{"id":423,"date":"2022-09-18T09:47:59","date_gmt":"2022-09-18T01:47:59","guid":{"rendered":"https:\/\/aweiseoer.com\/?p=423"},"modified":"2022-10-23T14:29:30","modified_gmt":"2022-10-23T06:29:30","slug":"python-nltk-for-english-word-analyse","status":"publish","type":"post","link":"https:\/\/aweiseoer.com\/python-nltk-for-english-word-analyse\/","title":{"rendered":"\u5982\u4f55\u7528Python\u505a\u82f1\u6587\u5355\u8bcd\u8bcd\u6027\u5206\u6790\uff08nltk\u5e93\uff09"},"content":{"rendered":"<div class=\"wp-block-post-date\"><time datetime=\"2022-09-18T09:47:59+08:00\">2022-09-18<\/time><\/div>\n\n\n<p>\u6700\u8fd1\u5728\u5b66\u4e60\u66fe\u8001\u5e08\u7684\u300a\u9002\u5408\u8fd0\u8425\u63a8\u5e7f\u7684Python\u6280\u80fd\u8bfe\u300b\uff0c\u4ee5\u524d\u603b\u5c1d\u8bd5\u7740\u5b66\u4e60Python\uff0c\u4f46\u603b\u662f\u56e0\u4e3a\u65e0\u6cd5\u843d\u5730\u5230\u5b9e\u8df5\u4e2d\u800c\u4e0d\u4e86\u4e86\u4e4b\uff0c\u800c\u8fd9\u6b21\u8bfe\u7a0b\u7684\u5b66\u4e60\u9664\u4e86\u57fa\u7840\u77e5\u8bc6\u5c31\u662f\u5e94\u7528\u6848\u4f8b\uff0c\u5f88\u5177\u6709\u5b9e\u64cd\u6027\uff0c\u4e5f\u8ba9\u6211\u5bf9\u6280\u672f\u7ed3\u5408\u5de5\u4f5c\u6709\u4e86\u65b0\u7684\u8ba4\u77e5\u3002<\/p>\n\n\n\n<p>\u521a\u597d\u8fd9\u4e24\u5929\u5728\u7814\u7a76\u7ad9\u70b9\u7d20\u6750\u7684\u6807\u9898\u6807\u7b7e\u7684\u751f\u6210\uff0c\u505a\u7ade\u54c1\u6807\u9898\u7684\u8bcd\u9891\u548c\u8bcd\u6027\u5206\u6790\u662f\u4e0d\u53ef\u5c11\u7684\uff0c\u800c\u8fd9\u4e24\u8005\u90fd\u53ef\u4ee5\u501f\u52a9Python\u5b8c\u6210\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u82f1\u6587\u53e5\u5b50\u7684\u5206\u8bcd<\/h2>\n\n\n\n<p>\u6279\u91cf\u83b7\u53d6\u7ade\u54c1\u7d20\u6750\u7684\u6807\u9898\u662f\u901a\u8fc7screaming frog\u5b8c\u6210\u7684\uff0c\u8fd9\u4e0d\u662f\u672c\u6587\u8ba8\u8bba\u7684\u91cd\u70b9\uff0c\u4e5f\u5c31\u4e0d\u8d58\u8ff0\u4e86\u3002<\/p>\n\n\n\n<p>\u5f97\u5230\u6807\u9898\u540e\u53ef\u4ee5\u901a\u8fc7\u5de5\u5177\uff1a<a href=\"https:\/\/wordart.com\/create\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">wordart<\/a> \u83b7\u53d6\u82f1\u6587\u5355\u8bcd\u7684\u8bcd\u9891\uff0c\u4f7f\u7528\u5de5\u5177\u7684\u597d\u5904\u662f\u5b83\u6709\u4e00\u4e2a\u4e13\u4e1a\u7684\u8fc7\u6ee4\u8bcd\u5e93\uff0c\u53ef\u4ee5\u8fc7\u6ee4\u6389\u7edd\u5927\u591a\u6570\u65e0\u610f\u4e49\u7684\u8bcd\uff0c\u4f46\u574f\u5904\u662f\u53ea\u80fd\u83b7\u53d6\u524d1000\u4e2a\u5355\u8bcd\u7684\u8bcd\u9891\uff0c\u5982\u679c\u6570\u636e\u91cf\u7279\u522b\u5927\uff0c\u90a3\u4e48\u4f7f\u7528\u5de5\u5177\u5c31\u4e0d\u592a\u5408\u9002\u4e86\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u6574\u5408\u7f51\u4e0a\u7684\u4ee3\u7801\uff0c\u6211\u505a\u7684\u5de5\u5177\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code class=\"prettyprint\" >#\u5f15\u5165pandas\u5e93\r\nimport pandas as pd\r\n\r\n#\u8bfb\u53d6\u8fc7\u6ee4\u8bcd\u5e93\r\nwith open(&#039;excludes.txt&#039;,&#039;r&#039;,encoding=&#039;utf-8&#039;) as file:\r\n\texcludes_list = file.read().split(&#039;\\n&#039;)\r\n\r\n#\u6e05\u6d17\u82f1\u6587\u6587\u672c\r\ndef getText():\r\n    txt = open(&quot;music.txt&quot;,encoding=&#039;utf-8&#039;).read()\r\n    txt = txt.lower()\r\n    for i in &#039;!&quot;\u201c\u201d#$%&amp;()*+,-.\/:;&lt;=&gt;?@&#091;\\]^_\u2018{|}~&#039;:\r\n        txt = txt.replace(i, &quot; &quot;)\r\n    return txt\r\n\r\n#\u7edf\u8ba1\u8bcd\u9891\r\nEngTxt = getText()\r\nwords = EngTxt.split()\r\ncounts = {}\r\nfor word in words:\r\n\tif word in excludes_list:\r\n\t\tcontinue\r\n\telse:\r\n\t\tcounts&#091;word] = counts.get(word, 0) + 1\r\nitems = list(counts.items())\r\nitems.sort(key=lambda x: x&#091;1], reverse=True)\r\nfor i in range(150):\r\n    word, count = items&#091;i]\r\n    print(&quot;{0:&lt;10}{1:&gt;5}&quot;.format(word, count))\r\n\r\n#\u5b58\u50a8\u5230csv\u6587\u4ef6\r\npd.DataFrame(items).to_csv(&quot;test.csv&quot;)<\/code><\/pre>\n\n\n\n<p>\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u9700\u8981\u6269\u5145\u8fc7\u6ee4\u8bcd\u5e93\uff0c\u5f97\u5230\u66f4\u7cbe\u51c6\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u82f1\u6587\u5355\u8bcd\u7684\u8bcd\u6027\u5206\u6790<\/h2>\n\n\n\n<p>\u4f5c\u4e3aPython\u521d\u5b66\u8005\uff0c\u6700\u597d\u7684\u8001\u5e08\u5c31\u662f\u767e\u5ea6\u6216\u8c37\u6b4c\uff0c\u641c\u7d22\u5f97\u77e5\u5206\u6790\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e00\u822c\u90fd\u4f7f\u7528nltk\u5e93\uff0c\u800c\u8bcd\u6027\u7684\u5206\u6790\u53ef\u4ee5\u901a\u8fc7pos_tags\u83b7\u53d6\u3002\u6700\u7ec8\u6211\u7684\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code class=\"prettyprint\" >#\u5f15\u5165nltk\u5e93\nimport nltk,csv\nimport pandas as pd\n\n#\u6253\u5f00\u5173\u952e\u8bcd\u5217\u8868\nwith open(&#039;keyword.txt&#039;,&#039;r&#039;,encoding=&#039;utf-8&#039;) as file:\n     list = file.read().split(&#039;\\n&#039;)\n\n#\u5c06\u5173\u952e\u8bcd\u5217\u8868\u8f6c\u5316\u4e3a\u5b57\u7b26\u4e32\nlist1=&#039;&#039;\nfor i in list:\n    list1=list1+str(i)\n    list1+=&#039; &#039;\n\n#\u5c06\u5173\u952e\u8bcd\u8f6c\u4e3a\u5c0f\u5199\nlist1 = list1.lower()\n\n#\u8bcd\u6027\u533a\u5206\ntokens = nltk.word_tokenize(list1)\npos_tags = nltk.pos_tag(tokens)\n# print(pos_tags)\n\n#\u5b58\u50a8\u5230csv\u6587\u4ef6\uff08\u5143\u7ec4\uff09\npd.DataFrame(pos_tags).to_csv(&quot;test.csv&quot;)<\/code><\/pre>\n\n\n\n<p>\u8fd9\u91cc\u9047\u5230\u4e86\u51e0\u4e2a\u95ee\u9898\uff0c\u82b1\u8d39\u4e86\u4e0d\u5c11\u65f6\u95f4\u89e3\u51b3\u3002<\/p>\n\n\n\n<p><strong>1\u3001nltk\u5e93\u7684\u5f15\u5165<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\u662fnltk\u5e93\u7684\u5f15\u5165\uff0c\u5e76\u4e0d\u662f\u5728cmd\u8f93\u5165pip install nltk\u5c31\u80fd\u89e3\u51b3\uff0c\u60f3\u8981\u5b8c\u6574\u5730\u5b89\u88c5nltk\uff0c\u9700\u8981\u901a\u8fc7\u4ee5\u4e0b\u4ee3\u7801\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code class=\"prettyprint\" >import nltk\nnltk.download()<\/code><\/pre>\n\n\n\n<p>\u53ef\u4ee5\u901a\u8fc7\u4e0a\u8ff0\u4ee3\u7801\u6253\u5f00python\u8fdb\u884c\u4e0b\u8f7d\u5b89\u88c5\uff0c\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4e0b\u8f7d\u9700\u8981\u6253\u5f00\u79d1\u5b66\u4e0a\u7f51\uff0c\u5e76\u4e14\u5b89\u88c5\u5728C\u76d8\uff0c\u4e0d\u7136\u4f60\u53ef\u80fd\u5b89\u88c5\u4e86\u4e00\u665a\u4e0a\u90fd\u4e0d\u6210\u529f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/nltk-download-1-1024x587.jpg\" alt=\"\" class=\"wp-image-427\" srcset=\"https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/nltk-download-1-1024x587.jpg 1024w, https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/nltk-download-1-300x172.jpg 300w, https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/nltk-download-1-768x440.jpg 768w, https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/nltk-download-1-1536x881.jpg 1536w, https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/nltk-download-1.jpg 1674w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>2\u3001\u5217\u8868\u4e0e\u5b57\u7b26\u4e32\u7684\u8f6c\u6362<\/strong><\/p>\n\n\n\n<p>\u56e0\u4e3a\u6211\u662f\u6284\u522b\u4eba\u7684\u4ee3\u7801\uff0c\u539f\u4ee3\u7801\u662f\u7b80\u5355\u5206\u6790\u4e00\u53e5\u8bdd\uff0c\u4e5f\u5c31\u662f\u5b57\u7b26\u4e32\uff0c\u4f46\u6211\u9700\u8981\u7684\u662f\u5206\u6790\u4e00\u4e2a\u5355\u8bcd\u5217\u8868\uff0c\u9700\u8981\u5148\u5c06\u5217\u8868\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\u624d\u80fd\u7ee7\u7eed\u8fdb\u884c\u3002<\/p>\n\n\n\n<p><strong>3\u3001\u5355\u8bcd\u7684\u8fc7\u6ee4<\/strong><\/p>\n\n\n\n<p>\u5355\u8bcd\u7684\u7279\u6b8a\u7b26\u53f7\u3001\u5927\u5c0f\u5199\u90fd\u4f1a\u5f71\u54cd\u8bcd\u6027\u5224\u65ad\uff0c\u7531\u4e8e\u6211\u662f\u4f7f\u7528\u5de5\u5177\u5f97\u5230\u7684\u5355\u8bcd\u5217\u8868\uff0c\u9996\u5b57\u6bcd\u90fd\u4e3a\u5927\u5199\uff0c\u6240\u4ee5\u51fa\u6765\u7684\u8bcd\u6027\u90fd\u662f\u4e13\u6709\u540d\u8bcd\uff0c\u8fd9\u8ba9\u6211\u4e00\u5ea6\u6000\u7591\u8fd9\u4e2a\u5e93\u6709\u95ee\u9898\uff08\u6709\u95ee\u9898\u7684\u53ea\u53ef\u80fd\u662f\u6211\uff09\uff0c\u540e\u6765\u5148\u5206\u6790\u4e86\u4e00\u90e8\u5206\u5355\u8bcd\uff0c\u624d\u77e5\u9053\u662f\u5927\u5c0f\u5199\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p><strong>4\u3001\u5355\u8bcd\u3001\u8bcd\u6027\u6570\u636e\u7684\u5b58\u50a8<\/strong><\/p>\n\n\n\n<p>\u867d\u7136\u6211\u5f97\u5230\u4e86\u6570\u636e\uff0c\u4f46\u8fd9\u4e2a\u6570\u636e\u5e76\u4e0d\u662f\u4e00\u5217\u4e00\u5217\u7684\uff0c\u4e0d\u591f\u6e05\u6670\u660e\u4e86\uff0c\u65b9\u4fbf\u4f7f\u7528\uff0c\u6240\u4ee5\u4fdd\u5b58\u4e5f\u662f\u4e00\u4e2a\u95ee\u9898\u3002\u6211\u5148print\u4e86pos_tags\uff0c\u53d1\u73b0\u90fd\u662f\u7531\u5143\u7ec4\u6784\u6210\uff0c\u6240\u4ee5\u767e\u5ea6\u641c\u7d22\u5143\u7ec4\u6570\u636e\u7684csv\u5b58\u50a8\uff0c\u6700\u7ec8\u77e5\u9053\u4e86\u901a\u8fc7pandas\u5e93\u505a\u6570\u636e\u5904\u7406\uff0c\u53ea\u9700\u8981\u4e00\u884c\u4ee3\u7801\u5c31\u53ef\u4ee5\u628a\u5143\u7ec4\u6570\u636e\u5b58\u50a8\u4e0b\u6765\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u7ed3\u679c\uff1a<\/p>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/result.jpg\" alt=\"\" class=\"wp-image-428\" width=\"262\" height=\"388\" srcset=\"https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/result.jpg 524w, https:\/\/aweiseoer.com\/wp-content\/uploads\/2022\/09\/result-203x300.jpg 203w\" sizes=\"(max-width: 262px) 100vw, 262px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u6ce8\uff1a\u8fc7\u6ee4\u8bcd\u5e93\u3001\u82f1\u6587\u8bcd\u6027\u8868<\/h2>\n\n\n\n<p>\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u90fd\u6bd4\u8f83\u957f\uff0c\u6240\u4ee5\u6211\u653e\u5728\u77f3\u58a8\u6587\u6863\u91cc\uff0c\u6709\u5174\u8da3\u7684\u53ef\u4ee5\u770b\u770b\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/shimo.im\/sheets\/2wAlXmRZovfVKEAP\/Rje0r\" target=\"_blank\" rel=\"noreferrer noopener 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