{"id":734187,"date":"2024-07-21T05:40:23","date_gmt":"2024-07-20T21:40:23","guid":{"rendered":""},"modified":"2024-07-21T05:40:27","modified_gmt":"2024-07-20T21:40:27","slug":"%e8%a1%a8%e6%a0%bc%e5%8f%af%e8%a7%86%e5%8c%96%e7%9c%8b%e6%9d%bf%e5%a6%82%e4%bd%95%e5%af%bc%e5%87%ba","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/734187.html","title":{"rendered":"\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5982\u4f55\u5bfc\u51fa"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27092412\/2496e7a2-89ae-4f15-9450-575144740b3f.webp\" alt=\"\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5982\u4f55\u5bfc\u51fa\" 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(.twbx)\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><p><strong>\u6b65\u9aa4\uff1a<\/strong><\/p>\n<\/p>\n<ol>\n<li>\u6253\u5f00\u9700\u8981\u5bfc\u51fa\u7684\u770b\u677f\u3002<\/li>\n<li>\u70b9\u51fb\u83dc\u5355\u680f\u4e2d\u7684\u201cFile\u201d\u3002<\/li>\n<li>\u9009\u62e9\u201cExport As Image\u201d\u6216\u201cExport As 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BI\u662f\u5fae\u8f6f\u63a8\u51fa\u7684\u5546\u4e1a\u667a\u80fd\u5de5\u5177\uff0c\u540c\u6837\u63d0\u4f9b\u4e86\u591a\u79cd\u5bfc\u51fa\u9009\u9879\uff0c\u5305\u62ecPDF\u3001\u56fe\u7247\u3001Excel\u4ee5\u53caPowerPoint\u3002<\/p>\n<\/p>\n<p><p><strong>\u6b65\u9aa4\uff1a<\/strong><\/p>\n<\/p>\n<ol>\n<li>\u6253\u5f00\u9700\u8981\u5bfc\u51fa\u7684\u62a5\u8868\u6216\u770b\u677f\u3002<\/li>\n<li>\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u201c\u6587\u4ef6\u201d\u83dc\u5355\u3002<\/li>\n<li>\u9009\u62e9\u201c\u5bfc\u51fa\u4e3aPDF\u201d\u6216\u201c\u5bfc\u51fa\u4e3aPowerPoint\u201d\u3002<\/li>\n<li>\u7b49\u5f85\u5bfc\u51fa\u5b8c\u6210\u540e\uff0c\u9009\u62e9\u4fdd\u5b58\u4f4d\u7f6e\u3002<\/li>\n<\/ol>\n<p><p><strong>\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/strong><\/p>\n<p>\u5bfc\u51fa\u4e3aPowerPoint\u683c\u5f0f\u65f6\uff0cPower BI\u4f1a\u5c06\u6bcf\u4e2a\u9875\u9762\uff08\u6216\u53ef\u89c6\u5316\uff09\u4f5c\u4e3a\u5355\u72ec\u7684\u5e7b\u706f\u7247\u5bfc\u51fa\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981\u5728\u4f1a\u8bae\u6216\u6f14\u793a\u4e2d\u5c55\u793a\u6570\u636e\u7684\u7528\u6237\u6765\u8bf4\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n<\/p>\n<p><h3>1.3\u3001Google Data Studio\u5bfc\u51fa\u65b9\u6cd5<\/h3>\n<\/p>\n<p><p>Google Data 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Scraping\u5de5\u5177\u7684\u4e00\u4e2a\u4f18\u52bf\u662f\u53ef\u4ee5\u6839\u636e\u9700\u8981\u6293\u53d6\u7279\u5b9a\u7684\u6570\u636e\u5b57\u6bb5\u548c\u683c\u5f0f\u3002\u6bd4\u5982\uff0c\u901a\u8fc7BeautifulSoup\uff0c\u53ef\u4ee5\u7f16\u5199\u5b9a\u5236\u5316\u7684Python\u811a\u672c\uff0c\u4ece\u7f51\u9875\u4e0a\u6293\u53d6\u8868\u683c\u6570\u636e\u5e76\u4fdd\u5b58\u5230Excel\u6587\u4ef6\u4e2d\u3002<\/p>\n<\/p>\n<p><h3>2.2\u3001\u4f7f\u7528API\u5bfc\u51fa\u6570\u636e<\/h3>\n<\/p>\n<p><p>\u8bb8\u591a\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u90fd\u63d0\u4f9bAPI\u63a5\u53e3\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u7f16\u7a0b\u65b9\u5f0f\u83b7\u53d6\u548c\u5bfc\u51fa\u6570\u636e\u3002\u4f8b\u5982\uff0cTableau\u63d0\u4f9b\u4e86REST API\uff0cPower BI\u63d0\u4f9b\u4e86Power BI REST API\uff0cGoogle Data Studio\u63d0\u4f9b\u4e86Community Connectors\u3002<\/p>\n<\/p>\n<p><p><strong>\u6b65\u9aa4\uff1a<\/strong><\/p>\n<\/p>\n<ol>\n<li>\u53c2\u8003\u5de5\u5177\u7684API\u6587\u6863\uff0c\u83b7\u53d6API\u8bbf\u95ee\u51ed\u8bc1\u3002<\/li>\n<li>\u7f16\u5199API\u8bf7\u6c42\u811a\u672c\uff0c\u83b7\u53d6\u76ee\u6807\u6570\u636e\u3002<\/li>\n<li>\u5c06\u83b7\u53d6\u7684\u6570\u636e\u4fdd\u5b58\u5230\u6240\u9700\u7684\u6587\u4ef6\u683c\u5f0f\uff08\u5982CSV\u3001Excel\uff09\u3002<\/li>\n<\/ol>\n<p><p><strong>\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/strong><\/p>\n<p>\u4f7f\u7528API\u5bfc\u51fa\u6570\u636e\u7684\u4e00\u4e2a\u4e3b\u8981\u4f18\u70b9\u662f\u53ef\u4ee5\u5b9e\u73b0\u81ea\u52a8\u5316\u548c\u6279\u91cf\u5bfc\u51fa\u3002\u901a\u8fc7\u7f16\u5199\u811a\u672c\uff0c\u53ef\u4ee5\u5b9a\u671f\u4ece\u53ef\u89c6\u5316\u5de5\u5177\u4e2d\u63d0\u53d6\u6700\u65b0\u7684\u6570\u636e\u5e76\u4fdd\u5b58\u5230\u672c\u5730\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981\u9891\u7e41\u66f4\u65b0\u6570\u636e\u7684\u7528\u6237\u6765\u8bf4\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/p>\n<p><h2>\u4e09\u3001\u7f16\u5199\u5b9a\u5236\u5316\u811a\u672c<\/h2>\n<\/p>\n<p><h3>3.1\u3001\u4f7f\u7528Python\u7f16\u5199\u811a\u672c<\/h3>\n<\/p>\n<p><p>Python\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u9002\u7528\u4e8e\u6570\u636e\u6293\u53d6\u3001\u5904\u7406\u548c\u5bfc\u51fa\u3002\u901a\u8fc7\u7ed3\u5408\u4f7f\u7528\u5e93\u5982Pandas\u3001Matplotlib\u3001BeautifulSoup\u7b49\uff0c\u53ef\u4ee5\u7f16\u5199\u5b9a\u5236\u5316\u811a\u672c\u6765\u5bfc\u51fa\u53ef\u89c6\u5316\u770b\u677f\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<p><p><strong>\u6b65\u9aa4\uff1a<\/strong><\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5\u6240\u9700\u7684Python\u5e93\uff08\u5982Pandas\u3001Matplotlib\u3001BeautifulSoup\uff09\u3002<\/li>\n<li>\u7f16\u5199Python\u811a\u672c\uff0c\u6293\u53d6\u548c\u5904\u7406\u6570\u636e\u3002<\/li>\n<li>\u4f7f\u7528Pandas\u5c06\u6570\u636e\u4fdd\u5b58\u5230Excel\u6216CSV\u6587\u4ef6\u4e2d\u3002<\/li>\n<\/ol>\n<p><p><strong>\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/strong><\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u811a\u672c\uff0c\u6f14\u793a\u5982\u4f55\u4f7f\u7528Pandas\u548cBeautifulSoup\u4ece\u7f51\u9875\u4e0a\u6293\u53d6\u8868\u683c\u6570\u636e\u5e76\u4fdd\u5b58\u5230Excel\u6587\u4ef6\u4e2d\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>from bs4 import BeautifulSoup<\/p>\n<p>import requests<\/p>\n<h2><strong>\u83b7\u53d6\u7f51\u9875\u5185\u5bb9<\/strong><\/h2>\n<p>url = &#039;https:\/\/example.com\/data-table&#039;<\/p>\n<p>response = requests.get(url)<\/p>\n<p>soup = BeautifulSoup(response.content, &#039;html.parser&#039;)<\/p>\n<h2><strong>\u89e3\u6790\u8868\u683c\u6570\u636e<\/strong><\/h2>\n<p>table = soup.find(&#039;table&#039;)<\/p>\n<p>df = pd.read_html(str(table))[0]<\/p>\n<h2><strong>\u4fdd\u5b58\u5230Excel\u6587\u4ef6<\/strong><\/h2>\n<p>df.to_excel(&#039;output.xlsx&#039;, index=False)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>3.2\u3001\u4f7f\u7528R\u8bed\u8a00\u7f16\u5199\u811a\u672c<\/h3>\n<\/p>\n<p><p>R\u8bed\u8a00\u540c\u6837\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u7279\u522b\u9002\u7528\u4e8e\u7edf\u8ba1\u5206\u6790\u548c\u6570\u636e\u79d1\u5b66\u3002\u901a\u8fc7\u7ed3\u5408\u4f7f\u7528\u5e93\u5982rvest\u3001tidyverse\uff0c\u53ef\u4ee5\u7f16\u5199\u5b9a\u5236\u5316\u811a\u672c\u6765\u5bfc\u51fa\u53ef\u89c6\u5316\u770b\u677f\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<p><p><strong>\u6b65\u9aa4\uff1a<\/strong><\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5\u6240\u9700\u7684R\u5e93\uff08\u5982rvest\u3001tidyverse\uff09\u3002<\/li>\n<li>\u7f16\u5199R\u811a\u672c\uff0c\u6293\u53d6\u548c\u5904\u7406\u6570\u636e\u3002<\/li>\n<li>\u4f7f\u7528write.csv\u6216write.xlsx\u5c06\u6570\u636e\u4fdd\u5b58\u5230CSV\u6216Excel\u6587\u4ef6\u4e2d\u3002<\/li>\n<\/ol>\n<p><p><strong>\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/strong><\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u811a\u672c\uff0c\u6f14\u793a\u5982\u4f55\u4f7f\u7528rvest\u548ctidyverse\u4ece\u7f51\u9875\u4e0a\u6293\u53d6\u8868\u683c\u6570\u636e\u5e76\u4fdd\u5b58\u5230CSV\u6587\u4ef6\u4e2d\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-R\">library(rvest)<\/p>\n<p>library(tidyverse)<\/p>\n<h2><strong>\u83b7\u53d6\u7f51\u9875\u5185\u5bb9<\/strong><\/h2>\n<p>url &lt;- &#039;https:\/\/example.com\/data-table&#039;<\/p>\n<p>page &lt;- read_html(url)<\/p>\n<h2><strong>\u89e3\u6790\u8868\u683c\u6570\u636e<\/strong><\/h2>\n<p>table &lt;- page %&gt;% html_table(fill = TRUE) %&gt;% .[[1]]<\/p>\n<h2><strong>\u4fdd\u5b58\u5230CSV\u6587\u4ef6<\/strong><\/h2>\n<p>write.csv(table, &#039;output.csv&#039;, row.names = FALSE)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>\u603b\u7ed3<\/h2>\n<\/p>\n<p><p>\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u7684\u5bfc\u51fa\u65b9\u6cd5\u591a\u79cd\u591a\u6837\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u5f0f\u3002<strong>\u4f7f\u7528\u5185\u7f6e\u5bfc\u51fa\u529f\u80fd<\/strong>\u662f\u6700\u7b80\u5355\u548c\u76f4\u63a5\u7684\u65b9\u5f0f\uff0c\u9002\u7528\u4e8e\u5927\u591a\u6570\u60c5\u51b5\u3002<strong>\u501f\u52a9\u7b2c\u4e09\u65b9\u5de5\u5177<\/strong>\u548c<strong>\u7f16\u5199\u5b9a\u5236\u5316\u811a\u672c<\/strong>\u5219\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\u548c\u5b9a\u5236\u5316\u9009\u9879\uff0c\u9002\u7528\u4e8e\u9700\u8981\u6293\u53d6\u7279\u5b9a\u6570\u636e\u6216\u5b9e\u73b0\u81ea\u52a8\u5316\u5bfc\u51fa\u7684\u573a\u666f\u3002\u901a\u8fc7\u6df1\u5165\u4e86\u89e3\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u7528\u6237\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u7ba1\u7406\u548c\u5206\u4eab\u6570\u636e\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u5982\u4f55\u5c06\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5bfc\u51fa\u4e3aPDF\u6587\u4ef6\uff1f<\/strong><br \/>\n\u60a8\u53ef\u4ee5\u901a\u8fc7\u70b9\u51fb\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u754c\u9762\u4e0a\u7684\u5bfc\u51fa\u6309\u94ae\uff0c\u9009\u62e9\u5bfc\u51fa\u4e3aPDF\u683c\u5f0f\u3002\u7136\u540e\uff0c\u7cfb\u7edf\u5c06\u81ea\u52a8\u5c06\u5f53\u524d\u7684\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u8f6c\u6362\u4e3aPDF\u6587\u4ef6\uff0c\u5e76\u63d0\u4f9b\u4e0b\u8f7d\u94fe\u63a5\u3002<\/p>\n<p><strong>2. \u662f\u5426\u53ef\u4ee5\u5c06\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5bfc\u51fa\u4e3aExcel\u6587\u4ef6\uff1f<\/strong><br \/>\n\u662f\u7684\uff0c\u60a8\u53ef\u4ee5\u5c06\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5bfc\u51fa\u4e3aExcel\u6587\u4ef6\u3002\u5728\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u754c\u9762\u4e0a\uff0c\u627e\u5230\u5bfc\u51fa\u6309\u94ae\uff0c\u5e76\u9009\u62e9\u5bfc\u51fa\u4e3aExcel\u683c\u5f0f\u3002\u7cfb\u7edf\u4f1a\u5c06\u5f53\u524d\u7684\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u8f6c\u6362\u4e3aExcel\u6587\u4ef6\uff0c\u4f9b\u60a8\u4e0b\u8f7d\u548c\u4f7f\u7528\u3002<\/p>\n<p><strong>3. \u6211\u53ef\u4ee5\u5c06\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5bfc\u51fa\u4e3a\u56fe\u7247\u5417\uff1f<\/strong><br \/>\n\u5f53\u7136\u53ef\u4ee5\uff01\u5728\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u754c\u9762\u4e0a\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9\u5c06\u5176\u5bfc\u51fa\u4e3a\u56fe\u7247\u3002\u70b9\u51fb\u5bfc\u51fa\u6309\u94ae\uff0c\u5e76\u9009\u62e9\u5bfc\u51fa\u4e3a\u56fe\u7247\u683c\u5f0f\uff0c\u7cfb\u7edf\u4f1a\u5c06\u5f53\u524d\u7684\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u8f6c\u6362\u4e3a\u56fe\u7247\u6587\u4ef6\uff0c\u65b9\u4fbf\u60a8\u5728\u9700\u8981\u7684\u65f6\u5019\u4f7f\u7528\u548c\u5206\u4eab\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u8868\u683c\u53ef\u89c6\u5316\u770b\u677f\u5bfc\u51fa\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528\u5185\u7f6e\u5bfc\u51fa\u529f\u80fd\u3001\u501f\u52a9\u7b2c\u4e09\u65b9\u5de5\u5177\u3001\u7f16\u5199\u5b9a\u5236\u5316\u811a\u672c\u3002 \u5176\u4e2d\uff0c\u4f7f\u7528\u5185\u7f6e\u5bfc\u51fa\u529f\u80fd\u662f\u6700\u5e38 [&hellip;]","protected":false},"author":3,"featured_media":734193,"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\/734187"}],"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\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=734187"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/734187\/revisions"}],"predecessor-version":[{"id":734197,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/734187\/revisions\/734197"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/734193"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=734187"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=734187"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=734187"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}