{"id":71330,"date":"2024-02-02T14:37:38","date_gmt":"2024-02-02T06:37:38","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=71330"},"modified":"2024-02-02T14:37:39","modified_gmt":"2024-02-02T06:37:39","slug":"%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e5%b7%a5%e5%85%b7%e7%b1%bb%e8%bd%af%e4%bb%b6%ef%bc%8c%e5%a5%bd%e7%94%a8%e7%9a%84%e6%9c%89%e5%93%aa%e4%ba%9b","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/71330.html","title":{"rendered":"\u6570\u636e\u5206\u6790\u5de5\u5177\u7c7b\u8f6f\u4ef6\uff0c\u597d\u7528\u7684\u6709\u54ea\u4e9b"},"content":{"rendered":"<p>\u6570\u636e\u5206\u6790\u5de5\u5177\u7c7b\u8f6f\u4ef6\u4f17\u591a\uff0c<strong>\u5e38\u7528\u7684\u5305\u62ec\uff1a1\u3001Excel\u30012\u3001Tableau\u30013\u3001Power BI\u30014\u3001Python\uff08Pandas\u5e93\uff09\u30015\u3001R \u8bed\u8a00<\/strong>\u3002\u5176\u4e2d<strong>Tableau<\/strong>\u5177\u5907\u5f3a\u5927\u7684\u6570\u636e\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u80fd\u591f\u5feb\u901f\u8f6c\u5316\u5927\u91cf\u6570\u636e\u4e3a\u6613\u4e8e\u7406\u89e3\u7684\u56fe\u8868\u3002<\/p>\n<h2><strong>\u4e00\u3001EXCEL\uff1a\u6570\u636e\u5206\u6790\u57fa\u7840\u5de5\u5177<\/strong><\/h2>\n<p>Excel \u662f\u6700\u521d\u7ea7\u4e5f\u662f\u6700\u666e\u904d\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u3002\u5373\u4fbf\u529f\u80fd\u6536\u9650\u4e8e\u7b80\u5355\u7684\u6570\u636e\u6574\u7406\u548c\u56fe\u8868\u5236\u4f5c\uff0c\u4f9d\u65e7\u9002\u7528\u4e8e\u5c0f\u89c4\u6a21\u6570\u636e\u5904\u7406\u3002\u5176\u516c\u5f0f\u548c\u5b8f\u7f16\u7a0b\u8bed\u8a00\u2014\u2014VBA\uff0c\u53ef\u6267\u884c\u590d\u6742\u7684\u6570\u636e\u64cd\u4f5c\u3002<\/p>\n<h2><strong>\u4e8c\u3001TABLEAU\uff1a\u76f4\u89c2\u7684\u6570\u636e\u53ef\u89c6\u5316<\/strong><\/h2>\n<p>Tableau \u8ba9\u4eba\u4eec\u4ee5\u89c6\u89c9\u5f62\u5f0f\u7406\u89e3\u6570\u636e\uff0c\u64cd\u4f5c\u65e0\u9700\u7f16\u7a0b\u77e5\u8bc6\u3002\u7528\u6237\u901a\u8fc7\u62d6\u62fd\u5373\u53ef\u521b\u5efa\u5404\u7c7b\u56fe\u8868\u548c\u4eea\u8868\u76d8\u3002\u6709\u52a9\u4e8e\u975e\u6280\u672f\u7528\u6237\u7406\u89e3\u6570\u636e\u3002<\/p>\n<h2><strong>\u4e09\u3001POWER BI\uff1a\u6574\u5408\u5fae\u8f6f\u751f\u6001<\/strong><\/h2>\n<p>\u4f5c\u4e3a\u5fae\u8f6f\u4ea7\u54c1\uff0cPower BI \u4e0e Excel\u3001Azure\u7b49\u5fae\u8f6f\u5e94\u7528\u7a0b\u5e8f\u65e0\u7f1d\u96c6\u6210\u3002\u5b83\u63d0\u4f9b\u4e86\u6570\u636e\u62bd\u53d6\u3001\u5904\u7406\u3001\u5206\u6790\u5230\u62a5\u544a\u7684\u5168\u6d41\u7a0b\u670d\u52a1\u3002<\/p>\n<h2><strong>\u56db\u3001PYTHON\uff08PANDAS\u5e93\uff09\uff1a\u7075\u6d3b\u7684\u7f16\u7a0b\u5206\u6790<\/strong><\/h2>\n<p>Python \u7684 Pandas \u5e93\u662f\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u652f\u6301\u5404\u79cd\u683c\u5f0f\u7684\u6570\u636e\u5bfc\u5165\u5bfc\u51fa\uff0c\u9002\u7528\u4e8e<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u9879\u76ee\u548c\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u3002<\/p>\n<h2><strong>\u4e94\u3001R \u8bed\u8a00\uff1a\u7edf\u8ba1\u5b66\u548c\u6570\u636e\u6316\u6398\u9996\u9009<\/strong><\/h2>\n<p>R \u8bed\u8a00\u6ce8\u91cd\u5206\u6790\u8fc7\u7a0b\u7684\u7edf\u8ba1\u5b66\u57fa\u7840\uff0c\u9002\u5408\u590d\u6742\u7684\u7edf\u8ba1\u8ba1\u7b97\u3002\u5bf9\u4e8e\u6570\u636e\u6316\u6398\u548c\u6df1\u5165\u7edf\u8ba1\u5206\u6790\u9700\u6c42\u8005\u800c\u8a00\uff0cR\u8bed\u8a00\u63d0\u4f9b\u4e86\u4e00\u4e2a\u529f\u80fd\u4e30\u5bcc\u7684\u73af\u5883\u3002<\/p>\n<p>\u7ed3\u5408\u4e0a\u8ff0\u4e94\u79cd\u5de5\u5177\uff0c\u4ece\u7b80\u5355\u5230\u590d\u6742\uff0c\u4e0d\u540c\u5de5\u5177\u9002\u5408\u4e0d\u540c\u6c34\u5e73\u7684\u6570\u636e\u5206\u6790\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u5982\u82e5\u9700\u6c42\u662f\u5bf9\u4f01\u4e1a\u9500\u552e\u6570\u636e\u8fdb\u884c\u5feb\u901f\u53ef\u89c6\u5316\u5206\u6790\uff0c\u90a3\u4e48Tableau\u4fbf\u662f\u6700\u4e3a\u5408\u9002\u7684\u5de5\u5177\uff1b\u800c\u5f53\u9762\u5bf9\u7684\u662f\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u9879\u76ee\u65f6\uff0cPython\u53ca\u5176Pandas\u5e93\u5219\u65e0\u7591\u6210\u4e3a\u66f4\u4f73\u5730\u9009\u62e9\u3002\u6bcf\u79cd\u5de5\u5177\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u52bf\u548c\u9002\u7528\u573a\u666f\uff0c\u53ea\u6709\u901a\u8fc7\u5b9e\u9645\u9700\u6c42\u6765\u6307\u5bfc\u9009\u62e9\uff0c\u624d\u80fd\u53d1\u6325\u51fa\u5de5\u5177\u7684\u6700\u5927\u4ef7\u503c\u3002<\/p>\n<p> <strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><strong>\u6709\u54ea\u4e9b\u6570\u636e\u5206\u6790\u5de5\u5177\u7c7b\u8f6f\u4ef6\u9002\u5408\u521d\u5b66\u8005\u4f7f\u7528\uff1f<\/strong><\/p>\n<p>1. Excel\uff1a\u4f5c\u4e3a\u5fae\u8f6f\u529e\u516c\u8f6f\u4ef6\u4e2d\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0cExcel\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6570\u636e\u5206\u6790\u529f\u80fd\uff0c\u5982\u56fe\u8868\u5236\u4f5c\u3001\u6570\u636e\u900f\u89c6\u8868\u4ee5\u53ca\u5185\u7f6e\u7684\u51fd\u6570\u7b49\uff0c\u975e\u5e38\u9002\u5408\u521d\u5b66\u8005\u5165\u95e8\u3002<\/p>\n<p>2. Tableau\uff1aTableau\u662f\u4e00\u6b3e\u529f\u80fd\u5f3a\u5927\u4e14\u6613\u4e8e\u4f7f\u7528\u7684\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u754c\u9762\u548c\u4e30\u5bcc\u7684\u53ef\u89c6\u5316\u56fe\u8868\u9009\u9879\uff0c\u521d\u5b66\u8005\u4e5f\u80fd\u591f\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<p>3. Google \u6570\u636e\u5de5\u5177\uff1a\u8c37\u6b4c\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u5de5\u5177\uff0c\u5982Google Sheets\u548cGoogle Data Studio\uff0c\u8fd9\u4e9b\u5de5\u5177\u90fd\u6709\u7740\u51fa\u8272\u7684\u6613\u7528\u6027\uff0c\u5e76\u4e14\u662f\u514d\u8d39\u7684\uff0c\u9002\u5408\u521d\u5b66\u8005\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002<\/p>\n<p><strong>\u6211\u60f3\u8981\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u548c\u5206\u6790\uff0c\u6709\u54ea\u4e9b\u9002\u5408\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u8f6f\u4ef6\uff1f<\/strong><\/p>\n<p>1. Apache Hadoop\uff1aHadoop \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u548c\u6570\u636e\u5904\u7406\u6846\u67b6\uff0c\u9002\u5408\u5927\u89c4\u6a21\u6570\u636e\u7684\u5904\u7406\u548c\u5206\u6790\uff0c\u80fd\u591f\u9ad8\u6548\u5730\u5904\u7406\u6d77\u91cf\u6570\u636e\u3002<\/p>\n<p>2. Apache Spark\uff1aSpark \u662f\u53e6\u4e00\u4e2a\u5f00\u6e90\u7684\u5927\u6570\u636e\u5904\u7406\u6846\u67b6\uff0c\u5b83\u63d0\u4f9b\u4e86\u5feb\u901f\u7684\u6570\u636e\u8ba1\u7b97\u80fd\u529b\u548c\u4e30\u5bcc\u7684\u6570\u636e\u5904\u7406\u51fd\u6570\uff0c\u9002\u5408\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u4efb\u52a1\u3002<\/p>\n<p>3. SAS\uff1aSAS\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u5546\u4e1a\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7edf\u8ba1\u5206\u6790\u548c\u6570\u636e\u5efa\u6a21\u529f\u80fd\uff0c\u5e76\u4e14\u80fd\u591f\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\uff0c\u9002\u5408\u4f01\u4e1a\u7ea7\u6570\u636e\u5206\u6790\u9700\u6c42\u3002<\/p>\n<p><strong>\u6211\u9700\u8981\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u5206\u6790\uff0c\u6709\u54ea\u4e9b\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5de5\u5177\u8f6f\u4ef6\u53ef\u4ee5\u4f7f\u7528\uff1f<\/strong><\/p>\n<p>1. Apache Kafka\uff1aKafka \u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u7684\u6d41\u5904\u7406\u5e73\u53f0\uff0c\u80fd\u591f\u5b9e\u65f6\u5730\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\u6d41\uff0c\u9002\u5408\u5b9e\u65f6\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u3002<\/p>\n<p>2. Apache Flink\uff1aFlink \u662f\u53e6\u4e00\u4e2a\u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u636e\u6d41\u5904\u7406\u548c\u4e8b\u4ef6\u9a71\u52a8\u7684\u7279\u6027\uff0c\u9002\u5408\u5b9e\u65f6\u6570\u636e\u5206\u6790\u548c\u5e94\u7528\u3002<\/p>\n<p>3. Amazon Kinesis\uff1a\u4e9a\u9a6c\u900a\u7684 Kinesis \u63d0\u4f9b\u4e86\u591a\u79cd\u5b9e\u65f6\u6570\u636e\u6d41\u5904\u7406\u548c\u5206\u6790\u670d\u52a1\uff0c\u5305\u62ec Kinesis Streams \u548c Kinesis Analytics\uff0c\u80fd\u591f\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u642d\u5efa\u5b9e\u65f6\u6570\u636e\u5206\u6790\u5e73\u53f0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u6570\u636e\u5206\u6790\u5de5\u5177\u7c7b\u8f6f\u4ef6\u4f17\u591a\uff0c\u5e38\u7528\u7684\u5305\u62ec\uff1a1\u3001Excel\u30012\u3001Tableau\u30013\u3001Power BI\u30014\u3001Python [&hellip;]","protected":false},"author":1,"featured_media":71332,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/71330"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=71330"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/71330\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/71332"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=71330"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=71330"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=71330"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}