{"id":179043,"date":"2026-03-25T16:24:49","date_gmt":"2026-03-25T16:24:49","guid":{"rendered":"http:\/\/ktromedia.com\/?p=179043"},"modified":"2026-03-25T16:24:49","modified_gmt":"2026-03-25T16:24:49","slug":"%e4%b8%ba%e6%82%a8%e7%9a%84%e4%b8%8b%e4%b8%80%e4%b8%aa%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e6%8f%90%e4%be%9b-7-%e4%b8%aa%e5%8f%af%e8%af%bb%e6%80%a7%e5%8a%9f%e8%83%bd","status":"publish","type":"post","link":"https:\/\/ktromedia.com\/?p=179043","title":{"rendered":"\u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63d0\u4f9b 7 \u4e2a\u53ef\u8bfb\u6027\u529f\u80fd"},"content":{"rendered":"<div id=\"\">\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4f7f\u7528 Textstat Python \u5e93\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u63d0\u53d6\u4e03\u4e2a\u6709\u7528\u7684\u53ef\u8bfb\u6027\u548c\u6587\u672c\u590d\u6742\u6027\u7279\u5f81\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>Textstat \u5982\u4f55\u91cf\u5316\u4e0b\u6e38\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u53ef\u8bfb\u6027\u548c\u6587\u672c\u590d\u6742\u6027\u3002<\/li>\n<li>\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u4e03\u4e2a\u5e38\u7528\u7684\u53ef\u8bfb\u6027\u6307\u6807\u3002<\/li>\n<li>\u5c06\u8fd9\u4e9b\u6307\u6807\u7528\u4f5c\u5206\u7c7b\u6216\u56de\u5f52\u6a21\u578b\u7684\u7279\u5f81\u65f6\u5982\u4f55\u89e3\u91ca\u8fd9\u4e9b\u6307\u6807\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u4e0d\u8981\u518d\u6d6a\u8d39\u65f6\u95f4\u4e86\u3002<\/p>\n<div style=\"width: 810px\" class=\"wp-caption aligncenter\"><\/p>\n<p class=\"wp-caption-text\">\u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63d0\u4f9b 7 \u4e2a\u53ef\u8bfb\u6027\u529f\u80fd<br \/>\u56fe\u7247\u7531\u7f16\u8f91\u63d0\u4f9b<\/p>\n<\/div>\n<h2>\u4ecb\u7ecd<\/h2>\n<p>\u4e0e\u5b8c\u5168\u7ed3\u6784\u5316\u7684\u8868\u683c\u6570\u636e\u4e0d\u540c\uff0c\u51c6\u5907 <strong>\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6587\u672c\u6570\u636e<\/strong> \u901a\u5e38\u9700\u8981\u6807\u8bb0\u5316\u3001\u5d4c\u5165\u6216\u60c5\u611f\u5206\u6790\u7b49\u4efb\u52a1\u3002\u867d\u7136\u8fd9\u4e9b\u65e0\u7591\u662f\u6709\u7528\u7684\u7279\u5f81\uff0c\u4f46\u6587\u672c\u7684\u7ed3\u6784\u590d\u6742\u6027\uff08\u6216\u5176\u53ef\u8bfb\u6027\uff09\u4e5f\u53ef\u4ee5\u4e3a\u5206\u7c7b\u6216\u56de\u5f52\u7b49\u9884\u6d4b\u4efb\u52a1\u6784\u6210\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u4fe1\u606f\u7279\u5f81\u3002<\/p>\n<p><strong><a href=\"https:\/\/github.com\/textstat\/textstat\" target=\"_blank\">\u6587\u672c\u7edf\u8ba1<\/a><\/strong>\u987e\u540d\u601d\u4e49\uff0c\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u4e14\u76f4\u89c2\u7684 Python \u5e93\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u83b7\u53d6\u7edf\u8ba1\u4fe1\u606f\u3002\u901a\u8fc7\u53ef\u8bfb\u6027\u5206\u6570\uff0c\u5b83\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u8f93\u5165\u529f\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u533a\u5206\u4f11\u95f2\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u513f\u7ae5\u7ae5\u8bdd\u6216\u54f2\u5b66\u624b\u7a3f\u7b49\u3002<\/p>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u4e03\u4e2a\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u6587\u672c\u5206\u6790\u793a\u4f8b\uff0c\u53ef\u4ee5\u4f7f\u7528 Textstat \u5e93\u8f7b\u677e\u8fdb\u884c\u8fd9\u4e9b\u793a\u4f8b\u3002<\/p>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u5df2\u5b89\u88c5 Textstat\uff1a<\/p>\n<p>\u867d\u7136\u6b64\u5904\u63cf\u8ff0\u7684\u5206\u6790\u53ef\u4ee5\u6269\u5c55\u5230\u5927\u578b\u6587\u672c\u8bed\u6599\u5e93\uff0c\u4f46\u6211\u4eec\u5c06\u4f7f\u7528\u7531\u5c11\u91cf\u6807\u8bb0\u6587\u672c\u7ec4\u6210\u7684\u73a9\u5177\u6570\u636e\u96c6\u6765\u8bf4\u660e\u5b83\u4eec\u3002\u4f46\u8bf7\u8bb0\u4f4f\uff0c\u5bf9\u4e8e\u4e0b\u6e38\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u60a8\u5c06\u9700\u8981\u8db3\u591f\u5927\u7684\u6570\u636e\u96c6\u6765\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5de647311213\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>import pandas as pd import textstat # \u521b\u5efa\u4e00\u4e2a\u5305\u542b\u4e09\u4e2a\u660e\u663e\u4e0d\u540c\u6587\u672c\u7684\u73a9\u5177\u6570\u636e\u96c6 data = { &#8216;Category&#8217;: [&#8216;Simple&#8217;, &#8216;Standard&#8217;, &#8216;Complex&#8217;]\uff0c  &#8216;\u6587\u672c&#8217;\uff1a [&#13;<br \/>\n        &#8220;The cat sat on the mat. It was a sunny day. The dog played outside.&#8221;,&#13;<br \/>\n        &#8220;Machine learning algorithms build a model based on sample data, known as training data, to make predictions.&#8221;,&#13;<br \/>\n        &#8220;The thermodynamic properties of the system dictate the spontaneous progression of the chemical reaction, contingent upon the activation energy threshold.&#8221;&#13;<br \/>\n    ]} df = pd.DataFrame(data) print(&#8220;\u73af\u5883\u8bbe\u7f6e\u5b8c\u6bd5\uff0c\u6570\u636e\u96c6\u51c6\u5907\u5c31\u7eea\uff01&#8221;)<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u8fdb\u53e3 <\/span><span class=\"crayon-e\">\u718a\u732b <\/span><span class=\"crayon-st\">\u4f5c\u4e3a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">PD<\/span><\/p>\n<p><span class=\"crayon-e\">\u8fdb\u53e3 <\/span><span class=\"crayon-i\">\u6587\u672c\u7edf\u8ba1<\/span><\/p>\n<p><span class=\"crayon-p\"># \u521b\u5efa\u4e00\u4e2a\u5305\u542b\u4e09\u4e2a\u660e\u663e\u4e0d\u540c\u6587\u672c\u7684\u73a9\u5177\u6570\u636e\u96c6<\/span><\/p>\n<p><span class=\"crayon-v\">\u6570\u636e<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">{<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-s\">&#8216;\u7c7b\u522b&#8217;<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Simple&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Standard&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Complex&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-s\">&#8216;\u6587\u672c&#8217;<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-s\">&#8220;The cat sat on the mat. It was a sunny day. The dog played outside.&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-s\">&#8220;Machine learning algorithms build a model based on sample data, known as training data, to make predictions.&#8221;<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-s\">&#8220;The thermodynamic properties of the system dictate the spontaneous progression of the chemical reaction, contingent upon the activation energy threshold.&#8221;<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-sy\">}<\/span><\/p>\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">PD<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u6570\u636e\u6846<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6570\u636e<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u73af\u5883\u8bbe\u7f6e\u548c\u6570\u636e\u96c6\u51c6\u5907\u5c31\u7eea\uff01\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>1. \u5e94\u7528 Flesch \u9605\u8bfb\u8f7b\u677e\u516c\u5f0f<\/h2>\n<p>\u6211\u4eec\u5c06\u63a2\u8ba8\u7684\u7b2c\u4e00\u4e2a\u6587\u672c\u5206\u6790\u6307\u6807\u662f Flesch Reading Ease \u516c\u5f0f\uff0c\u5b83\u662f\u6700\u65e9\u4e14\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u91cf\u5316\u6587\u672c\u53ef\u8bfb\u6027\u7684\u6307\u6807\u4e4b\u4e00\u3002\u5b83\u6839\u636e\u5e73\u5747\u53e5\u5b50\u957f\u5ea6\u548c\u6bcf\u4e2a\u5355\u8bcd\u7684\u5e73\u5747\u97f3\u8282\u6570\u6765\u8bc4\u4f30\u6587\u672c\u3002\u867d\u7136\u5b83\u5728\u6982\u5ff5\u4e0a\u610f\u5473\u7740\u53d6 0 \u2013 100 \u8303\u56f4\u5185\u7684\u503c\uff080 \u8868\u793a\u4e0d\u53ef\u8bfb\uff0c100 \u8868\u793a\u975e\u5e38\u5bb9\u6613\u9605\u8bfb\uff09\uff0c\u4f46\u5176\u516c\u5f0f\u5e76\u6ca1\u6709\u4e25\u683c\u9650\u5236\uff0c\u5982\u4e0b\u9762\u7684\u793a\u4f8b\u6240\u793a\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5e3305968179\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>df[&#8216;Flesch_Ease&#8217;] = df[&#8216;Text&#8217;].apply(textstat.flesch_reading_ease) print(&#8220;Flesch \u9605\u8bfb\u8f7b\u677e\u5206\u6570\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;Flesch_Ease&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Flesch_Ease&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u5f17\u83b1\u65bd_\u9605\u8bfb_\u8f7b\u677e<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201cFlesch \u9605\u8bfb\u8f7b\u677e\u5ea6\u5206\u6570\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Flesch_Ease&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5e9205269606\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>Flesch \u9605\u8bfb\u8f7b\u677e\u5ea6\u5206\u6570\uff1a\u7c7b\u522b Flesch_Ease 0 \u7b80\u5355 105.880000 1 \u6807\u51c6 45.262353 2 \u590d\u6742 -8.045000<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u8089 <\/span><span class=\"crayon-e\">\u9605\u8bfb <\/span><span class=\"crayon-e\">\u8212\u9002 <\/span><span class=\"crayon-v\">\u5206\u6570<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b  <\/span><span class=\"crayon-v\">\u8089<\/span><span class=\"crayon-sy\">_<\/span>\u8212\u9002<\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-i\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-cn\">105.880000<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-cn\">45.262353<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-v\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-cn\">8.045000<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u5b9e\u9645\u7684\u516c\u5f0f\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<p>  $$ 206.835 \u2013 1.015 \\left( \\frac{\\text{\u603b\u5355\u8bcd\u6570}}{\\text{\u603b\u53e5\u5b50}} \\right) \u2013 84.6 \\left( \\frac{\\text{\u603b\u97f3\u8282}}{\\text{\u603b\u5355\u8bcd\u6570}} \\right) $$\n<\/p>\n<p>\u50cf Flesch Reading Ease \u8fd9\u6837\u7684\u65e0\u754c\u516c\u5f0f\u53ef\u80fd\u4f1a\u963b\u788d\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6b63\u786e\u8bad\u7ec3\uff0c\u8fd9\u662f\u5728\u540e\u7eed\u7279\u5f81\u5de5\u7a0b\u4efb\u52a1\u4e2d\u9700\u8981\u8003\u8651\u7684\u56e0\u7d20\u3002<\/p>\n<h2>2. \u8ba1\u7b97 Flesch-Kincaid \u5e74\u7ea7<\/h2>\n<p>\u4e0e\u63d0\u4f9b\u5355\u4e00\u53ef\u8bfb\u6027\u503c\u7684\u9605\u8bfb\u8f7b\u677e\u5ea6\u5206\u6570\u4e0d\u540c\uff0cFlesch-Kincaid \u5e74\u7ea7\u4f7f\u7528\u7c7b\u4f3c\u4e8e\u7f8e\u56fd\u5b66\u6821\u5e74\u7ea7\u6c34\u5e73\u7684\u91cf\u8868\u6765\u8bc4\u4f30\u6587\u672c\u590d\u6742\u6027\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u503c\u8d8a\u9ad8\u8868\u793a\u590d\u6742\u6027\u8d8a\u9ad8\u3002\u4f46\u8bf7\u6ce8\u610f\uff1a\u8be5\u6307\u6807\u7684\u884c\u4e3a\u4e5f\u4e0e Flesch Reading Ease \u5206\u6570\u7c7b\u4f3c\uff0c\u56e0\u6b64\u6781\u5176\u7b80\u5355\u6216\u590d\u6742\u7684\u6587\u672c\u53ef\u80fd\u4f1a\u5206\u522b\u4ea7\u751f\u4f4e\u4e8e\u96f6\u6216\u4efb\u610f\u9ad8\u503c\u7684\u5206\u6570\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5ed691125601\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>df[&#8216;Flesch_Grade&#8217;] = df[&#8216;Text&#8217;].apply(textstat.flesch_kincaid_grade) print(&#8220;Flesch-Kincaid \u7b49\u7ea7\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;Flesch_Grade&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Flesch_Grade&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u8089\u4f53_kincaid_\u7b49\u7ea7<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201cFlesch-Kincaid \u5e74\u7ea7\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Flesch_Grade&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5f2112868523\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>Flesch-Kincaid \u5e74\u7ea7\uff1a\u7c7b\u522b Flesch_Grade 0 \u7b80\u5355 -0.266667 1 \u6807\u51c6 11.169412 2 \u590d\u6742 19.350000<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">\u8089<\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-e\">\u91d1\u51ef\u5fb7 <\/span><span class=\"crayon-e\">\u5e74\u7ea7 <\/span><span class=\"crayon-v\">\u7ea7\u522b<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b  <\/span><span class=\"crayon-v\">\u8089<\/span><span class=\"crayon-sy\">_<\/span>\u5e74\u7ea7<\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">     <\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-cn\">0.266667<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">     <\/span><span class=\"crayon-cn\">11.169412<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-i\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">     <\/span><span class=\"crayon-cn\">19.350000<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>3. \u8ba1\u7b97\u70df\u96fe\u6307\u6570<\/h2>\n<p>\u53e6\u4e00\u4e2a\u8d77\u6e90\u4e8e\u8bc4\u4f30\u6587\u672c\u590d\u6742\u6027\u7684\u6307\u6807\u662f SMOG \u6307\u6570\uff0c\u5b83\u4f30\u8ba1\u7406\u89e3\u6587\u672c\u6240\u9700\u7684\u6b63\u89c4\u6559\u80b2\u5e74\u9650\u3002\u8fd9\u4e2a\u516c\u5f0f\u6bd4\u5176\u4ed6\u516c\u5f0f\u66f4\u53d7\u9650\u5236\uff0c\u56e0\u4e3a\u5b83\u6709\u4e00\u4e2a\u7565\u9ad8\u4e8e 3 \u7684\u4e25\u683c\u6570\u5b66\u4e0b\u9650\u3002\u6211\u4eec\u7684\u4e09\u4e2a\u793a\u4f8b\u6587\u672c\u4e2d\u6700\u7b80\u5355\u7684\u4e00\u4e2a\u5728\u590d\u6742\u6027\u65b9\u9762\u5904\u4e8e\u8be5\u5ea6\u91cf\u7684\u7edd\u5bf9\u6700\u5c0f\u503c\u3002\u5b83\u8003\u8651\u4e86\u591a\u97f3\u8282\u8bcd\uff08\u5373\u5177\u6709\u4e09\u4e2a\u6216\u66f4\u591a\u97f3\u8282\u7684\u8bcd\uff09\u7684\u6570\u91cf\u7b49\u56e0\u7d20\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5f6223025010\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>df[&#8216;SMOG_Index&#8217;] = df[&#8216;Text&#8217;].apply(textstat.smog_index) print(&#8220;\u70df\u96fe\u6307\u6570\u5f97\u5206\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;SMOG_Index&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;SMOG_Index&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u70df\u96fe\u6307\u6570<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u70df\u96fe\u6307\u6570\u5f97\u5206\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;SMOG_Index&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5fb401618790\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>SMOG \u6307\u6570\u5206\u6570\uff1a\u7c7b\u522b SMOG_Index 0 \u7b80\u5355 3.129100 1 \u6807\u51c6 11.208143 2 \u590d\u6742 20.267339<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u70df\u96fe <\/span><span class=\"crayon-e\">\u6307\u6570 <\/span><span class=\"crayon-v\">\u5206\u6570<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b  <\/span><span class=\"crayon-v\">\u70df\u96fe<\/span><span class=\"crayon-sy\">_<\/span>\u6307\u6570<\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-i\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-cn\">3.129100<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-cn\">11.208143<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-i\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-cn\">20.267339<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>4. \u8ba1\u7b97\u55b7\u96fe\u6307\u6570<\/h2>\n<p>\u4e0e\u70df\u96fe\u6307\u6570\u4e00\u6837\uff0c\u5188\u5b81\u96fe\u6307\u6570\u4e5f\u6709\u4e25\u683c\u7684\u4e0b\u9650\uff0c\u5728\u672c\u4f8b\u4e2d\u7b49\u4e8e\u96f6\u3002\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u5b83\u91cf\u5316\u4e86\u590d\u6742\u5355\u8bcd\u7684\u767e\u5206\u6bd4\u4ee5\u53ca\u5e73\u5747\u53e5\u5b50\u957f\u5ea6\u3002\u5b83\u662f\u4e00\u79cd\u6d41\u884c\u7684\u6307\u6807\uff0c\u7528\u4e8e\u5206\u6790\u5546\u4e1a\u6587\u672c\u5e76\u786e\u4fdd\u66f4\u5e7f\u6cdb\u7684\u53d7\u4f17\u53ef\u4ee5\u8bbf\u95ee\u6280\u672f\u6216\u7279\u5b9a\u9886\u57df\u7684\u5185\u5bb9\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce5fe054727533\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>df[&#8216;Gunning_Fog&#8217;] = df[&#8216;Text&#8217;].apply(textstat.gunning_fog) print(&#8220;\u7518\u5b81\u96fe\u6307\u6570\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;Gunning_Fog&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Gunning_Fog&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u55b7\u67aa_\u96fe<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u70ae\u5b81\u96fe\u6307\u6570\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Gunning_Fog&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce603782841597\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>\u55b7\u67aa\u96fe\u6307\u6570\uff1a\u7c7b\u522b Gunning_Fog 0 \u7b80\u5355 2.000000 1 \u6807\u51c6 11.505882 2 \u590d\u6742 26.000000<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u67aa\u70ae <\/span><span class=\"crayon-e\">\u591a\u96fe\u8def\u6bb5 <\/span><span class=\"crayon-v\">\u6307\u6570<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b  <\/span><span class=\"crayon-v\">\u67aa\u70ae<\/span><span class=\"crayon-sy\">_<\/span>\u591a\u96fe\u8def\u6bb5<\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-i\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">     <\/span><span class=\"crayon-cn\">2.000000<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-cn\">11.505882<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-i\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-cn\">26.000000<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>5. \u8ba1\u7b97\u81ea\u52a8\u53ef\u8bfb\u6027\u6307\u6570<\/h2>\n<p>\u524d\u9762\u770b\u5230\u7684\u516c\u5f0f\u8003\u8651\u4e86\u5355\u8bcd\u4e2d\u7684\u97f3\u8282\u6570\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u81ea\u52a8\u53ef\u8bfb\u6027\u6307\u6570 (ARI) \u6839\u636e\u6bcf\u4e2a\u5355\u8bcd\u7684\u5b57\u7b26\u6570\u8ba1\u7b97\u5e74\u7ea7\u3002\u8fd9\u4f7f\u5f97\u5b83\u7684\u8ba1\u7b97\u901f\u5ea6\u66f4\u5feb\uff0c\u56e0\u6b64\u5728\u5904\u7406\u5927\u578b\u6587\u672c\u6570\u636e\u96c6\u6216\u5b9e\u65f6\u5206\u6790\u6d41\u6570\u636e\u65f6\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002\u5b83\u662f\u65e0\u754c\u7684\uff0c\u56e0\u6b64\u5728\u8ba1\u7b97\u5b83\u4e4b\u540e\u901a\u5e38\u5efa\u8bae\u8fdb\u884c\u7279\u5f81\u7f29\u653e\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce607182850770\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p># \u8ba1\u7b97\u81ea\u52a8\u53ef\u8bfb\u6027\u6307\u6570 df[&#8216;ARI&#8217;] = df[&#8216;Text&#8217;].apply(textstat.automated_readability_index) print(&#8220;\u81ea\u52a8\u53ef\u8bfb\u6027\u7d22\u5f15\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;ARI&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-p\"># \u8ba1\u7b97\u81ea\u52a8\u53ef\u8bfb\u6027\u6307\u6570<\/span><\/p>\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;ARI&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u81ea\u52a8\u53ef\u8bfb\u6027\u7d22\u5f15<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u81ea\u52a8\u53ef\u8bfb\u6027\u6307\u6570\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;ARI&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce60b285868510\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>\u81ea\u52a8\u53ef\u8bfb\u6027\u7d22\u5f15\uff1a\u7c7b\u522b ARI 0 \u7b80\u5355 -2.288000 1 \u6807\u51c6 12.559412 2 \u590d\u6742 20.127000<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u81ea\u52a8\u5316 <\/span><span class=\"crayon-e\">\u53ef\u8bfb\u6027 <\/span><span class=\"crayon-v\">\u6307\u6570<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b        <\/span><span class=\"crayon-i\">\u963f\u91cc<\/span><\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-cn\">2.288000<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-cn\">12.559412<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-i\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-cn\">20.127000<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>6. \u8ba1\u7b97 Dale-Chall \u53ef\u8bfb\u6027\u5206\u6570<\/h2>\n<p>\u4e0e Gunning Fog Index \u7c7b\u4f3c\uff0cDale-Chall \u53ef\u8bfb\u6027\u5206\u6570\u7684\u4e0b\u9650\u4e25\u683c\u4e3a\u96f6\uff0c\u56e0\u4e3a\u8be5\u6307\u6807\u4e5f\u4f9d\u8d56\u4e8e\u6bd4\u7387\u548c\u767e\u5206\u6bd4\u3002\u8be5\u6307\u6807\u7684\u663e\u7740\u7279\u5f81\u662f\u5176\u8bcd\u6c47\u9a71\u52a8\u7684\u65b9\u6cd5\uff0c\u56e0\u4e3a\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u662f\u6839\u636e\u9884\u5148\u6784\u5efa\u7684\u67e5\u627e\u5217\u8868\u4ea4\u53c9\u5f15\u7528\u6574\u4e2a\u6587\u672c\uff0c\u8be5\u5217\u8868\u5305\u542b\u6570\u5343\u4e2a\u56db\u5e74\u7ea7\u5b66\u751f\u719f\u6089\u7684\u5355\u8bcd\u3002\u4efb\u4f55\u672a\u5305\u542b\u5728\u8be5\u5217\u8868\u4e2d\u7684\u5355\u8bcd\u90fd\u88ab\u6807\u8bb0\u4e3a\u590d\u6742\u5355\u8bcd\u3002\u5982\u679c\u60a8\u60f3\u5206\u6790\u9762\u5411\u513f\u7ae5\u6216\u5e7f\u5927\u53d7\u4f17\u7684\u6587\u672c\uff0c\u6b64\u6307\u6807\u53ef\u80fd\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u53c2\u8003\u70b9\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce60f486804879\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>df[&#8216;Dale_Chall&#8217;] = df[&#8216;Text&#8217;].apply(textstat.dale_chall_readability_score) print(&#8220;Dale-Chall \u5206\u6570\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;Dale_Chall&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Dale_Chall&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">dale_chall_readability_score<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u6234\u5c14-\u67e5\u5c14\u5f97\u5206\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Dale_Chall&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce614568949907\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>Dale-Chall \u5206\u6570\uff1a\u7c7b\u522b Dale_Chall 0 \u7b80\u5355 4.937167 1 \u6807\u51c6 12.839112 2 \u590d\u6742 14.102500<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">\u6234\u5c14<\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-e\">\u4e22\u5931\u7684 <\/span><span class=\"crayon-v\">\u5206\u6570<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b  <\/span><span class=\"crayon-v\">\u6234\u5c14<\/span><span class=\"crayon-sy\">_<\/span>\u4e22\u5931\u7684<\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-i\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-cn\">4.937167<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-cn\">12.839112<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-i\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-cn\">14.102500<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>7. \u4f7f\u7528\u6587\u672c\u6807\u51c6\u4f5c\u4e3a\u5171\u8bc6\u6307\u6807<\/h2>\n<p>\u5982\u679c\u60a8\u4e0d\u786e\u5b9a\u4f7f\u7528\u54ea\u4e2a\u7279\u5b9a\u516c\u5f0f\u4f1a\u600e\u6837\uff1f <code>textstat<\/code> \u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u89e3\u91ca\u7684\u5171\u8bc6\u6307\u6807\uff0c\u5c06\u5176\u4e2d\u7684\u51e0\u4e2a\u6307\u6807\u7ed3\u5408\u5728\u4e00\u8d77\u3002\u901a\u8fc7 <code>text_standard()<\/code> \u51fd\u6570\uff0c\u591a\u79cd\u53ef\u8bfb\u6027\u65b9\u6cd5\u5e94\u7528\u4e8e\u6587\u672c\uff0c\u8fd4\u56de\u4e00\u81f4\u7684\u7b49\u7ea7\u6c34\u5e73\u3002\u4e0e\u5927\u591a\u6570\u6307\u6807\u4e00\u6837\uff0c\u503c\u8d8a\u9ad8\uff0c\u53ef\u8bfb\u6027\u8d8a\u4f4e\u3002\u8fd9\u662f\u5c06\u5feb\u901f\u3001\u5e73\u8861\u7684\u6458\u8981\u529f\u80fd\u5408\u5e76\u5230\u4e0b\u6e38\u5efa\u6a21\u4efb\u52a1\u4e2d\u7684\u7edd\u4f73\u9009\u62e9\u3002<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce617357115662\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>df[&#8216;Consensus_Grade&#8217;] = df[&#8216;Text&#8217;].apply(lambda x: textstat.text_standard(x, float_output=True)) print(&#8220;\u5171\u8bc6\u7b49\u7ea7\uff1a&#8221;) print(df[[&#8216;Category&#8217;, &#8216;Consensus_Grade&#8217;]]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Consensus_Grade&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Text&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u7533\u8bf7<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-i\">\u62c9\u59c6\u8fbe<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">x<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6587\u672c\u7edf\u8ba1<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u6587\u672c_\u6807\u51c6<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">x<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6d6e\u52a8\u8f93\u51fa<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">\u771f\u7684<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u5171\u8bc6\u7b49\u7ea7\uff1a\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">df<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8216;Category&#8217;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8216;Consensus_Grade&#8217;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8f93\u51fa\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-69bc0dd6ce61c678280675\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>\u5171\u8bc6\u7b49\u7ea7\uff1a\u7c7b\u522b Consensus_Grade 0 \u7b80\u5355 2.0 1 \u6807\u51c6 11.0 2 \u590d\u6742 18.0<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u5171\u8bc6 <\/span><span class=\"crayon-e\">\u5e74\u7ea7 <\/span><span class=\"crayon-v\">\u7ea7\u522b<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">   <\/span><span class=\"crayon-e\">\u7c7b\u522b  <\/span><span class=\"crayon-v\">\u5171\u8bc6<\/span><span class=\"crayon-sy\">_<\/span>\u5e74\u7ea7<\/p>\n<p><span class=\"crayon-cn\">0<\/span><span class=\"crayon-h\">    <\/span><span class=\"crayon-i\">\u7b80\u5355\u7684<\/span><span class=\"crayon-h\">              <\/span><span class=\"crayon-cn\">2.0<\/span><\/p>\n<p><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-i\">\u6807\u51c6<\/span><span class=\"crayon-h\">             <\/span><span class=\"crayon-cn\">11.0<\/span><\/p>\n<p><span class=\"crayon-cn\">2<\/span><span class=\"crayon-h\">   <\/span><span class=\"crayon-i\">\u590d\u6742\u7684<\/span><span class=\"crayon-h\">             <\/span><span class=\"crayon-cn\">18.0<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u6211\u4eec\u4f7f\u7528 Python \u5e93 Textstat \u63a2\u7d22\u4e86\u4e03\u4e2a\u7528\u4e8e\u5206\u6790\u6587\u672c\u53ef\u8bfb\u6027\u6216\u590d\u6742\u6027\u7684\u6307\u6807\u3002\u867d\u7136\u5927\u591a\u6570\u8fd9\u4e9b\u65b9\u6cd5\u7684\u884c\u4e3a\u6709\u4e9b\u76f8\u4f3c\uff0c\u4f46\u4e86\u89e3\u5b83\u4eec\u7684\u7ec6\u5fae\u5dee\u522b\u7279\u5f81\u548c\u72ec\u7279\u884c\u4e3a\u662f\u4e3a\u60a8\u7684\u5206\u6790\u6216\u540e\u7eed\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u7528\u4f8b\u9009\u62e9\u6b63\u786e\u65b9\u6cd5\u7684\u5173\u952e\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4f7f\u7528 Textstat Python \u5e93\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u63d0\u53d6\u4e03\u4e2a\u6709\u7528\u7684\u53ef\u8bfb\u6027\u548c\u6587\u672c\u590d\u6742\u6027\u7279\u5f81\u3002 \u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a Textstat \u5982\u4f55\u91cf\u5316\u4e0b\u6e38\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u53ef\u8bfb\u6027\u548c\u6587\u672c\u590d\u6742\u6027\u3002 \u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u4e03\u4e2a\u5e38\u7528\u7684\u53ef\u8bfb\u6027\u6307\u6807\u3002 \u5c06\u8fd9\u4e9b\u6307\u6807\u7528\u4f5c\u5206\u7c7b\u6216\u56de\u5f52\u6a21\u578b\u7684\u7279\u5f81\u65f6\u5982\u4f55\u89e3\u91ca\u8fd9\u4e9b\u6307\u6807\u3002 \u6211\u4eec\u4e0d\u8981\u518d\u6d6a\u8d39\u65f6\u95f4\u4e86\u3002 \u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63d0\u4f9b 7 \u4e2a\u53ef\u8bfb\u6027\u529f\u80fd\u56fe\u7247\u7531\u7f16\u8f91\u63d0\u4f9b \u4ecb\u7ecd \u4e0e\u5b8c\u5168\u7ed3\u6784\u5316\u7684\u8868\u683c\u6570\u636e\u4e0d\u540c\uff0c\u51c6\u5907 \u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6587\u672c\u6570\u636e \u901a\u5e38\u9700\u8981\u6807\u8bb0\u5316\u3001\u5d4c\u5165\u6216\u60c5\u611f\u5206\u6790\u7b49\u4efb\u52a1\u3002\u867d\u7136\u8fd9\u4e9b\u65e0\u7591\u662f\u6709\u7528\u7684\u7279\u5f81\uff0c\u4f46\u6587\u672c\u7684\u7ed3\u6784\u590d\u6742\u6027\uff08\u6216\u5176\u53ef\u8bfb\u6027\uff09\u4e5f\u53ef\u4ee5\u4e3a\u5206\u7c7b\u6216\u56de\u5f52\u7b49\u9884\u6d4b\u4efb\u52a1\u6784\u6210\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u4fe1\u606f\u7279\u5f81\u3002 \u6587\u672c\u7edf\u8ba1\u987e\u540d\u601d\u4e49\uff0c\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u4e14\u76f4\u89c2\u7684 Python \u5e93\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u83b7\u53d6\u7edf\u8ba1\u4fe1\u606f\u3002\u901a\u8fc7\u53ef\u8bfb\u6027\u5206\u6570\uff0c\u5b83\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u8f93\u5165\u529f\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u533a\u5206\u4f11\u95f2\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u513f\u7ae5\u7ae5\u8bdd\u6216\u54f2\u5b66\u624b\u7a3f\u7b49\u3002 \u672c\u6587\u4ecb\u7ecd\u4e86\u4e03\u4e2a\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u6587\u672c\u5206\u6790\u793a\u4f8b\uff0c\u53ef\u4ee5\u4f7f\u7528 Textstat \u5e93\u8f7b\u677e\u8fdb\u884c\u8fd9\u4e9b\u793a\u4f8b\u3002 \u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u5df2\u5b89\u88c5 Textstat\uff1a \u867d\u7136\u6b64\u5904\u63cf\u8ff0\u7684\u5206\u6790\u53ef\u4ee5\u6269\u5c55\u5230\u5927\u578b\u6587\u672c\u8bed\u6599\u5e93\uff0c\u4f46\u6211\u4eec\u5c06\u4f7f\u7528\u7531\u5c11\u91cf\u6807\u8bb0\u6587\u672c\u7ec4\u6210\u7684\u73a9\u5177\u6570\u636e\u96c6\u6765\u8bf4\u660e\u5b83\u4eec\u3002\u4f46\u8bf7\u8bb0\u4f4f\uff0c\u5bf9\u4e8e\u4e0b\u6e38\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u60a8\u5c06\u9700\u8981\u8db3\u591f\u5927\u7684\u6570\u636e\u96c6\u6765\u8fdb\u884c\u8bad\u7ec3\u3002 import pandas as pd import textstat # \u521b\u5efa\u4e00\u4e2a\u5305\u542b\u4e09\u4e2a\u660e\u663e\u4e0d\u540c\u6587\u672c\u7684\u73a9\u5177\u6570\u636e\u96c6 data = { &#8216;Category&#8217;: [&#8216;Simple&#8217;, &#8216;Standard&#8217;, &#8216;Complex&#8217;]\uff0c &#8216;\u6587\u672c&#8217;\uff1a [&#13; &#8220;The cat sat on the mat. It was a sunny<\/p>\n","protected":false},"author":1,"featured_media":179044,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42],"tags":[],"class_list":{"0":"post-179043","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63d0\u4f9b 7 \u4e2a\u53ef\u8bfb\u6027\u529f\u80fd - Ktromedia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ktromedia.com\/?p=179043\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63d0\u4f9b 7 \u4e2a\u53ef\u8bfb\u6027\u529f\u80fd - Ktromedia\" \/>\n<meta property=\"og:description\" content=\"\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4f7f\u7528 Textstat Python \u5e93\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u63d0\u53d6\u4e03\u4e2a\u6709\u7528\u7684\u53ef\u8bfb\u6027\u548c\u6587\u672c\u590d\u6742\u6027\u7279\u5f81\u3002 \u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a Textstat \u5982\u4f55\u91cf\u5316\u4e0b\u6e38\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u53ef\u8bfb\u6027\u548c\u6587\u672c\u590d\u6742\u6027\u3002 \u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u4e03\u4e2a\u5e38\u7528\u7684\u53ef\u8bfb\u6027\u6307\u6807\u3002 \u5c06\u8fd9\u4e9b\u6307\u6807\u7528\u4f5c\u5206\u7c7b\u6216\u56de\u5f52\u6a21\u578b\u7684\u7279\u5f81\u65f6\u5982\u4f55\u89e3\u91ca\u8fd9\u4e9b\u6307\u6807\u3002 \u6211\u4eec\u4e0d\u8981\u518d\u6d6a\u8d39\u65f6\u95f4\u4e86\u3002 \u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63d0\u4f9b 7 \u4e2a\u53ef\u8bfb\u6027\u529f\u80fd\u56fe\u7247\u7531\u7f16\u8f91\u63d0\u4f9b \u4ecb\u7ecd \u4e0e\u5b8c\u5168\u7ed3\u6784\u5316\u7684\u8868\u683c\u6570\u636e\u4e0d\u540c\uff0c\u51c6\u5907 \u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6587\u672c\u6570\u636e \u901a\u5e38\u9700\u8981\u6807\u8bb0\u5316\u3001\u5d4c\u5165\u6216\u60c5\u611f\u5206\u6790\u7b49\u4efb\u52a1\u3002\u867d\u7136\u8fd9\u4e9b\u65e0\u7591\u662f\u6709\u7528\u7684\u7279\u5f81\uff0c\u4f46\u6587\u672c\u7684\u7ed3\u6784\u590d\u6742\u6027\uff08\u6216\u5176\u53ef\u8bfb\u6027\uff09\u4e5f\u53ef\u4ee5\u4e3a\u5206\u7c7b\u6216\u56de\u5f52\u7b49\u9884\u6d4b\u4efb\u52a1\u6784\u6210\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u4fe1\u606f\u7279\u5f81\u3002 \u6587\u672c\u7edf\u8ba1\u987e\u540d\u601d\u4e49\uff0c\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u4e14\u76f4\u89c2\u7684 Python \u5e93\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u83b7\u53d6\u7edf\u8ba1\u4fe1\u606f\u3002\u901a\u8fc7\u53ef\u8bfb\u6027\u5206\u6570\uff0c\u5b83\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u8f93\u5165\u529f\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u533a\u5206\u4f11\u95f2\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u513f\u7ae5\u7ae5\u8bdd\u6216\u54f2\u5b66\u624b\u7a3f\u7b49\u3002 \u672c\u6587\u4ecb\u7ecd\u4e86\u4e03\u4e2a\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u6587\u672c\u5206\u6790\u793a\u4f8b\uff0c\u53ef\u4ee5\u4f7f\u7528 Textstat \u5e93\u8f7b\u677e\u8fdb\u884c\u8fd9\u4e9b\u793a\u4f8b\u3002 \u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u5df2\u5b89\u88c5 Textstat\uff1a \u867d\u7136\u6b64\u5904\u63cf\u8ff0\u7684\u5206\u6790\u53ef\u4ee5\u6269\u5c55\u5230\u5927\u578b\u6587\u672c\u8bed\u6599\u5e93\uff0c\u4f46\u6211\u4eec\u5c06\u4f7f\u7528\u7531\u5c11\u91cf\u6807\u8bb0\u6587\u672c\u7ec4\u6210\u7684\u73a9\u5177\u6570\u636e\u96c6\u6765\u8bf4\u660e\u5b83\u4eec\u3002\u4f46\u8bf7\u8bb0\u4f4f\uff0c\u5bf9\u4e8e\u4e0b\u6e38\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u60a8\u5c06\u9700\u8981\u8db3\u591f\u5927\u7684\u6570\u636e\u96c6\u6765\u8fdb\u884c\u8bad\u7ec3\u3002 import pandas as pd import textstat # \u521b\u5efa\u4e00\u4e2a\u5305\u542b\u4e09\u4e2a\u660e\u663e\u4e0d\u540c\u6587\u672c\u7684\u73a9\u5177\u6570\u636e\u96c6 data = { &#8216;Category&#8217;: [&#8216;Simple&#8217;, &#8216;Standard&#8217;, &#8216;Complex&#8217;]\uff0c &#8216;\u6587\u672c&#8217;\uff1a [&#013; &#8220;The cat sat on the mat. 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