{"id":184756,"date":"2024-05-09T14:04:08","date_gmt":"2024-05-09T06:04:08","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/184756.html"},"modified":"2024-05-09T14:04:12","modified_gmt":"2024-05-09T06:04:12","slug":"%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e5%a6%82%e4%bd%95%e7%94%bb%e5%85%b3%e7%b3%bb%e7%9f%a9%e9%98%b5","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/184756.html","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u4e2d\u5982\u4f55\u753b\u5173\u7cfb\u77e9\u9635"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26082727\/4f55b27a-b48a-48db-912e-5f21e59e5d0d.webp\" alt=\"\u673a\u5668\u5b66\u4e60\u4e2d\u5982\u4f55\u753b\u5173\u7cfb\u77e9\u9635\" \/><\/p>\n<p><p>\u5728<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e2d\uff0c\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\uff08\u6216\u76f8\u5173\u6027\u77e9\u9635\uff09\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u53ef\u89c6\u5316\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u4ece\u800c\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u6570\u636e\u96c6\u4e2d\u4e0d\u540c\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5173\u7cfb\u77e9\u9635\u4e3b\u8981\u901a\u8fc7\u8ba1\u7b97\u6570\u636e\u96c6\u4e2d\u6240\u6709\u7279\u5f81\u5bf9\u7684\u76f8\u5173\u7cfb\u6570\u6765\u6784\u5efa\uff0c\u5e76\u4f7f\u7528\u70ed\u56fe\u7b49\u53ef\u89c6\u5316\u65b9\u6cd5\u5c55\u73b0\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4e0d\u4ec5\u80fd\u5e2e\u52a9\u6211\u4eec\u5728\u9884\u5904\u7406\u6570\u636e\u65f6\u8bc6\u522b\u548c\u5220\u9664\u9ad8\u5ea6\u76f8\u5173\u7684\u7279\u5f81\u4ee5\u907f\u514d\u591a\u91cd\u5171\u7ebf\u6027\uff0c\u8fd8\u80fd\u5728\u7279\u5f81\u9009\u62e9\u548c\u6a21\u578b\u6784\u5efa\u7684\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u91cd\u8981\u7684\u6d1e\u89c1\u3002<\/p>\n<\/p>\n<p><p>\u70ed\u56fe\u662f\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\u6700\u76f4\u89c2\u7684\u65b9\u5f0f\u4e4b\u4e00\uff0c\u5b83\u901a\u8fc7\u4e0d\u540c\u7684\u989c\u8272\u6df1\u6d45\u6765\u8868\u793a\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u7a0b\u5ea6\u3002\u4e00\u4e2a\u5173\u7cfb\u77e9\u9635\u70ed\u56fe\u4e2d\uff0c\u6bcf\u4e00\u4e2a\u5c0f\u65b9\u683c\u4ee3\u8868\u4e00\u5bf9\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5927\u5c0f\uff0c\u989c\u8272\u8d8a\u6df1\uff08\u6216\u8d8a\u4eae\uff09\u8868\u793a\u76f8\u5173\u6027\u8d8a\u5f3a\u3002\u8fd9\u79cd\u53ef\u89c6\u5316\u65b9\u5f0f\u4e0d\u4ec5\u53ef\u4ee5\u8ba9\u6211\u4eec\u5feb\u901f\u7406\u89e3\u7279\u5f81\u95f4\u7684\u7ebf\u6027\u5173\u7cfb\uff0c\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u53d1\u73b0\u6570\u636e\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u6a21\u5f0f\u3001\u8d8b\u52bf\u6216\u5f02\u5e38\u503c\u3002<\/p>\n<\/p>\n<p><h2>\u4e00\u3001\u51c6\u5907\u5de5\u4f5c<\/h2>\n<\/p>\n<p><p>\u5728\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u51c6\u5907\u5de5\u4f5c\uff0c\u5305\u62ec\u9009\u62e9\u5408\u9002\u7684\u8f6f\u4ef6\u5de5\u5177\u548c\u52a0\u8f7d\u6570\u636e\u96c6\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p>\u9009\u62e9\u8f6f\u4ef6\u5de5\u5177\uff1aPython \u7684\u6570\u636e\u79d1\u5b66\u751f\u6001\u7cfb\u7edf\u63d0\u4f9b\u4e86\u591a\u79cd\u5f3a\u5927\u7684\u5e93\u6765\u652f\u6301\u6570\u636e\u53ef\u89c6\u5316\uff0c\u5176\u4e2d Pandas \u7528\u4e8e\u6570\u636e\u5904\u7406\uff0cMatplotlib \u548c Seaborn \u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u3002Seaborn \u5c24\u5176\u9002\u5408\u7ed8\u5236\u70ed\u56fe\uff0c\u56e0\u4e3a\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e13\u95e8\u7684\u51fd\u6570 <code>sns.heatmap()<\/code> \u6765\u7b80\u5316\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p>\u52a0\u8f7d\u6570\u636e\u96c6\uff1a\u4f7f\u7528 Pandas \u5e93\u52a0\u8f7d\u6570\u636e\u96c6\uff0c\u5e76\u8fdb\u884c\u521d\u6b65\u7684\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\uff08EDA\uff09\u3002\u8fd9\u4e00\u6b65\u9aa4\u5305\u62ec\u68c0\u67e5\u6570\u636e\u7684\u7c7b\u578b\u3001\u7f3a\u5931\u503c\u5904\u7406\u548c\u57fa\u672c\u7edf\u8ba1\u4fe1\u606f\uff0c\u786e\u4fdd\u6570\u636e\u662f\u5e72\u51c0\u4e14\u9002\u5408\u8fdb\u884c\u8fdb\u4e00\u6b65\u5206\u6790\u7684\u3002<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><h2>\u4e8c\u3001\u8ba1\u7b97\u76f8\u5173\u6027\u7cfb\u6570<\/h2>\n<\/p>\n<p><p>\u5728\u51c6\u5907\u597d\u6570\u636e\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u8ba1\u7b97\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u7cfb\u6570\u3002\u76f8\u5173\u6027\u7cfb\u6570\u8861\u91cf\u4e86\u4e24\u4e2a\u53d8\u91cf\u4e4b\u95f4\u7ebf\u6027\u5173\u7cfb\u7684\u5f3a\u5ea6\u548c\u65b9\u5411\u3002\u6700\u5e38\u7528\u7684\u65b9\u6cd5\u662f\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\uff1a\u901a\u8fc7\u8c03\u7528 Pandas \u7684 <code>DataFrame.corr()<\/code> \u51fd\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u8ba1\u7b97\u6570\u636e\u96c6\u4e2d\u6240\u6709\u53d8\u91cf\u5bf9\u4e4b\u95f4\u7684\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\u3002\u7ed3\u679c\u662f\u4e00\u4e2a\u5305\u542b\u76f8\u5173\u6027\u7cfb\u6570\u7684\u77e9\u9635\uff0c\u79f0\u4e3a\u5173\u7cfb\u77e9\u9635\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p>\u7406\u89e3\u76f8\u5173\u6027\u7cfb\u6570\uff1a\u76f8\u5173\u7cfb\u6570\u7684\u503c\u4ecb\u4e8e -1 \u548c 1 \u4e4b\u95f4\uff0c\u5176\u4e2d 0 \u8868\u793a\u6ca1\u6709\u7ebf\u6027\u5173\u7cfb\uff0c1 \u8868\u793a\u5b8c\u5168\u6b63\u76f8\u5173\uff0c-1 \u8868\u793a\u5b8c\u5168\u8d1f\u76f8\u5173\u3002\u901a\u8fc7\u5206\u6790\u8fd9\u4e9b\u7cfb\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u53d6\u7279\u5f81\u4e4b\u95f4\u76f8\u4e92\u4f5c\u7528\u7684\u91cd\u8981\u4fe1\u606f\u3002<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><h2>\u4e09\u3001\u7ed8\u5236\u70ed\u56fe\u53ef\u89c6\u5316\u5173\u7cfb\u77e9\u9635<\/h2>\n<\/p>\n<p><p>\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\u7684\u70ed\u56fe\u662f\u53ef\u89c6\u5316\u76f8\u5173\u6027\u7684\u5173\u952e\u6b65\u9aa4\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528 Seaborn \u7ed8\u5236\u70ed\u56fe\uff1a\u8c03\u7528 Seaborn \u7684 <code>sns.heatmap()<\/code> 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\u5982\u4f55\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\uff1f<\/strong><\/p>\n<p>\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u4e00\u9879\u91cd\u8981\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u6570\u636e\u4e2d\u7684\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u4e92\u5173\u7cfb\u3002\u8981\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u7ed8\u5236\u5173\u7cfb\u77e9\u9635\uff0c\u9996\u5148\u9700\u8981\u51c6\u5907\u5177\u6709\u76f8\u5173\u53d8\u91cf\u7684\u6570\u636e\u96c6\u3002\u7136\u540e\uff0c\u901a\u8fc7\u8ba1\u7b97\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u7cfb\u6570\u6216\u5176\u4ed6\u76f8\u5173\u6307\u6807\uff0c\u53ef\u4ee5\u6784\u5efa\u5173\u7cfb\u77e9\u9635\u3002\u63a5\u4e0b\u6765\uff0c\u53ef\u4ee5\u4f7f\u7528\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u5982Python\u4e2d\u7684matplotlib\u6216seaborn\u5e93\uff0c\u7ed8\u5236\u8be5\u77e9\u9635\u3002<\/p>\n<p><strong>2. 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