{"id":17027,"date":"2025-02-20T13:13:28","date_gmt":"2025-02-20T13:13:28","guid":{"rendered":"https:\/\/nodemaven.com\/?post_type=glossary&#038;p=17027"},"modified":"2025-02-20T13:14:03","modified_gmt":"2025-02-20T13:14:03","slug":"automate-data-extraction-and-cleaning","status":"publish","type":"glossary","link":"https:\/\/nodemaven.com\/zh\/glossary\/automate-data-extraction-and-cleaning\/","title":{"rendered":"\u81ea\u52a8\u5316\u6570\u636e\u63d0\u53d6\u4e0e\u6e05\u6d17"},"content":{"rendered":"<p 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class=\"wp-block-paragraph\"><strong>\u53ef\u6269\u5c55\u6027\uff1a <\/strong>\u81ea\u52a8\u5316\u4f7f\u7ec4\u7ec7\u80fd\u591f\u5728\u65e0\u9700\u989d\u5916\u8d44\u6e90\u7684\u60c5\u51b5\u4e0b\u5904\u7406\u5927\u91cf\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u81f4\u6027\uff1a <\/strong>\u81ea\u52a8\u5316\u6d41\u7a0b\u53ef\u786e\u4fdd\u5728\u6240\u6709\u6570\u636e\u96c6\u4e2d\u4e00\u81f4\u5730\u6e05\u6d17\u548c\u8f6c\u6362\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8282\u7701\u6210\u672c\uff1a <\/strong>\u901a\u8fc7\u51cf\u5c11\u4eba\u5de5\u64cd\u4f5c\uff0c\u81ea\u52a8\u5316\u80fd\u591f\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u81ea\u52a8\u5316\u6570\u636e\u63d0\u53d6\u4e0e\u6e05\u6d17\u7684\u6b65\u9aa4<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bc6\u522b\u6570\u636e\u6765\u6e90\uff1a <\/strong>\u786e\u5b9a\u6570\u636e\u7684\u6765\u6e90\uff08\u4f8b\u5982\u6570\u636e\u5e93\u3001API\u3001\u7f51\u7ad9\u3001\u6587\u4ef6\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\uff1a <\/strong>\u9009\u62e9\u9002\u5408\u60a8\u9700\u6c42\u7684\u5de5\u5177\u548c\u6280\u672f\uff08\u4f8b\u5982 Python \u5e93\u3001ETL \u5de5\u5177\u3001\u7f51\u9875\u6293\u53d6\u5de5\u5177\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63d0\u53d6\u6570\u636e\uff1a <\/strong>\u4f7f\u7528\u81ea\u52a8\u5316\u811a\u672c\u6216\u5de5\u5177\u4ece\u5df2\u786e\u5b9a\u7684\u6570\u636e\u6e90\u4e2d\u63d0\u53d6\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6e05\u6d17\u6570\u636e\uff1a <\/strong>\u5e94\u7528\u81ea\u52a8\u5316\u6e05\u6d17\u6d41\u7a0b\u6765\u6807\u51c6\u5316\u3001\u9a8c\u8bc1\u548c\u7ea0\u6b63\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b58\u50a8\u548c\u6574\u7406\u6570\u636e\uff1a <\/strong>\u5c06\u6e05\u6d17\u540e\u7684\u6570\u636e\u4fdd\u5b58\u4e3a\u7ed3\u6784\u5316\u683c\u5f0f\uff08\u4f8b\u5982\u6570\u636e\u5e93\u3001\u6570\u636e\u4ed3\u5e93\uff09\uff0c\u4ee5\u4fbf\u4e8e\u8bbf\u95ee\u548c\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u76d1\u63a7\u4e0e\u7ef4\u62a4\uff1a <\/strong>\u5b9a\u671f\u76d1\u63a7\u8fd9\u4e9b\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u786e\u4fdd\u5176\u6b63\u5e38\u8fd0\u884c\uff0c\u5e76\u6839\u636e\u9700\u8981\u8fdb\u884c\u66f4\u65b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7528\u4e8e\u81ea\u52a8\u5316\u6570\u636e\u63d0\u53d6\u548c\u6e05\u6d17\u7684\u5de5\u5177<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">        <strong>\u7f16\u7a0b\u8bed\u8a00\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\uff1aPandas\u3001NumPy \u548c BeautifulSoup 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href=\"https:\/\/nodemaven.com\/zh\/proxies\/residential-proxies\/\">\u4f4f\u5b85\u4ee3\u7406<\/a>\uff1a\u9002\u7528\u4e8e\u7f51\u9875\u6293\u53d6\u7684\u5404\u79cd\u9ad8\u6548\u4ee3\u7406\u65b9\u6848<br><br><br><br><strong>ETL\uff08\u63d0\u53d6\u3001\u8f6c\u6362\u3001\u52a0\u8f7d\uff09\u5de5\u5177\uff1a<\/strong><br><\/li>\n\n\n\n<li>Apache NiFi\uff1a\u7528\u4e8e\u81ea\u52a8\u5316\u6570\u636e\u6d41\u7684\u5f00\u6e90\u5de5\u5177\u3002<br><\/li>\n\n\n\n<li>Talend\uff1a\u7528\u4e8e ETL \u6d41\u7a0b\u7684\u6570\u636e\u96c6\u6210\u5e73\u53f0\u3002<br><\/li>\n\n\n\n<li>Informatica\uff1a\u529f\u80fd\u5f3a\u5927\u7684\u6570\u636e\u96c6\u6210\u4e0e\u6e05\u6d17\u5de5\u5177\u3002<br><br><br><br><strong>\u6570\u636e\u6e05\u6d17\u5de5\u5177\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenRefine\uff1a\u4e00\u6b3e\u7528\u4e8e\u6e05\u6d17\u548c\u8f6c\u6362\u6742\u4e71\u6570\u636e\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Trifacta\uff1a\u4e00\u6b3e\u7b80\u5316\u6570\u636e\u6e05\u6d17\u7684\u6570\u636e\u6574\u7406\u5de5\u5177\u3002<br><br><br><br><strong>\u57fa\u4e8e\u4e91\u7684\u89e3\u51b3\u65b9\u6848\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Google Cloud Dataflow\uff1a\u4e00\u9879\u7528\u4e8e\u6d41\u5f0f\u548c\u6279\u91cf\u6570\u636e\u5904\u7406\u7684\u5168\u6258\u7ba1\u670d\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AWS Glue\uff1a\u7528\u4e8e\u51c6\u5907\u548c\u52a0\u8f7d\u6570\u636e\u7684\u65e0\u670d\u52a1\u5668 ETL \u670d\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u81ea\u52a8\u5316\u6570\u636e\u63d0\u53d6\u4e0e\u6e05\u6d17\u9762\u4e34\u7684\u6311\u6218<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u590d\u6742\u6570\u636e\u6e90\uff1a <\/strong>\u4ece\u975e\u7ed3\u6784\u5316\u6216\u534a\u7ed3\u6784\u5316\u6765\u6e90\uff08\u4f8b\u5982 PDF\u3001\u56fe\u50cf\uff09\u4e2d\u63d0\u53d6\u6570\u636e\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u8d28\u91cf\u95ee\u9898\uff1a <\/strong>\u4e0d\u4e00\u81f4\u6216\u4e0d\u5b8c\u6574\u7684\u6570\u636e\u53ef\u80fd\u9700\u8981\u91c7\u7528\u9ad8\u7ea7\u6e05\u6d17\u6280\u672f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u5177\u9009\u62e9\uff1a <\/strong>\u4e3a\u4f60\u7684\u7279\u5b9a\u4f7f\u7528\u573a\u666f\u9009\u62e9\u6b63\u786e\u6709\u6548\u7684\u5de5\u5177\u548c\u6280\u672f\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u7531\u4e8e Google \u6d4f\u89c8\u5668\u7684\u666e\u53ca\u6027\u548c\u590d\u6742\u6027\uff0c\u81ea\u52a8\u5316\u5904\u7406\u76f8\u5173\u5de5\u4f5c\u53ef\u80fd\u975e\u5e38\u56f0\u96be\u3002\u9009\u62e9\u4f7f\u7528\u54ea\u79cd\u5de5\u5177\u81f3\u5173\u91cd\u8981\uff0c\u5373\u4f7f\u5728\u8bf8\u5982 <a href=\"https:\/\/nodemaven.com\/zh\/websites\/google-proxies\/\">Google 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