{"id":2784,"date":"2024-10-27T22:29:59","date_gmt":"2024-10-27T14:29:59","guid":{"rendered":"http:\/\/viplao.com\/?p=2784"},"modified":"2024-10-27T22:40:34","modified_gmt":"2024-10-27T14:40:34","slug":"%e6%95%b0%e5%ad%97%e5%8c%96%e8%bf%90%e8%90%a5%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-python%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%e7%bb%8f%e5%85%b8%e7%89%88","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2024\/10\/27\/%e6%95%b0%e5%ad%97%e5%8c%96%e8%bf%90%e8%90%a5%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-python%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%e7%bb%8f%e5%85%b8%e7%89%88\/","title":{"rendered":"\u6570\u5b57\u5316\u8fd0\u8425\u57fa\u7840\u6280\u80fd &#8211; python\u5b66\u4e60\u8def\u7ebf\u56fe\u7ecf\u5178\u7248"},"content":{"rendered":"\n<p>\u5173\u4e8ePython\u6570\u636e\u5206\u6790\uff0c\u5176\u5b9e\u7f51\u4e0a\u80fd\u591f\u627e\u5230\u7684\u5b66\u4e60\u8d44\u6e90\u5f88\u591a\uff0c\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff1a<strong>\u4e00\u7c7b\u662f\u63d0\u4f9b\u5404\u79cd\u8d44\u6e90\u7684\u63a8\u8350<\/strong>\uff0c\u6bd4\u5982\u4e66\u5355\u3001\u6559\u7a0b\u3001\u4ee5\u53ca\u5b66\u4e60\u7684\u5148\u540e\u987a\u5e8f\uff1b<strong>\u53e6\u4e00\u7c7b\u662f\u63d0\u4f9b\u5177\u4f53\u7684\u5b66\u4e60\u5185\u5bb9<\/strong>\uff0c\u77e5\u8bc6\u70b9\u6216\u5b9e\u9645\u6848\u4f8b\u3002<\/p>\n\n\n\n<p>\u4f46\u5f88\u591a\u7e41\u7410\u800c\u53c8\u6742\u4e71\u7684\u5185\u5bb9\uff0c\u9664\u4e86\u7ed9\u521d\u5b66\u8005\u589e\u52a0\u7406\u89e3\u548c\u8ba4\u8bc6\u7684\u566a\u97f3\u5916\uff0c\u771f\u6b63\u80fd\u591f\u8d77\u5230\u660e\u786e\u7684\u65b9\u5411\u6307\u5f15\u5bfc\u7684\uff0c\u786e\u5b9e\u4e0d\u591a\u3002\u4ee5\u81f3\u4e8e\u5f88\u591a\u4eba\u4e00\u5f00\u59cb\u6ca1\u6709\u660e\u786e\u7684\u65b9\u5411\u5c31\u4e00\u5934\u624e\u8fdb\u53bb\uff0c<strong>\u5b66\u4e86\u5f88\u4e45\u5374\u4e0d\u77e5\u9053\u81ea\u5df1\u5230\u5e95\u5728\u5b66\u4ec0\u4e48<\/strong>\uff0c\u6216\u8005\u81ea\u5df1\u5b66\u4e86\u5f88\u4e45\u4e0d\u77e5\u9053\u80fd\u591f\u505a\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p>\u5b66\u4e60\u4e00\u95e8\u6280\u672f\u4e4b\u524d\uff0c\u4f60\u5e94\u8be5\u77e5\u9053\uff0c\u4f60\u60f3\u8981\u8fbe\u6210\u7684\u76ee\u6807\u662f\u4ec0\u4e48\u6837\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u60f3\u901a\u8fc7\u8fd9\u95e8\u6280\u672f\u6765\u89e3\u51b3\u54ea\u4e9b\u95ee\u9898\u3002\u4f60\u5c31\u53ef\u4ee5\u77e5\u9053\u8981\u8fbe\u6210\u8fd9\u6837\u7684\u76ee\u6807\uff0c\u5b83\u7684\u77e5\u8bc6\u4f53\u7cfb\u662f\u600e\u4e48\u6837\u7684\u3002\u66f4\u91cd\u8981\u4e00\u70b9\u7684\u662f\uff0c\u6bcf\u4e2a\u90e8\u5206\u662f\u7528\u6765\u89e3\u51b3\u54ea\u4e9b\u95ee\u9898\uff0c\u53ea\u6709\u660e\u786e\u7684\u76ee\u6807\u5bfc\u5411\uff0c<strong>\u5b66\u4e60\u6700\u6709\u7528\u7684\u90a3\u90e8\u5206\u77e5\u8bc6\uff0c\u624d\u80fd\u907f\u514d\u65e0\u6548\u4fe1\u606f\u964d\u4f4e\u5b66\u4e60\u6548\u7387<\/strong>\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e9b\u5e38\u89c1\u7684\u6570\u636e\u5206\u6790\u573a\u666f\uff0c\u4f60\u5c31\u53ef\u4ee5\u83b7\u5f97\u6570\u636e\u5206\u6790\u9879\u76ee\u7684\u57fa\u672c\u6d41\u7a0b\u3002\u4e00\u822c\u5927\u81f4\u53ef\u4ee5\u6309<strong>\u201c\u6570\u636e\u83b7\u53d6-\u6570\u636e\u5b58\u50a8\u4e0e\u63d0\u53d6-\u6570\u636e\u9884\u5904\u7406-\u6570\u636e\u5efa\u6a21\u4e0e\u5206\u6790-\u6570\u636e\u62a5\u544a\u201d<\/strong>\u8fd9\u6837\u7684\u6b65\u9aa4\u6765\u5b9e\u65bd\u4e00\u4e2a\u6570\u636e\u5206\u6790\u9879\u76ee\u3002<\/p>\n\n\n\n<p>\u6309\u7167\u8fd9\u4e2a\u6d41\u7a0b\uff0c\u6bcf\u4e2a\u90e8\u5206\u9700\u8981\u638c\u63e1\u7684\u7ec6\u5206\u77e5\u8bc6\u70b9\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u6211\u4eec\u5206\u522b\u4ece\u6bcf\u4e00\u4e2a\u90e8\u5206\u5c55\u5f00\uff0c\u8bb2\u8bb2\u5177\u4f53\u5e94\u8be5\u5b66\u4ec0\u4e48\u3001\u600e\u4e48\u5b66\uff0c\u4ee5\u53ca\u5404\u4e2a\u90e8\u5206\u4e3b\u8981\u7684\u77e5\u8bc6\u70b9\u8fdb\u884c\u7ed3\u6784\u5316\u5730\u5c55\u793a\uff0c\u5e76\u6709\u9488\u5bf9\u6027\u5730\u63a8\u8350\u5b66\u4e60\u8d44\u6e90\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u83b7\u53d6\u6570\u636e<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5206\u6790\u7684\u6570\u636e\u4e00\u822c\u6709\u5185\u90e8\u6570\u636e\u548c\u5916\u90e8\u6570\u636e\u4e24\u79cd\u3002<\/p>\n\n\n\n<p>\u5185\u90e8\u6570\u636e\u662f\u5728\u6211\u4eec\u7684\u4e1a\u52a1\u8fd0\u8f6c\u4e2d\u4ea7\u751f\uff0c\u6bd4\u5982\u5e38\u89c1\u7684\u7528\u6237\u6570\u636e\u3001\u4ea7\u54c1\u6570\u636e\u3001\u9500\u552e\u6570\u636e\u3001\u5185\u5bb9\u6570\u636e\u7b49\u7b49\u3002\u5185\u90e8\u7684\u6570\u636e\u76f8\u5bf9\u6765\u8bf4\u66f4\u52a0\u5b8c\u5584\u3001\u89c4\u6574\uff0c\u6211\u4eec\u7ecf\u5e38\u8981\u505a\u7684\u5de5\u4f5c\u6c47\u62a5\u3001\u4ea7\u54c1\u4f18\u5316\u7b49\u5206\u6790\u6570\u636e\u4e00\u822c\u6765\u6e90\u4e8e\u6b64\u3002\u53ef\u4ee5\u627e\u516c\u53f8\u7684\u6280\u672f\u4eba\u5458\u7d22\u8981\uff0c\u6216\u8005\u81ea\u5df1\u53bb\u6570\u636e\u5e93\u63d0\u53d6\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u5f88\u591a\u65f6\u5019\uff0c\u6211\u4eec\u9700\u8981\u5229\u7528\u5916\u90e8\u7684\u6570\u636e\u3002\u6bd4\u5982\u8fdb\u884c\u5e02\u573a\u8c03\u7814\uff0c\u7ade\u54c1\u5206\u6790\uff0c\u6216\u8005\u8f93\u51fa\u62a5\u544a\u7684\u65f6\u5019\uff0c\u5916\u90e8\u6570\u636e\u7684\u5206\u6790\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\uff0c\u8fd9\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5f97\u51fa\u66f4\u591a\u7684\u7ed3\u8bba\u3002\u5982\u679c\u4f60\u5bf9Python\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u52a0\u5165\u6211\u4eec\u3010<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Flink.zhihu.com%2F%3Ftarget%3Dhttp%253A%2F%2Fqm.qq.com%2Fcgi-bin%2Fqm%2Fqr%253Fk%253DsChIj97Gwc4HNsgcYdTOAVWQeLG7wLPR%2526authKey%253DkI6itzBNFalU303%25252FFhODg8oxKGfNjcXieb%25252BLZjRRTi44mxKfd7iOT5Z4jMw6siBp%2526noverify%253D0%2526group_code%253D1075110200\" target=\"_blank\" rel=\"noreferrer noopener\">python\u5b66\u4e60\u4ea4\u6d41<\/a>\u3011\uff0c\u514d\u8d39\u9886\u53d6\u5b66\u4e60\u8d44\u6599\u548c\u6e90\u7801\u3002<\/p>\n\n\n\n<p><strong>1. \u516c\u5f00\u6570\u636e\u6e90<\/strong><\/p>\n\n\n\n<p><strong>UCI<\/strong>\uff1a\u52a0\u5dde\u5927\u5b66\u6b27\u6587\u5206\u6821\u5f00\u653e\u7684\u7ecf\u5178\u6570\u636e\u96c6\uff0c\u771f\u7684\u5f88\u7ecf\u5178\uff0c\u88ab\u5f88\u591a\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u5ba4\u91c7\u7528\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Farchive.ics.uci.edu%2Fml%2Fdatasets.html\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/archive.ics.uci.edu\/ml\/datasets.html<\/a><\/p>\n\n\n\n<p><strong>\u56fd\u5bb6\u6570\u636e<\/strong>\uff1a\u6570\u636e\u6765\u6e90\u4e8e\u4e2d\u56fd\u56fd\u5bb6\u7edf\u8ba1\u5c40\uff0c\u5305\u542b\u4e86\u6211\u56fd\u7ecf\u6d4e\u6c11\u751f\u7b49\u591a\u4e2a\u65b9\u9762\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Fdata.stats.gov.cn%2Findex.htm\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/data.stats.gov.cn\/index.htm<\/a><\/p>\n\n\n\n<p><strong>CEIC<\/strong>\uff1a\u8d85\u8fc7128\u4e2a\u56fd\u5bb6\u7684\u7ecf\u6d4e\u6570\u636e\uff0c\u80fd\u591f\u7cbe\u786e\u67e5\u627eGDP\u3001CPI\u3001\u8fdb\u51fa\u53e3\u4ee5\u53ca\u56fd\u9645\u5229\u7387\u7b49\u6df1\u5ea6\u6570\u636e\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.ceicdata.com\/zh-hans\">https:\/\/www.ceicdata.com\/zh-hans<\/a><\/p>\n\n\n\n<p><strong>\u4e2d\u56fd\u7edf\u8ba1\u4fe1\u606f\u7f51<\/strong>\uff1a\u56fd\u5bb6\u7edf\u8ba1\u5c40\u7684\u5b98\u65b9\u7f51\u7ad9\uff0c\u6c47\u96c6\u4e86\u6d77\u91cf\u7684\u5168\u56fd\u5404\u7ea7\u653f\u5e9c\u5404\u5e74\u5ea6\u7684\u56fd\u6c11\u7ecf\u6d4e\u548c\u793e\u4f1a\u53d1\u5c55\u7edf\u8ba1\u4fe1\u606f\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Fwww.tjcn.org%2F\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/www.tjcn.org\/<\/a><\/p>\n\n\n\n<p><strong>\u653f\u52a1\u6570\u636e\u7f51\u7ad9<\/strong>\uff1a\u73b0\u5728\u5404\u4e2a\u7701\u90fd\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5730\u5f00\u653e\u653f\u52a1\u6570\u636e\uff0c\u6bd4\u5982\u5317\u4eac\u3001\u4e0a\u6d77\u3001\u5e7f\u4e1c\u3001\u8d35\u5dde\u7b49\u7b49\uff0c\u90fd\u6709\u4e13\u95e8\u7684\u6570\u636e\u5f00\u653e\u7f51\u7ad9\uff0c\u641c\u7d22\u6bd4\u5982\u201c\u5317\u4eac\u653f\u52a1\u6570\u636e\u5f00\u653e\u201d\u3002<\/p>\n\n\n\n<p>2. \u7f51\u7edc\u722c\u866b<\/p>\n\n\n\n<p>\u57fa\u4e8e\u4e92\u8054\u7f51\u722c\u53d6\u7684\u6570\u636e\uff0c\u4f60\u53ef\u4ee5\u5bf9\u67d0\u4e2a\u884c\u4e1a\u3001\u67d0\u79cd\u4eba\u7fa4\u8fdb\u884c\u5206\u6790\u3002\u6bd4\u5982\uff1a<\/p>\n\n\n\n<p>\u804c\u4f4d\u6570\u636e\uff1a\u62c9\u52fe\u3001\u730e\u8058\u300151job\u3001\u667a\u8054<\/p>\n\n\n\n<p>\u91d1\u878d\u6570\u636e\uff1aIT\u6854\u5b50\u3001\u96ea\u7403\u7f51<\/p>\n\n\n\n<p>\u623f\u4ea7\u6570\u636e\uff1a\u94fe\u5bb6\u3001\u5b89\u5c45\u5ba2\u300158\u540c\u57ce<\/p>\n\n\n\n<p>\u96f6\u552e\u6570\u636e\uff1a\u6dd8\u5b9d\u3001\u4eac\u4e1c\u3001\u4e9a\u9a6c\u900a<\/p>\n\n\n\n<p>\u793e\u4ea4\u6570\u636e\u3001\u5fae\u535a\u3001\u77e5\u4e4e\u3001Twitter<\/p>\n\n\n\n<p>\u5f71\u89c6\u6570\u636e\uff1a\u8c46\u74e3\u3001\u65f6\u5149\u7f51\u3001\u732b\u773c<\/p>\n\n\n\n<p>\u2026\u2026<\/p>\n\n\n\n<p>\u5728\u722c\u866b\u4e4b\u524d\u4f60\u9700\u8981\u5148\u4e86\u89e3\u4e00\u4e9b Python 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\u5e93\uff08urllib\u3001BeautifulSoup\u3001requests\u3001scrapy\uff09\u5b9e\u73b0\u7f51\u9875\u722c\u866b\u3002<\/p>\n\n\n\n<p>\u638c\u63e1\u57fa\u7840\u7684\u722c\u866b\u4e4b\u540e\uff0c\u4f60\u8fd8\u9700\u8981\u4e00\u4e9b\u9ad8\u7ea7\u6280\u5de7\u3002\u6bd4\u5982\u6b63\u5219\u8868\u8fbe\u5f0f\u3001\u6a21\u62df\u7528\u6237\u767b\u5f55\u3001\u4f7f\u7528\u4ee3\u7406\u3001\u8bbe\u7f6e\u722c\u53d6\u9891\u7387\u3001\u4f7f\u7528cookie\u7b49\u7b49\uff0c\u6765\u5e94\u5bf9\u4e0d\u540c\u7f51\u7ad9\u7684\u53cd\u722c\u866b\u9650\u5236\u3002\u722c\u866b\u53ef\u4ee5\u8bf4\u662f\u6700\u4e3a\u7075\u6d3b\u3001\u6709\u6548\u7684\u6570\u636e\u83b7\u53d6\u65b9\u5f0f\uff0c\u4f46\u5b66\u4e60\u6210\u672c\u76f8\u5bf9\u6765\u8bf4\u4e5f\u8981\u9ad8\u4e00\u4e9b\u3002\u5f00\u59cb\u5efa\u8bae\u5148\u5229\u7528\u516c\u5f00\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u540e\u7eed\u6709\u66f4\u591a\u7684\u6570\u636e\u9700\u6c42\uff0c\u518d\u4e0a\u624b\u722c\u866b\u3002\u90a3\u4e2a\u65f6\u5019\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86Python\u57fa\u7840\uff0c\u722c\u866b\u4e0a\u624b\u4e5f\u4f1a\u66f4\u8f7b\u677e\u3002<\/p>\n\n\n\n<p>3. 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href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fdwz.cn%2FQ44MsDkH\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dwz.cn\/Q44MsDkH<\/a><\/p>\n\n\n\n<p>\u5e38\u7528\u7684\u6570\u636e\u83b7\u53d6\u65b9\u5f0f\u5982\u4e0b:<\/p>\n\n\n\n<p>\u6570\u636e\u5b58\u50a8\u4e0e\u63d0\u53d6&nbsp;<\/p>\n\n\n\n<p>\u6570\u636e\u5e93\u8fd9\u4e2a\u6280\u80fd\u653e\u5728\u8fd9\u91cc\uff0c\u662f\u56e0\u4e3a\u8fd9\u662f\u6570\u636e\u5206\u6790\u5e08\u7684\u5fc5\u5907\u6280\u80fd\u3002\u5927\u591a\u6570\u7684\u4f01\u4e1a\uff0c\u90fd\u4f1a\u8981\u6c42\u4f60\u6709\u64cd\u4f5c\u3001\u7ba1\u7406\u6570\u636e\u5e93\u7684\u57fa\u672c\u6280\u80fd\uff0c\u8fdb\u884c\u6570\u636e\u7684\u63d0\u53d6\u548c\u57fa\u672c\u5206\u6790\u3002SQL\u4f5c\u4e3a\u6700\u7ecf\u5178\u7684\u5173\u7cfb\u578b\u6570\u636e\u5e93\u8bed\u8a00\uff0c\u4e3a\u6d77\u91cf\u6570\u636e\u7684\u5b58\u50a8\u4e0e\u7ba1\u7406\u63d0\u4f9b\u53ef\u80fd\u3002MongoDB\u5219\u662f\u65b0\u5d1b\u8d77\u7684\u975e\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff0c\u638c\u63e1\u4e00\u79cd\u5373\u53ef\u3002<\/p>\n\n\n\n<p>\u521d\u5b66\u5efa\u8baeSQL\u3002\u4f60\u9700\u8981\u638c\u63e1\u4ee5\u4e0b\u6280\u80fd\uff1a<\/p>\n\n\n\n<p>1.\u67e5\u8be2\/\u63d0\u53d6\u7279\u5b9a\u60c5\u51b5\u4e0b\u7684\u6570\u636e\uff1a\u4f01\u4e1a\u6570\u636e\u5e93\u91cc\u7684\u6570\u636e\u4e00\u5b9a\u662f\u5de8\u91cf\u800c\u7e41\u590d\u7684\uff0c\u4f60\u9700\u8981\u63d0\u53d6\u4f60\u60f3\u8981\u7684\u90a3\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u4f60\u53ef\u4ee5\u6839\u636e\u4f60\u7684\u9700\u8981\u63d0\u53d62017\u5e74\u6240\u6709\u7684\u9500\u552e\u6570\u636e\u3001\u63d0\u53d6\u4eca\u5e74\u9500\u91cf\u6700\u5927\u768450\u4ef6\u5546\u54c1\u7684\u6570\u636e\u3001\u63d0\u53d6\u4e0a\u6d77\u3001\u5e7f\u4e1c\u5730\u533a\u7528\u6237\u7684\u6d88\u8d39\u6570\u636e\u2026\u2026<\/p>\n\n\n\n<p>2.\u6570\u636e\u5e93\u7684\u589e\u3001\u5220\u3001\u6539\uff1a\u8fd9\u4e9b\u662f\u6570\u636e\u5e93\u6700\u57fa\u672c\u7684\u64cd\u4f5c\uff0c\u4f46\u53ea\u8981\u7528\u7b80\u5355\u7684\u547d\u4ee4\u5c31\u80fd\u591f\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p>3.\u6570\u636e\u7684\u5206\u7ec4\u805a\u5408\u3001\u5efa\u7acb\u591a\u4e2a\u8868\u4e4b\u95f4\u7684\u8054\u7cfb\uff1a\u8fd9\u4e2a\u90e8\u5206\u662f\u6570\u636e\u5e93\u7684\u8fdb\u9636\u64cd\u4f5c\uff0c\u591a\u4e2a\u8868\u4e4b\u95f4\u7684\u5173\u8054\u3002<\/p>\n\n\n\n<p>\u5728\u4f60\u5904\u7406\u591a\u7ef4\u5ea6\u3001\u591a\u4e2a\u6570\u636e\u96c6\u7684\u65f6\u5019\u975e\u5e38\u6709\u7528\uff0c\u8fd9\u4e5f\u8ba9\u4f60\u53ef\u4ee5\u53bb\u5904\u7406\u66f4\u590d\u6742\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u5e93\u542c\u8d77\u6765\u5f88\u53ef\u6015\uff0c\u4f46\u5176\u5b9e\u6ee1\u8db3\u6570\u636e\u5206\u6790\u7684\u90a3\u90e8\u5206\u6280\u80fd\u4e0d\u8981\u592a\u7b80\u5355\u3002\u5f53\u7136\uff0c\u8fd8\u662f\u5efa\u8bae\u4f60\u627e\u4e00\u4e2a\u6570\u636e\u96c6\u6765\u5b9e\u9645\u64cd\u4f5c\u4e00\u4e0b\uff0c\u54ea\u6015\u662f\u6700\u57fa\u7840\u7684\u67e5\u8be2\u3001\u63d0\u53d6\u7b49\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u6570\u636e\u5e93\u6559\u7a0b\uff1a<\/p>\n\n\n\n<p>SQL-\u83dc\u9e1f\u6559\u7a0b&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fdwz.cn%2Fa042MLdz\" target=\"_blank\">https:\/\/dwz.cn\/a042MLdz<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"1256\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/16.webp\" alt=\"\" class=\"wp-image-2798\"\/><\/figure>\n\n\n\n<p>MongoDB-\u83dc\u9e1f\u6559\u7a0b&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fdwz.cn%2FsJFhRzj1\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dwz.cn\/sJFhRzj1<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"910\" height=\"1217\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/3.webp\" alt=\"\" class=\"wp-image-2787\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1325\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/4.webp\" alt=\"\" class=\"wp-image-2788\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"986\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/5.webp\" alt=\"\" class=\"wp-image-2789\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1185\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/6.webp\" alt=\"\" class=\"wp-image-2790\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1566\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/7.webp\" alt=\"\" class=\"wp-image-2791\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"671\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/8.webp\" alt=\"\" class=\"wp-image-2792\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"905\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/9.webp\" alt=\"\" class=\"wp-image-2793\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1045\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/10.webp\" alt=\"\" class=\"wp-image-2794\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"968\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/11.webp\" alt=\"\" class=\"wp-image-2795\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1011\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/12.webp\" alt=\"\" class=\"wp-image-2796\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1113\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/13.webp\" alt=\"\" class=\"wp-image-2797\"\/><\/figure>\n\n\n\n<p>\u6570\u636e\u6e05\u6d17\u53ca\u9884\u5206\u6790<\/p>\n\n\n\n<p>\u5f88\u591a\u65f6\u5019\u6211\u4eec\u62ff\u5230\u7684\u6570\u636e\u662f\u4e0d\u5e72\u51c0\u7684\uff0c\u6570\u636e\u7684\u91cd\u590d\u3001\u7f3a\u5931\u3001\u5f02\u5e38\u503c\u7b49\u7b49\u3002\u8fd9\u65f6\u5019\u5c31\u9700\u8981\u8fdb\u884c\u6570\u636e\u7684\u6e05\u6d17\uff0c\u628a\u8fd9\u4e9b\u5f71\u54cd\u5206\u6790\u7684\u6570\u636e\u5904\u7406\u597d\uff0c\u624d\u80fd\u83b7\u5f97\u66f4\u52a0\u7cbe\u786e\u5730\u5206\u6790\u7ed3\u679c\u3002\u6bd4\u5982\u7a7a\u6c14\u8d28\u91cf\u7684\u6570\u636e\uff0c\u5176\u4e2d\u6709\u5f88\u591a\u5929\u7684\u6570\u636e\u7531\u4e8e\u8bbe\u5907\u7684\u539f\u56e0\u662f\u6ca1\u6709\u76d1\u6d4b\u5230\u7684\uff0c\u6709\u4e00\u4e9b\u6570\u636e\u662f\u8bb0\u5f55\u91cd\u590d\u7684\uff0c\u8fd8\u6709\u4e00\u4e9b\u6570\u636e\u662f\u8bbe\u5907\u6545\u969c\u65f6\u76d1\u6d4b\u65e0\u6548\u7684\u3002\u6bd4\u5982\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u6709\u5f88\u591a\u65e0\u6548\u7684\u64cd\u4f5c\u5bf9\u5206\u6790\u6ca1\u6709\u610f\u4e49\uff0c\u5c31\u9700\u8981\u8fdb\u884c\u5220\u9664\u3002<\/p>\n\n\n\n<p>\u00b7\u9009\u62e9\uff1a\u6570\u636e\u8bbf\u95ee\uff08\u6807\u7b7e\u3001\u7279\u5b9a\u503c\u3001\u5e03\u5c14\u7d22\u5f15\u7b49\uff09<\/p>\n\n\n\n<p>\u00b7\u7f3a\u5931\u503c\u5904\u7406\uff1a\u5bf9\u7f3a\u5931\u6570\u636e\u884c\u8fdb\u884c\u5220\u9664\u6216\u586b\u5145<\/p>\n\n\n\n<p>\u00b7\u91cd\u590d\u503c\u5904\u7406\uff1a\u91cd\u590d\u503c\u7684\u5224\u65ad\u4e0e\u5220\u9664<\/p>\n\n\n\n<p>\u00b7\u7a7a\u683c\u548c\u5f02\u5e38\u503c\u5904\u7406\uff1a\u6e05\u695a\u4e0d\u5fc5\u8981\u7684\u7a7a\u683c\u548c\u6781\u7aef\u3001\u5f02\u5e38\u6570\u636e<\/p>\n\n\n\n<p>\u00b7\u76f8\u5173\u64cd\u4f5c\uff1a\u63cf\u8ff0\u6027\u7edf\u8ba1\u3001Apply\u3001\u56fe\u5f62\u7ed8\u5236\u7b49<\/p>\n\n\n\n<p>\u4ece\u6570\u636e\u5904\u7406\u5f00\u59cb\uff0c\u5c31\u9700\u8981\u4ecb\u5165\u7f16\u7a0b\u77e5\u8bc6\u4e86\uff0c\u4f46\u4e0d\u5fc5\u628aPython\u7684\u6559\u7a0b\u5b8c\u5168\u5543\u4e00\u904d\uff0c\u53ea\u9700\u8981\u638c\u63e1\u6570\u636e\u5206\u6790\u5fc5\u5907\u7684\u90a3\u90e8\u5206\u5373\u53ef\u3002<\/p>\n\n\n\n<p>\u00b7\u57fa\u672c\u7684\u6570\u636e\u7c7b\u578b\uff1a\u6bd4\u5982\u5b57\u7b26\u4e32\u3001\u5217\u8868\u3001\u5b57\u5178\u3001\u5143\u7ec4\uff0c\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u578b\u5982\u4f55\u521b\u5efa\u3001\u8fdb\u884c\u589e\u3001\u5220\u3001\u6539\u7b49\u64cd\u4f5c\uff0c\u4ee5\u53ca\u5176\u4e2d\u5e38\u7528\u7684\u51fd\u6570\u53ca\u65b9\u6cd5\uff1b<\/p>\n\n\n\n<p>\u00b7Python\u51fd\u6570\uff1a\u5b66\u4e60\u5982\u4f55\u53bb\u521b\u5efa\u81ea\u5df1\u7684\u51fd\u6570\uff0c\u5b9e\u73b0\u66f4\u4e30\u5bcc\u7684\u5b9a\u5236\u5316\u7a0b\u5e8f\uff0c\u77e5\u9053\u5728\u4f7f\u7528\u4e2d\u5982\u4f55\u8c03\u7528\uff1b<\/p>\n\n\n\n<p>\u00b7\u63a7\u5236\u8bed\u53e5\uff1a\u4e3b\u8981\u662f\u6761\u4ef6\u8bed\u53e5\u548c\u5faa\u73af\u8bed\u53e5\uff0c\u5229\u7528\u4e0d\u540c\u7684\u8bed\u53e5\u5bf9\u6d41\u7a0b\u8fdb\u884c\u63a7\u5236\uff0c\u8fd9\u662f\u5b9e\u73b0\u7a0b\u5e8f\u7684\u81ea\u52a8\u5316\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>Python\u6559\u7a0b\u63a8\u8350\uff1a<\/p>\n\n\n\n<p>Python3-\u83dc\u9e1f\u6559\u7a0b&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fdwz.cn%2F2nJnWkrp\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dwz.cn\/2nJnWkrp<\/a><\/p>\n\n\n\n<p>Python\u7ec3\u624b\u9879\u76ee\u5408\u96c6&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fdwz.cn%2FcpM0jua5\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dwz.cn\/cpM0jua5<\/a><\/p>\n\n\n\n<p>Python\u57fa\u7840\u77e5\u8bc6\u6846\u67b6\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u53e6\u5916\uff0cPython\u4e2d\u4e24\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u5e93Numpy\u548cPandas\u4e5f\u662f\u9700\u8981\u638c\u63e1\u7684\uff0c\u6211\u4eec\u7684\u5f88\u591a\u6570\u636e\u5904\u7406\u53ca\u5206\u6790\u65b9\u6cd5\u5c31\u6e90\u4e8e\u5176\u4e2d\u3002\u5982\u679c\u628aPython\u6bd4\u4f5c\u662f\u6211\u4eec\u7684\u623f\u5b50\uff0c\u4e3a\u6211\u4eec\u63d0\u4f9b\u57fa\u7840\u7684\u6846\u67b6\uff0c\u90a3\u4e48Numpy\u548cPandas\u5c31\u662f\u623f\u5b50\u91cc\u7684\u5bb6\u5177\u548c\u7535\u5668\uff0c\u4e3a\u6211\u4eec\u5165\u4f4f\u63d0\u4f9b\u5404\u79cd\u529f\u80fd\u3002\u5f53\u7136\uff0c\u5373\u4fbf\u53ea\u662f\u8fd9\u4e24\u4e2a\u5e93\uff0c\u5b98\u65b9\u6587\u6863\u7684\u5185\u5bb9\u4e5f\u662f\u975e\u5e38\u591a\u7684\uff0c\u5efa\u8bae\u5148\u638c\u63e1\u6700\u5e38\u7528\u7684\u4e00\u4e9b\u65b9\u6cd5\uff0c\u8fd9\u6837\u4f60\u53ef\u4ee5\u89e3\u51b3\u5927\u90e8\u5206\u7684\u5b9e\u9645\u95ee\u9898\uff0c\u82e5\u540e\u7eed\u9047\u5230\u95ee\u9898\u53ef\u4ee5\u6709\u9488\u5bf9\u6027\u5730\u53bb\u67e5\u8be2\u6587\u6863\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1497\" height=\"3969\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/17.webp\" alt=\"\" class=\"wp-image-2799\"\/><\/figure>\n\n\n\n<p>Numpy<\/p>\n\n\n\n<p>\u00b7\u6570\u7ec4\u521b\u5efa\uff1a\u4ece\u5df2\u6709\u7684\u6570\u7ec4\u521b\u5efa\u3001\u4ece\u6570\u503c\u8303\u56f4\u521b\u5efa<\/p>\n\n\n\n<p>\u00b7\u6570\u7ec4\u5207\u7247\uff1a\u901a\u8fc7\u5207\u7247\u8fdb\u884c\u9009\u62e9<\/p>\n\n\n\n<p>\u00b7\u6570\u7ec4\u64cd\u4f5c\uff1a\u5143\u7d20\u589e\u5220\u3001\u6570\u7ec4\u7ef4\u5ea6\u4fee\u6539\u3001\u6570\u7ec4\u7684\u5206\u5272\u53ca\u8fde\u63a5<\/p>\n\n\n\n<p>\u00b7Numpy\u51fd\u6570\uff1a\u5b57\u7b26\u4e32\u51fd\u6570\u3001\u6570\u5b66\u51fd\u6570\u3001\u7edf\u8ba1\u51fd\u6570<\/p>\n\n\n\n<p>\u63a8\u8350Numpy\u6587\u6863\uff1a<\/p>\n\n\n\n<p>Nump\u5feb\u901f\u5165\u95e8&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Fh5ip.cn%2FypHr\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/h5ip.cn\/ypHr<\/a><\/p>\n\n\n\n<p>Numpy\u4e2d\u6587\u6587\u6863&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fwww.numpy.org.cn%2F\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.numpy.org.cn\/<\/a><\/p>\n\n\n\n<p>Numpy\u77e5\u8bc6\u6846\u67b6\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1399\" height=\"1613\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/18.webp\" alt=\"\" class=\"wp-image-2800\"\/><\/figure>\n\n\n\n<p>Pandas<\/p>\n\n\n\n<p>\u00b7\u6570\u636e\u51c6\u5907\uff1a\u6570\u636e\u8bfb\u53d6\u3001\u521b\u5efa\u6570\u636e\u8868<\/p>\n\n\n\n<p>\u00b7\u6570\u636e\u67e5\u770b\uff1a\u67e5\u770b\u6570\u636e\u57fa\u672c\u4fe1\u606f\u3001\u67e5\u627e\u7a7a\u503c\u548c\u552f\u4e00\u503c<\/p>\n\n\n\n<p>\u00b7\u6570\u636e\u6e05\u6d17\uff1a\u7f3a\u5931\u503c\u5904\u7406\u3001\u91cd\u590d\u503c\u5904\u7406\u3001\u5b57\u7b26\u5904\u7406<\/p>\n\n\n\n<p>\u00b7\u6570\u636e\u63d0\u53d6\uff1a\u6309\u6807\u7b7e\u503c\u8fdb\u884c\u63d0\u53d6\u3001\u6309\u4f4d\u7f6e\u8fdb\u884c\u63d0\u53d6<\/p>\n\n\n\n<p>\u00b7\u6570\u636e\u7edf\u8ba1\uff1a\u91c7\u6837\u3001\u6c47\u603b\u3001\u57fa\u672c\u7684\u7edf\u8ba1\u91cf\u8ba1\u7b97<\/p>\n\n\n\n<p>\u63a8\u8350Pandas\u6587\u6863\uff1a<\/p>\n\n\n\n<p>\u5341\u5206\u949f\u5165\u95e8Pandas&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Ft.cn%2FEVTGis7\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/t.cn\/EVTGis7<\/a><\/p>\n\n\n\n<p>Pandas\u4e2d\u6587\u6587\u6863&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fwww.pypandas.cn%2F\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.pypandas.cn\/<\/a><\/p>\n\n\n\n<p>Pandas\u77e5\u8bc6\u6846\u67b6\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u6570\u636e\u6e05\u6d17\u662f\u6570\u636e\u9884\u5904\u7406\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u4e5f\u662f\u8017\u65f6\u95f4\u6700\u957f\u7684\u4e00\u90e8\u5206\uff0c\u56e0\u6b64\u6839\u672c\u591a\u7bc7\u6587\u7ae0\u603b\u7ed3\u8111\u56fe\u4fbf\u4e8e\u81ea\u5df1\u68b3\u7406\u6e05\u695a\u6570\u636e\u6e05\u6d17\u7684\u5904\u7406\u6b65\u9aa4\uff0c\u7531\u6b64\u77e5\u9053\u6570\u636e\u6e05\u6d17\u8be5\u5982\u4f55\u4e0b\u624b\u3002<\/p>\n\n\n\n<p>\u501f\u9274\u6587\u7ae0\u53ca\u6570\u636e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u4e13\u680f1\uff1a\u6570\u636e\u6e05\u6d17<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fzhuanlan.zhihu.com%2Fdataclean\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/zhuanlan.zhihu.com\/dataclean<\/a>&nbsp;\uff1a\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u6570\u636e\u6e05\u6d17\u7684\u4e3b\u8981\u65b9\u9762<\/p>\n\n\n\n<p>\u4e13\u680f2\uff1apython3 pandas\u5e93<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fzhuanlan.zhihu.com%2Fc_129235459\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/zhuanlan.zhihu.com\/c_129235459<\/a>\uff1a\u6570\u636e\u6e05\u6d17\u4e3b\u8981\u7528pandas\u5e93\uff0c\u5176\u4e2d\u6709\u5f88\u591a\u51fd\u6570\u4f17\u591a\uff0c\u8be5\u4e13\u680f\u5c06\u4e3b\u8981\u51fd\u6570\u4ecb\u7ecd\u7684\u76f8\u5bf9\u6e05\u695a<\/p>\n\n\n\n<p>\u4e66\u7c4d\uff1a\u300a\u5229\u7528python\u8fdb\u884c\u6570\u636e\u5206\u6790\u300b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1247\" height=\"1864\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/19.webp\" alt=\"\" class=\"wp-image-2801\"\/><\/figure>\n\n\n\n<p><strong>\u6570\u636e\u5206\u6790\u53ca\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u6709\u4e00\u4e9b\u4e86\u89e3\u7684\u8bdd\uff0c\u5c31\u77e5\u9053\u76ee\u524d\u5e02\u9762\u4e0a\u5176\u5b9e\u6709\u5f88\u591a Python \u6570\u636e\u5206\u6790\u7684\u4e66\u7c4d\uff0c\u4f46\u6bcf\u4e00\u672c\u90fd\u5f88\u539a\uff0c\u5b66\u4e60\u963b\u529b\u975e\u5e38\u5927\u3002\u5982\u679c\u6ca1\u6709\u6574\u4f53\u7684\u8ba4\u8bc6\uff0c\u5f80\u5f80\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u8981\u5b66\u4e60\u8fd9\u4e9b\u64cd\u4f5c\uff0c\u8fd9\u5728\u6570\u636e\u5206\u6790\u4e2d\u5230\u5e95\u8d77\u4ec0\u4e48\u6837\u7684\u4f5c\u7528\u3002\u4e3a\u4e86\u5f97\u51fa\u666e\u904d\u610f\u4e49\u4e0a\u7684\u7ed3\u8bba\uff08\u6216\u8005\u4ece\u4e00\u822c\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u6765\u770b\uff09\uff0c\u6211\u4eec\u901a\u5e38\u8981\u8fdb\u884c\u4e09\u79cd\u7c7b\u578b\u7684\u6570\u636e\u5206\u6790\uff1a\u63cf\u8ff0\u6027\u5206\u6790\u3001\u63a2\u7d22\u6027\u5206\u6790\u4ee5\u53ca\u9884\u6d4b\u6027\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u63cf\u8ff0\u6027\u5206\u6790\u4e3b\u8981\u662f\u6709\u76ee\u7684\u53bb\u63cf\u8ff0\u6570\u636e\uff0c\u8fd9\u5c31\u8981\u501f\u52a9\u7edf\u8ba1\u5b66\u7684\u77e5\u8bc6\uff0c\u6bd4\u5982\u57fa\u672c\u7684\u7edf\u8ba1\u91cf\u3001\u603b\u4f53\u6837\u672c\u3001\u5404\u79cd\u5206\u5e03\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e9b\u4fe1\u606f\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u5f97\u5bf9\u6570\u636e\u7684\u521d\u6b65\u611f\u77e5\uff0c\u4e5f\u80fd\u591f\u5f97\u5230\u5f88\u591a\u7b80\u5355\u89c2\u5bdf\u5f97\u4e0d\u5230\u7684\u7ed3\u8bba\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u5176\u5b9e\u63cf\u8ff0\u6027\u7684\u5206\u6790\u4e3b\u8981\u9700\u8981\u4e24\u4e2a\u90e8\u5206\u7684\u77e5\u8bc6\uff0c\u5176\u4e00\u662f\u7edf\u8ba1\u5b66\u7684\u57fa\u7840\uff0c\u5176\u4e8c\u662f\u5b9e\u73b0\u63cf\u8ff0\u6027\u7684\u5de5\u5177\uff0c\u7528\u4e0a\u8ff0 Numpy \u548c Pandas \u7684\u77e5\u8bc6\u5373\u53ef\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p>\u63a2\u7d22\u6027\u5206\u6790\u901a\u5e38\u9700\u8981\u501f\u52a9\u53ef\u89c6\u5316\u7684\u624b\u6bb5\uff0c\u5229\u7528\u56fe\u5f62\u5316\u7684\u65b9\u5f0f\uff0c\u66f4\u8fdb\u4e00\u6b65\u5730\u53bb\u89c2\u770b\u6570\u636e\u7684\u5206\u5e03\u89c4\u5f8b\uff0c\u53d1\u73b0\u6570\u636e\u91cc\u7684\u77e5\u8bc6\uff0c\u5f97\u5230\u66f4\u6df1\u5165\u7684\u7ed3\u8bba\u3002<\/p>\n\n\n\n<p>\u6240\u8c13\u201c\u63a2\u7d22\u201d\uff0c\u4e8b\u5b9e\u4e0a\u6709\u5f88\u591a\u7ed3\u8bba\u6211\u4eec\u662f\u65e0\u6cd5\u63d0\u524d\u9884\u77e5\u7684\uff0c\u56fe\u5f62\u5219\u5f25\u8865\u4e86\u89c2\u5bdf\u6570\u636e\u548c\u7b80\u5355\u7edf\u8ba1\u7684\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p>Python\u4e2d\u7684Seaborn\u548cMatplotlib\u5e93\u90fd\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u53ef\u89c6\u5316\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u76f8\u5bf9\u4e8eMatplotlib\uff0cSeaborn\u66f4\u52a0\u7b80\u5355\u6613\u4e8e\u7406\u89e3\uff0c\u753b\u57fa\u672c\u7684\u56fe\u5f62\u4e5f\u5c31\u662f\u51e0\u884c\u4ee3\u7801\u7684\u4e8b\u60c5\uff0c\u66f4\u63a8\u8350\u521d\u5b66\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u5982\u540e\u7eed\u9700\u8981\u5b9a\u5236\u5316\u56fe\u5f62\uff0c\u53ef\u8fdb\u4e00\u6b65\u4e86\u89e3Matplotlib\u3002<\/p>\n\n\n\n<p>\u9884\u6d4b\u6027\u7684\u6570\u636e\u5206\u6790\u4e3b\u8981\u7528\u4e8e\u9884\u6d4b\u672a\u6765\u7684\u6570\u636e\uff0c\u6bd4\u5982\u6839\u636e\u5386\u53f2\u9500\u552e\u6570\u636e\u9884\u6d4b\u672a\u6765\u67d0\u6bb5\u65f6\u95f4\u7684\u9500\u552e\u60c5\u51b5\uff0c\u6bd4\u5982\u901a\u8fc7\u7528\u6237\u6570\u636e\u9884\u6d4b\u672a\u6765\u7528\u6237\u7684\u884c\u4e3a\u2026\u2026<\/p>\n\n\n\n<p>\u9884\u6d4b\u6027\u5206\u6790\u7a0d\u96be\uff0c\u8d8a\u6df1\u5165\u4f1a\u6d89\u53ca\u66f4\u591a\u6570\u636e\u6316\u6398\u3001\u673a\u5668\u5b66\u4e60\u7684\u77e5\u8bc6\uff0c\u6240\u4ee5\u53ef\u4ee5\u53ea\u505a\u505a\u57fa\u672c\u4e86\u89e3\uff08\u6216\u8005\u7b49\u6709\u9700\u6c42\u7684\u65f6\u5019\u518d\u5b66\u4e60\uff09\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u57fa\u672c\u7684\u56de\u5f52\u3001\u5206\u7c7b\u7b97\u6cd5\uff0c\u4ee5\u53ca\u5982\u4f55\u7528Python\u7684scikit-learn\u5e93\u53bb\u5b9e\u73b0\uff0c\u81f3\u4e8e\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7684\u7b97\u6cd5\u9009\u62e9\u3001\u6a21\u578b\u8c03\u4f18\u5219\u4e0d\u5fc5\u6df1\u5165\uff08\u9664\u975e\u4f60\u6e38\u5203\u6709\u4f59\uff09\u3002<\/p>\n\n\n\n<p>\u63a8\u8350\u6570\u636e\u5206\u6790\u8d44\u6599\uff1a<\/p>\n\n\n\n<p>\u4e66\u7c4d\u300a\u6df1\u5165\u6d45\u51fa\u7edf\u8ba1\u5b66\u300b\u300a\u5546\u52a1\u4e0e\u7ecf\u6d4e\u7edf\u8ba1\u5b66\u300b<\/p>\n\n\n\n<p>Matplotlib\u4e2d\u6587\u6587\u6863&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fwww.matplotlib.org.cn%2F\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.matplotlib.org.cn<\/a><\/p>\n\n\n\n<p>\u5341\u5206\u949f\u638c\u63e1Seaborn&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=https%3A%2F%2Fdwz.cn%2F4ePGzwAg\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dwz.cn\/4ePGzwAg<\/a><\/p>\n\n\n\n<p>Scikit-learn\u4e2d\u6587\u6587\u6863&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Fsklearn.apachecn.org%2F\" target=\"_blank\">http:\/\/sklearn.apachecn.org<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1500\" height=\"1339\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/20.webp\" alt=\"\" class=\"wp-image-2802\"\/><\/figure>\n\n\n\n<p>\u6570\u636e\u5206\u6790\u5efa\u6a21\u77e5\u8bc6\u6846\u67b6\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u64b0\u5199\u6570\u636e\u62a5\u544a<\/p>\n\n\n\n<p>\u6570\u636e\u62a5\u544a\u662f\u6574\u4e2a\u6570\u636e\u5206\u6790\u9879\u76ee\u7684\u6700\u7ec8\u5448\u73b0\uff0c\u4e5f\u662f\u6240\u6709\u5206\u6790\u8fc7\u7a0b\u7684\u603b\u7ed3\uff0c\u8f93\u51fa\u7ed3\u8bba\u548c\u7b56\u7565\u7684\u90e8\u5206\u3002\u6240\u4ee5\u65e0\u8bba\u4f60\u7684\u5fc3\u8def\u5386\u7a0b\u591a\u4e48\u7cbe\u5f69\uff0c\u6570\u636e\u62a5\u544a\u624d\u662f\u6700\u7ec8\u51b3\u5b9a\u4f60\u5206\u6790\u4ef7\u503c\u7684\u4ea7\u7269\u3002\u8981\u5199\u597d\u4e00\u4e2a\u5206\u6790\u62a5\u544a\uff0c\u9996\u5148\u8981\u660e\u786e\u6570\u636e\u5206\u6790\u4efb\u52a1\u7684\u76ee\u6807\uff0c\u662f\u8981\u63a2\u7d22\u6570\u636e\u91cc\u7684\u77e5\u8bc6\uff0c\u8fd8\u6709\u8981\u5bf9\u4ea7\u54c1\u8fdb\u884c\u4f18\u5316\uff0c\u6216\u8005\u9884\u6d4b\u672a\u6765\u7684\u6570\u636e\u3002\u9488\u5bf9\u8fd9\u4e9b\u76ee\u6807\uff0c\u90a3\u4e48\u9700\u8981\u5bf9\u95ee\u9898\u8fdb\u884c\u62c6\u5206\uff0c\u8981\u8fbe\u5230\u76ee\u6807\uff0c\u5fc5\u987b\u8981\u8f93\u51fa\u54ea\u4e9b\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6700\u7ec8\u7684\u51b3\u7b56\uff0c\u54ea\u4e9b\u6570\u636e\u3001\u4fe1\u606f\u662f\u6709\u7528\u7684\uff0c\u662f\u5426\u8981\u8fdb\u4e00\u6b65\u63a2\u7d22\uff0c\u54ea\u4e9b\u662f\u65e0\u6548\u7684\uff0c\u662f\u5426\u76f4\u63a5\u4e22\u5f03\u3002\u786e\u5b9a\u597d\u8f93\u51fa\u7684\u5927\u81f4\u5185\u5bb9\u3001\u5728\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u5f97\u5230\u6709\u7528\u7684\u7ed3\u8bba\u4e4b\u540e\uff0c\u63a5\u4e0b\u6765\u5e94\u8be5\u601d\u8003\uff0c\u5982\u4f55\u628a\u8fd9\u4e9b\u5206\u6563\u7684\u4fe1\u606f\u6574\u5408\u8d77\u6765\uff0c\u4e3a\u4e86\u8fbe\u5230\u6700\u7ec8\u7684\u8bf4\u670d\u529b\uff0c\u5e94\u8be5\u4ee5\u600e\u6837\u7684\u903b\u8f91\u8fdb\u884c\u6574\u5408\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u5efa\u7acb\u6846\u67b6\u7684\u8fc7\u7a0b\uff0c\u540c\u65f6\u4e5f\u53cd\u6620\u8fd9\u8fd9\u4e2a\u95ee\u9898\u7684\u62c6\u89e3\u601d\u8def\u3002\u5728\u642d\u5efa\u597d\u6846\u67b6\u4e4b\u540e\uff0c\u5c31\u662f\u628a\u5df2\u6709\u7684\u7ed3\u8bba\u586b\u5145\u8fdb\u53bb\uff0c\u9009\u62e9\u5408\u9002\u7684\u8868\u8fbe\u5f62\u5f0f\u3002\u9009\u62e9\u66f4\u5408\u9002\u7684\u6570\u636e\uff0c\u54ea\u4e9b\u9700\u8981\u66f4\u52a0\u76f4\u89c2\u7684\u56fe\u8868\uff0c\u54ea\u4e9b\u7ed3\u8bba\u9700\u8981\u8fdb\u884c\u8be6\u7ec6\u7684\u89e3\u91ca\uff0c\u5e76\u8fdb\u884c\u6700\u7ec8\u7684\u7f8e\u5316\u8bbe\u8ba1\uff0c\u8fd9\u6837\u4e00\u4efd\u5b8c\u6574\u7684\u6570\u636e\u5206\u6790\u62a5\u544a\u4e5f\u5c31\u5b8c\u6210\u4e86\u3002<\/p>\n\n\n\n<p>\u5728\u5199\u5206\u6790\u62a5\u544a\u65f6\uff0c\u6709\u4e00\u4e9b\u4e00\u5b9a\u8981\u6ce8\u610f\u7684\u5730\u65b9\uff1a<\/p>\n\n\n\n<p>1.\u4e00\u5b9a\u8981\u6709\u6846\u67b6\uff0c\u6700\u7b80\u5355\u7684\u5c31\u662f\u4ee5\u95ee\u9898\u62c6\u5206\u7684\u903b\u8f91\u6765\u8fdb\u884c\u642d\u5efa\uff0c\u5728\u6bcf\u4e2a\u5206\u652f\u8fdb\u884c\u5185\u5bb9\u586b\u5145\uff0c\u5206\u70b9\u8bf4\u660e\uff1b<\/p>\n\n\n\n<p>2.\u6570\u636e\u7684\u9009\u62e9\u4e0d\u8981\u8fc7\u4e8e\u7247\u9762\uff0c\u8981\u591a\u5143\u5316\uff0c\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\uff0c\u5426\u5219\u7ed3\u8bba\u53ef\u80fd\u6709\u5931\u504f\u9887\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u7684\u4ef7\u503c\u51b3\u5b9a\u4e86\u5206\u6790\u9879\u76ee\u7684\u4e0a\u9650\uff0c\u5c3d\u53ef\u80fd\u591a\u6536\u96c6\u6709\u7528\u7684\u6570\u636e\uff0c\u8fdb\u884c\u591a\u7ef4\u5ea6\u7684\u5206\u6790\uff1b<\/p>\n\n\n\n<p>3.\u7ed3\u8bba\u4e00\u5b9a\u8981\u6709\u5ba2\u89c2\u7684\u6570\u636e\u8bba\u8bc1\uff0c\u6216\u8005\u4e25\u5bc6\u7684\u903b\u8f91\u63a8\u5bfc\uff0c\u5426\u5219\u6ca1\u6709\u8bf4\u670d\u529b\uff0c\u7279\u522b\u5bb9\u6613\u9677\u5165\u81ea\u55e8\uff1b<\/p>\n\n\n\n<p>4.\u56fe\u8868\u6bd4\u6587\u5b57\u66f4\u52a0\u76f4\u89c2\uff0c\u800c\u4e14\u53ef\u8bfb\u6027\u66f4\u9ad8\uff0c\u5e94\u8be5\u591a\u5229\u7528\u56fe\u5f62\u5316\u7684\u8868\u8fbe\u65b9\u5f0f\uff1b<\/p>\n\n\n\n<p>5.\u5206\u6790\u62a5\u544a\u4e0d\u53ea\u662f\u8981\u8bf4\u660e\u95ee\u9898\uff0c\u66f4\u91cd\u8981\u7684\u662f\u57fa\u4e8e\u95ee\u9898\u63d0\u51fa\u5efa\u8bae\u3001\u89e3\u51b3\u65b9\u6848\u3001\u9884\u6d4b\u8d8b\u52bf\uff1b<\/p>\n\n\n\n<p>6.\u591a\u770b\u884c\u4e1a\u62a5\u544a\uff0c\u591a\u7ec3\u4e60\uff0cBusiness Sense \u5728\u540e\u671f\u6bd4\u6280\u5de7\u66f4\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1259\" height=\"2458\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2024\/10\/21.webp\" alt=\"\" class=\"wp-image-2809\"\/><\/figure>\n\n\n\n<p>\u63a8\u8350\u6570\u636e\u62a5\u544a\u76f8\u5173\u7f51\u7ad9\uff1a<\/p>\n\n\n\n<p>\u827e\u745e\u7f51-\u6570\u636e\u62a5\u544a&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Freport.iresearch.cn%2F\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/report.iresearch.cn\/<\/a><\/p>\n\n\n\n<p>\u53cb\u76df+-\u6570\u636e\u62a5\u544a&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Ft.cn%2FEVT6Z6z\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/t.cn\/EVT6Z6z<\/a><\/p>\n\n\n\n<p>\u4e16\u754c\u7ecf\u6d4e\u8bba\u575b\u62a5\u544a&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Ft.cn%2FRVncVVv\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/t.cn\/RVncVVv<\/a><\/p>\n\n\n\n<p>\u666e\u534e\u6c38\u9053\u884c\u4e1a\u62a5\u544a&nbsp;<a href=\"https:\/\/links.jianshu.com\/go?to=http%3A%2F%2Ft.cn%2FRseRaoE\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/t.cn\/RseRaoE<\/a><\/p>\n\n\n\n<p>\u64b0\u5199\u6570\u636e\u62a5\u544a\u7684\u6846\u67b6\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u5c31\u662fPython\u6570\u636e\u5206\u6790\u5b8c\u6574\u7684\u5b66\u4e60\u8def\u5f84\uff0c\u53ea\u9700\u8981\u4e00\u4e9b\u4e1a\u52a1\u7684\u5e38\u8bc6\uff0c\u50cf\u5747\u503c\u3001\u6781\u503c\u3001\u6392\u5e8f\u3001\u76f8\u5173\u6027\u3001\u4e2d\u4f4d\u6570\u2026\u2026\u8fd9\u4e9b\u4e1c\u897f\u6211\u4eec\u4fe1\u624b\u634f\u6765\u7684\u4e1c\u897f\u5f80\u5f80\u5360\u636e\u6570\u636e\u5206\u6790\u7684\u7edd\u5927\u591a\u6570\u5185\u5bb9\uff0c\u4f60\u6240\u5b66\u7684\u53ea\u4e0d\u8fc7\u662f\u5b9e\u73b0\u8fd9\u4e9b\u7684\u5de5\u5177\u800c\u5df2\u3002\u5c31\u50cf\u4e00\u4e2a100\u884c\u7684\u6570\u636e\uff0c\u7ed9\u4efb\u4f55\u4e00\u4e2a\u667a\u529b\u6b63\u5e38\u7684\u4eba\uff0c\u4e0d\u7528\u4efb\u4f55\u5de5\u5177\u548c\u7f16\u7a0b\u6280\u672f\uff0c\u4ed6\u4e5f\u80fd\u83b7\u5f97\u4e00\u4efd\u57fa\u672c\u7684\u7ed3\u8bba\uff0c\u800c\u5de5\u5177\u5219\u662f\u8ba9\u6211\u4eec\u5728\u6548\u7387\u3001\u53ef\u6269\u5c55\u6027\u548c\u5b9e\u73b0\u7ef4\u5ea6\u65b9\u9762\u5f97\u5230\u66f4\u597d\u7684\u63d0\u5347.<\/p>\n\n\n\n<p>\u94fe\u63a5\uff1ahttps:\/\/www.jianshu.com\/p\/5e3b0e76f653<br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5173\u4e8ePython\u6570\u636e\u5206\u6790\uff0c\u5176\u5b9e\u7f51\u4e0a\u80fd\u591f\u627e\u5230\u7684\u5b66\u4e60\u8d44\u6e90\u5f88\u591a\uff0c\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff1a\u4e00\u7c7b\u662f\u63d0\u4f9b\u5404\u79cd\u8d44\u6e90\u7684\u63a8\u8350\uff0c\u6bd4&hellip; 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