{"id":6447,"date":"2024-03-14T04:15:19","date_gmt":"2024-03-14T04:15:19","guid":{"rendered":"https:\/\/www.silicloud.com\/blog\/how-can-sentiment-analysis-and-word-frequency-analysis-be-performed-in-r-language\/"},"modified":"2025-08-02T03:44:03","modified_gmt":"2025-08-02T03:44:03","slug":"how-can-sentiment-analysis-and-word-frequency-analysis-be-performed-in-r-language","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/blog\/how-can-sentiment-analysis-and-word-frequency-analysis-be-performed-in-r-language\/","title":{"rendered":"R Sentiment Analysis Tutorial"},"content":{"rendered":"<p>In R language, conducting sentiment analysis and word frequency count often requires the use of additional packages, such as tm and sentimentr. Here is a simple example code that can be used for sentiment analysis and word frequency count:<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-comment\"># \u5b89\u88c5\u548c\u52a0\u8f7d\u5fc5\u8981\u7684\u5305<\/span>\r\ninstall.packages<span class=\"hljs-punctuation\">(<\/span><span class=\"hljs-string\">\"tm\"<\/span><span class=\"hljs-punctuation\">)<\/span>\r\ninstall.packages<span class=\"hljs-punctuation\">(<\/span><span class=\"hljs-string\">\"sentimentr\"<\/span><span class=\"hljs-punctuation\">)<\/span>\r\nlibrary<span class=\"hljs-punctuation\">(<\/span>tm<span class=\"hljs-punctuation\">)<\/span>\r\nlibrary<span class=\"hljs-punctuation\">(<\/span>sentimentr<span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4e00\u4e2a\u6587\u672c\u5411\u91cf<\/span>\r\ntext <span class=\"hljs-operator\">&lt;-<\/span> <span class=\"hljs-built_in\">c<\/span><span class=\"hljs-punctuation\">(<\/span><span class=\"hljs-string\">\"\u8fd9\u4e2a\u7535\u5f71\u975e\u5e38\u597d\u770b\uff0c\u60c5\u8282\u7d35\u7d35\u6709\u81f4\uff0c\u6f14\u5458\u8868\u73b0\u4e5f\u5f88\u51fa\u8272\u3002\"<\/span><span class=\"hljs-punctuation\">,<\/span>\r\n          <span class=\"hljs-string\">\"\u8fd9\u4e2a\u9910\u5385\u7684\u670d\u52a1\u592a\u5dee\u4e86\uff0c\u98df\u7269\u4e5f\u4e0d\u597d\u5403\u3002\"<\/span><span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4e00\u4e2a\u8bed\u6599\u5e93<\/span>\r\ncorpus <span class=\"hljs-operator\">&lt;-<\/span> VCorpus<span class=\"hljs-punctuation\">(<\/span>VectorSource<span class=\"hljs-punctuation\">(<\/span>text<span class=\"hljs-punctuation\">)<\/span><span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u8fdb\u884c\u6587\u672c\u9884\u5904\u7406<\/span>\r\ncorpus <span class=\"hljs-operator\">&lt;-<\/span> tm_map<span class=\"hljs-punctuation\">(<\/span>corpus<span class=\"hljs-punctuation\">,<\/span> content_transformer<span class=\"hljs-punctuation\">(<\/span>tolower<span class=\"hljs-punctuation\">)<\/span><span class=\"hljs-punctuation\">)<\/span>\r\ncorpus <span class=\"hljs-operator\">&lt;-<\/span> tm_map<span class=\"hljs-punctuation\">(<\/span>corpus<span class=\"hljs-punctuation\">,<\/span> removePunctuation<span class=\"hljs-punctuation\">)<\/span>\r\ncorpus <span class=\"hljs-operator\">&lt;-<\/span> tm_map<span class=\"hljs-punctuation\">(<\/span>corpus<span class=\"hljs-punctuation\">,<\/span> removeNumbers<span class=\"hljs-punctuation\">)<\/span>\r\ncorpus <span class=\"hljs-operator\">&lt;-<\/span> tm_map<span class=\"hljs-punctuation\">(<\/span>corpus<span class=\"hljs-punctuation\">,<\/span> removeWords<span class=\"hljs-punctuation\">,<\/span> stopwords<span class=\"hljs-punctuation\">(<\/span><span class=\"hljs-string\">\"en\"<\/span><span class=\"hljs-punctuation\">)<\/span><span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u8fdb\u884c\u60c5\u611f\u5206\u6790<\/span>\r\nsentiment <span class=\"hljs-operator\">&lt;-<\/span> sentiment<span class=\"hljs-punctuation\">(<\/span>corpus<span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u8f93\u51fa\u60c5\u611f\u5206\u6790\u7ed3\u679c<\/span>\r\nprint<span class=\"hljs-punctuation\">(<\/span>sentiment<span class=\"hljs-operator\">$<\/span><span class=\"hljs-built_in\">all<\/span><span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u8fdb\u884c\u8bcd\u9891\u7edf\u8ba1<\/span>\r\ntdm <span class=\"hljs-operator\">&lt;-<\/span> TermDocumentMatrix<span class=\"hljs-punctuation\">(<\/span>corpus<span class=\"hljs-punctuation\">)<\/span>\r\nfreq <span class=\"hljs-operator\">&lt;-<\/span> rowSums<span class=\"hljs-punctuation\">(<\/span>as.matrix<span class=\"hljs-punctuation\">(<\/span>tdm<span class=\"hljs-punctuation\">)<\/span><span class=\"hljs-punctuation\">)<\/span>\r\nfreq <span class=\"hljs-operator\">&lt;-<\/span> subset<span class=\"hljs-punctuation\">(<\/span>freq<span class=\"hljs-punctuation\">,<\/span> freq <span class=\"hljs-operator\">&gt;<\/span> <span class=\"hljs-number\">0<\/span><span class=\"hljs-punctuation\">)<\/span>\r\nfreq <span class=\"hljs-operator\">&lt;-<\/span> sort<span class=\"hljs-punctuation\">(<\/span>freq<span class=\"hljs-punctuation\">,<\/span> decreasing <span class=\"hljs-operator\">=<\/span> <span class=\"hljs-literal\">TRUE<\/span><span class=\"hljs-punctuation\">)<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u8f93\u51fa\u8bcd\u9891\u7edf\u8ba1\u7ed3\u679c<\/span>\r\nprint<span class=\"hljs-punctuation\">(<\/span>freq<span class=\"hljs-punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>This code initially creates a vector containing two texts, then converts it into a corpus for text preprocessing. Next, it performs sentiment analysis using the sentimentr package and outputs the results. Finally, it uses the TermDocumentMatrix function in the tm package for word frequency statistics and outputs the results.<\/p>\n<p>This code segment makes it easy to conduct sentiment analysis and word frequency statistics, allowing for further modification and expansion based on specific needs.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In R language, conducting sentiment analysis and word frequency count often requires the use of additional packages, such as tm and sentimentr. Here is a simple example code that can be used for sentiment analysis and word frequency count: # \u5b89\u88c5\u548c\u52a0\u8f7d\u5fc5\u8981\u7684\u5305 install.packages(&#8220;tm&#8221;) install.packages(&#8220;sentimentr&#8221;) library(tm) library(sentimentr) # \u521b\u5efa\u4e00\u4e2a\u6587\u672c\u5411\u91cf text &lt;- c(&#8220;\u8fd9\u4e2a\u7535\u5f71\u975e\u5e38\u597d\u770b\uff0c\u60c5\u8282\u7d35\u7d35\u6709\u81f4\uff0c\u6f14\u5458\u8868\u73b0\u4e5f\u5f88\u51fa\u8272\u3002&#8221;, &#8220;\u8fd9\u4e2a\u9910\u5385\u7684\u670d\u52a1\u592a\u5dee\u4e86\uff0c\u98df\u7269\u4e5f\u4e0d\u597d\u5403\u3002&#8221;) # \u521b\u5efa\u4e00\u4e2a\u8bed\u6599\u5e93 corpus &lt;- [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[1],"tags":[7784,7787,7785,4547,7786],"class_list":["post-6447","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-r-sentiment-analysis","tag-sentimentr-package","tag-text-mining-r","tag-tm-package","tag-word-frequency-r"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R Sentiment Analysis Tutorial - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"Learn how to perform sentiment analysis and word frequency analysis in R using packages like tm and sentimentr. 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