0<\/p>\n<\/p>\n<p><p>\u793e\u4ea4\u5a92\u4f53\u662f\u70ed\u70b9\u8bdd\u9898\u7684\u4e3b\u8981\u6765\u6e90\u4e4b\u4e00\u3002\u901a\u8fc7\u8ddf\u8e2a\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\uff0c\u53ef\u4ee5\u5b9e\u65f6\u4e86\u89e3\u70ed\u70b9\u8bdd\u9898\u7684\u53d8\u5316\u3002<\/p>\n<\/p>\n<ol>\n<li><strong>Twitter<\/strong><\/li>\n<\/ol>\n<p><p>Twitter\u662f\u8ba8\u8bba\u70ed\u70b9\u8bdd\u9898\u7684\u4e3b\u8981\u5e73\u53f0\u4e4b\u4e00\u3002\u901a\u8fc7\u8ddf\u8e2aTwitter\u4e0a\u7684\u8bdd\u9898\u6807\u7b7e\uff0c\u53ef\u4ee5\u4e86\u89e3\u5f53\u524d\u7684\u70ed\u70b9\u8bdd\u9898\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li><strong>Reddit<\/strong><\/li>\n<\/ol>\n<p><p>Reddit\u662f\u4e00\u4e2a\u793e\u4ea4\u65b0\u95fb\u7f51\u7ad9\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u4e0a\u9762\u5206\u4eab\u548c\u8ba8\u8bba\u70ed\u70b9\u8bdd\u9898\u3002\u901a\u8fc7\u5206\u6790Reddit\u4e0a\u7684\u8ba8\u8bba\uff0c\u53ef\u4ee5\u83b7\u53d6\u5173\u4e8e\u70ed\u70b9\u8bdd\u9898\u7684\u6df1\u5ea6\u4fe1\u606f\u3002<\/p>\n<\/p>\n<ol start=\"3\">\n<li><strong>Facebook\u548cInstagram<\/strong><\/li>\n<\/ol>\n<p><p>Facebook\u548cInstagram\u4e5f\u662f\u83b7\u53d6\u70ed\u70b9\u8bdd\u9898\u7684\u91cd\u8981\u5e73\u53f0\u3002\u901a\u8fc7\u5206\u6790\u7528\u6237\u7684\u4e92\u52a8\u548c\u8bc4\u8bba\uff0c\u53ef\u4ee5\u4e86\u89e3\u8bdd\u9898\u7684\u70ed\u5ea6\u548c\u7528\u6237\u7684\u60c5\u611f\u503e\u5411\u3002<\/p>\n<\/p>\n<p><p>\u603b\u4e4b\uff0c\u5229\u7528Python\u641c\u70ed\u70b9\u662f\u4e00\u9879\u7efc\u5408\u6027\u5de5\u4f5c\uff0c\u9700\u8981\u7ed3\u5408\u591a\u79cd\u6280\u672f\u548c\u5de5\u5177\u3002\u901a\u8fc7API\u83b7\u53d6\u6570\u636e\u3001\u4f7f\u7528\u7f51\u7edc\u722c\u866b\u6280\u672f\u3001\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u3001\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4ee5\u53ca\u8ddf\u8e2a\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\uff0c\u7528\u6237\u53ef\u4ee5\u5168\u9762\u6df1\u5165\u5730\u4e86\u89e3\u70ed\u70b9\u8bdd\u9898\u7684\u53d8\u5316\u548c\u8d8b\u52bf\u3002Python\u5f3a\u5927\u7684\u751f\u6001\u7cfb\u7edf\u4e3a\u8fd9\u4e00\u8fc7\u7a0b\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u652f\u6301\uff0c\u4f7f\u5f97\u6570\u636e\u7684\u83b7\u53d6\u548c\u5206\u6790\u66f4\u52a0\u9ad8\u6548\u548c\u51c6\u786e\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> 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