{"id":170558,"date":"2023-09-11T01:24:58","date_gmt":"2023-09-11T00:24:58","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=170558"},"modified":"2023-10-30T20:03:09","modified_gmt":"2023-10-30T19:03:09","slug":"text-mining-what-you-didnt-know","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/text-mining-what-you-didnt-know","title":{"rendered":"Text Mining: What you didn&#8217;t know"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"170558\" class=\"elementor elementor-170558\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1bd421a e-con-full e-flex e-con\" data-id=\"1bd421a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1862a7 elementor-widget elementor-widget-heading\" data-id=\"b1862a7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Text mining involves using Machine Learning to analyse text. Find out everything you need to know: definition, how it works, techniques, benefits, use cases, etc.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-29bd054 e-flex e-con-boxed e-con\" data-id=\"29bd054\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0a862c0 e-con-full e-flex e-con\" data-id=\"0a862c0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c308eb elementor-widget elementor-widget-text-editor\" data-id=\"3c308eb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Modern companies have a wealth of data on their customers or their industry.<strong> New digital technologies<\/strong> such as social networks, e-commerce, or mobile applications for smartphones provide access to a vast amount of information.<\/p><p>By analyzing this data, it is possible to discover untapped opportunities or urgent problems to solve. However, some types of data are more challenging to exploit than others.<\/p><p>Data from<strong> social networks or other websites consist primarily of texts:<\/strong> comments on posts, product reviews, complaints on community forums&#8230;<\/p><p>However, texts are part of what is called &#8220;unstructured data.&#8221; This information cannot be properly processed by traditional data analysis software and tools. Therefore, relying on &#8220;Text Mining&#8221; is necessary.<\/p><p>Text Mining, or text analysis, involves transforming unstructured text into structured data for subsequent analysis. This practice relies on &#8220;<a href=\"https:\/\/datascientest.com\/en\/nlp-training-become-an-nlp-pro-and-master-the-art-of-natural-language-processing\">Natural Language Processing&#8221; (NLP)<\/a> technology, enabling machines to understand and process human language automatically.<\/p><p><a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-definition\">Artificial intelligence is now capable of automatically classifying texts by sentiment,<\/a> subject, or intention. For example, a Text Mining algorithm can review product comments to determine if they are mainly positive, neutral, or negative. It is also possible to identify the most frequently used keywords.<\/p><p>As a result, companies can analyze large and complex datasets in a simple, fast, and efficient manner. This discipline also reduces time wasted on manual and repetitive tasks.<\/p><p>Teams save time and can focus on more critical tasks that require human intervention. Company leaders, on the other hand, can rely on data to make better decisions.<\/p><p>\u00a0<\/p><p>\ud83d\udca1Also interesting for you:<\/p><table dir=\"ltr\" border=\"1\" cellspacing=\"0\" cellpadding=\"0\"><colgroup><col width=\"656\" \/><\/colgroup><tbody><tr><td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Image Processing&quot;}\" data-sheets-hyperlink=\"https:\/\/datascientest.com\/en\/image-processing-fundamental-principles-and-practical-uses\"><a class=\"in-cell-link\" href=\"https:\/\/datascientest.com\/en\/image-processing-fundamental-principles-and-practical-uses\" target=\"_blank\" rel=\"noopener\">Image Processing<\/a><\/td><\/tr><tr><td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Deep Learning - All you need to know&quot;}\" data-sheets-hyperlink=\"https:\/\/datascientest.com\/en\/all-about-deep-learning\"><a class=\"in-cell-link\" href=\"https:\/\/datascientest.com\/en\/all-about-deep-learning\" target=\"_blank\" rel=\"noopener\">Deep Learning &#8211; All you need to know<\/a><\/td><\/tr><tr><td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Mushroom Recognition&quot;}\" data-sheets-hyperlink=\"https:\/\/datascientest.com\/en\/mushroom-recognition\"><a class=\"in-cell-link\" href=\"https:\/\/datascientest.com\/en\/mushroom-recognition\" target=\"_blank\" rel=\"noopener\">Mushroom Recognition<\/a><\/td><\/tr><tr><td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Tensor Flow - Google's ML&quot;}\" data-sheets-hyperlink=\"https:\/\/datascientest.com\/en\/tensor-flow-all-about-googles-machine-learning-framework\"><a class=\"in-cell-link\" href=\"https:\/\/datascientest.com\/en\/tensor-flow-all-about-googles-machine-learning-framework\" target=\"_blank\" rel=\"noopener\">Tensor Flow &#8211; Google&#8217;s ML<\/a><\/td><\/tr><tr><td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Dive into ML&quot;}\" data-sheets-hyperlink=\"https:\/\/datascientest.com\/en\/unlock-your-future-dive-into-machine-learning-engineer-training\"><a class=\"in-cell-link\" href=\"https:\/\/datascientest.com\/en\/unlock-your-future-dive-into-machine-learning-engineer-training\" target=\"_blank\" rel=\"noopener\">Dive into ML<\/a><\/td><\/tr><tr><td data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Data Poisoning&quot;}\" data-sheets-hyperlink=\"https:\/\/datascientest.com\/en\/data-poisoning-a-threat-to-machine-learning-models\"><a class=\"in-cell-link\" href=\"https:\/\/datascientest.com\/en\/data-poisoning-a-threat-to-machine-learning-models\" target=\"_blank\" rel=\"noopener\">Data Poisoning<\/a><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01a304e e-flex e-con-boxed e-con\" data-id=\"01a304e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2762fda e-con-full e-flex e-con\" data-id=\"2762fda\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe2f209 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"fe2f209\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/machine-learning-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Become a Machine Learning Engineer<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3750b3b e-flex e-con-boxed e-con\" data-id=\"3750b3b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1ddaebef e-con-full e-flex e-con\" data-id=\"1ddaebef\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a1866ce elementor-widget elementor-widget-video\" data-id=\"6a1866ce\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/I3cjbB38Z4A&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b09765a e-flex e-con-boxed e-con\" data-id=\"b09765a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ef833e9 e-con-full e-flex e-con\" data-id=\"ef833e9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d920167 elementor-widget elementor-widget-heading\" data-id=\"d920167\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How does text mining work?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2ef684a e-flex e-con-boxed e-con\" data-id=\"2ef684a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4da1c22 e-con-full e-flex e-con\" data-id=\"4da1c22\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-66079c9 elementor-widget elementor-widget-text-editor\" data-id=\"66079c9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Text Mining is based on Machine Learning, a subset of artificial intelligence that encompasses various techniques and tools that enable computers to learn to perform tasks autonomously.<\/p><p><a href=\"https:\/\/datascientest.com\/en\/survival-analysis-beyond-machine-learning\">Machine Learning models are trained using data to make accurate predictions.<\/a> Text Mining automates text analysis using Machine Learning. To achieve this, algorithms are trained using text as example data.<\/p><p>The first step is data collection, which can come from internal sources like chat interactions, emails, surveys, or company databases. External sources such as social media, review websites, or news articles can also provide data.<\/p><p><a href=\"https:\/\/datascientest.com\/en\/nlp-training-become-an-nlp-pro-and-master-the-art-of-natural-language-processing\">Next, the data needs to be prepared using various Natural Language Processing techniques.<\/a> This &#8220;data preprocessing&#8221; aims to clean and transform the data into a usable format.<\/p><p>This is a crucial aspect of Natural Language Processing, involving various techniques such as language identification, tokenization, part-of-speech tagging, chunking, and syntax analysis. These methods aim to format the data for analysis.<\/p><p>After completing this text preprocessing, the data is ready for analysis. Different Text Mining algorithms are then used to extract information from the data.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-495ef1b e-flex e-con-boxed e-con\" data-id=\"495ef1b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-01bc690 e-con-full e-flex e-con\" data-id=\"01bc690\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9bf84d elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"c9bf84d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/machine-learning-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn more about Text Mining<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dcb1c95 e-flex e-con-boxed e-con\" data-id=\"dcb1c95\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c9eb2cd e-con-full e-flex e-con\" data-id=\"c9eb2cd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3bdf672 elementor-widget elementor-widget-heading\" data-id=\"3bdf672\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Analytical techniques<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49aa1d0 e-flex e-con-boxed e-con\" data-id=\"49aa1d0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-491bb03 e-con-full e-flex e-con\" data-id=\"491bb03\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-723a1b6 elementor-widget elementor-widget-text-editor\" data-id=\"723a1b6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The &#8220;word frequency&#8221; technique involves identifying the most recurring terms or concepts in a dataset. This can be very useful, especially for <strong>analyzing customer reviews or social media conversations.<\/strong><\/p><p>For example, if terms like &#8220;too expensive&#8221; or &#8220;overpriced&#8221; frequently appear, the analysis may suggest that the product is indeed too expensive, and adjustments to the price may be necessary if possible.<\/p><p>The collocation method, on the other hand, involves identifying sequences of words that frequently appear close to each other. Some words often appear together, forming bigrams or trigrams, which are combinations of two to three words. By identifying these collocations, it&#8217;s possible to better understand the semantic structure of a text and obtain more reliable Text Mining results.<\/p><p>The concordance method is used to<strong> recognize the context<\/strong> in which a set of words appears in a text. This technique helps avoid ambiguity and understand the meaning of a term in a specific context.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-721920d e-flex e-con-boxed e-con\" data-id=\"721920d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-553b66e e-con-full e-flex e-con\" data-id=\"553b66e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1aaa538 elementor-widget elementor-widget-heading\" data-id=\"1aaa538\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Information retrieval<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-490f8ec e-con-full e-flex e-con\" data-id=\"490f8ec\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d18589 elementor-widget elementor-widget-text-editor\" data-id=\"5d18589\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Information retrieval, or IR, is the process of finding relevant information from a predefined set of queries or phrases. This approach is often used in library catalog systems or web search engines.<\/p><p><strong>IR systems use various algorithms to track user behaviors<\/strong> and identify relevant data. Tokenization involves breaking down a long text into sentences or words called &#8220;tokens.&#8221; These tokens are then used in models for text clustering or tasks related to document association.<\/p><p>Stemming, on the other hand, involves separating word prefixes and suffixes to derive the root word and its meaning. This technique helps reduce the size of index files.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bacac8 e-flex e-con-boxed e-con\" data-id=\"0bacac8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0855a8e e-con-full e-flex e-con\" data-id=\"0855a8e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad4d163 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"ad4d163\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02b4202 e-flex e-con-boxed e-con\" data-id=\"02b4202\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9881d74 e-con-full e-flex e-con\" data-id=\"9881d74\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b61408a elementor-widget elementor-widget-heading\" data-id=\"b61408a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Text classification<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ac04d4 e-con-full e-flex e-con\" data-id=\"8ac04d4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e857ee elementor-widget elementor-widget-text-editor\" data-id=\"6e857ee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>There are also more advanced methods of Text Mining. Text classification involves assigning labels to unstructured text data. It is an essential and crucial step in <strong>Natural Language Processing (NLP).<\/strong><\/p><p><a href=\"https:\/\/datascientest.com\/en\/large-language-models-llm-everything-you-need-to-know\">Text classification helps organize and structure complex text<\/a> to extract relevant data. Thanks to this technique, businesses can analyze various types of textual information to gain valuable insights.<\/p><p>There are different forms of text classification. Topic Analysis is used to understand the main themes or topics in a text. It is one of the primary ways to organize textual data.<\/p><p><strong>Sentiment analysis<\/strong> involves analyzing the emotions conveyed in a text. This helps to better understand customer opinions, for example, by reviewing product reviews and classifying them as positive, negative, or neutral.<\/p><p>Language detection is used to classify text based on the language it is written in. For example, it can be used to sort customer service inquiries and direct them to an agent who speaks the <strong>appropriate language, saving valuable time.<\/strong><\/p><p>Lastly, intent detection automatically recognizes the intentions behind a text. For example, analyzing various responses to a marketing email can determine which recipients are interested in a product.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-346ceb1 e-flex e-con-boxed e-con\" data-id=\"346ceb1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-77cce5f e-con-full e-flex e-con\" data-id=\"77cce5f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b94cee9 elementor-widget elementor-widget-heading\" data-id=\"b94cee9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Information extraction<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2641e3f e-flex e-con-boxed e-con\" data-id=\"2641e3f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0d81400 e-con-full e-flex e-con\" data-id=\"0d81400\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3244613 elementor-widget elementor-widget-text-editor\" data-id=\"3244613\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Text extraction is another Text Mining technique that aims to extract specific data from a text, such as keywords, proper names, addresses, or emails. This helps avoid manual data sorting and saves time.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d468e02 e-con-full e-flex e-con\" data-id=\"d468e02\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4863cc6 elementor-widget elementor-widget-text-editor\" data-id=\"4863cc6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>You can select the features that contribute the most to the results of a predictive analysis model, extract features to improve the accuracy of a classification task, or detect and categorize specific entities in a text.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c1c025 e-flex e-con-boxed e-con\" data-id=\"2c1c025\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-df14752 e-con-full e-flex e-con\" data-id=\"df14752\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc1bb2a elementor-widget elementor-widget-text-editor\" data-id=\"dc1bb2a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Of course, it&#8217;s possible to combine text extraction and text classification, or other Text Mining methods, in the same analysis.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed5db18 e-flex e-con-boxed e-con\" data-id=\"ed5db18\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1098c20f e-con-full e-flex e-con\" data-id=\"1098c20f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f4b971e elementor-widget elementor-widget-video\" data-id=\"7f4b971e\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/E0p5p90onDA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01ad1de e-flex e-con-boxed e-con\" data-id=\"01ad1de\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b700f30 e-con-full e-flex e-con\" data-id=\"b700f30\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-446857f elementor-widget elementor-widget-heading\" data-id=\"446857f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Text mining vs. text analytics: what's the difference?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d6935e5 e-flex e-con-boxed e-con\" data-id=\"d6935e5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2a6d4ae e-con-full e-flex e-con\" data-id=\"2a6d4ae\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71101d4 elementor-widget elementor-widget-text-editor\" data-id=\"71101d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Text Mining is often confused with Text Analytics.<\/strong> In reality, they are two slightly different concepts.<\/p><p>Both aim to automatically analyze texts but rely on different techniques. Text Mining identifies relevant information in a text, while Text Analytics aims to discover trends across large datasets.<\/p><p>One provides qualitative analyses, while the other provides quantitative analyses. Typically, Text Analytics is used to create tables, diagrams, graphs, or other visual reports.<\/p><p>Text Mining combines statistics, linguistics, and Machine Learning to predict results automatically from past experiences. On the other hand, Text Analytics involves creating data visualizations based on the results of Text Mining analyses. It is, of course, possible to combine these two approaches.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fdf7d3 e-flex e-con-boxed e-con\" data-id=\"6fdf7d3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4829ced e-con-full e-flex e-con\" data-id=\"4829ced\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0c407da elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"0c407da\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Data Science Kurs<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52ae2ba e-flex e-con-boxed e-con\" data-id=\"52ae2ba\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a5e22dd e-con-full e-flex e-con\" data-id=\"a5e22dd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e0d0192 elementor-widget elementor-widget-heading\" data-id=\"e0d0192\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">The benefits of text mining<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bf4c35 e-flex e-con-boxed e-con\" data-id=\"0bf4c35\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-57ef787 e-con-full e-flex e-con\" data-id=\"57ef787\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5d3d8a elementor-widget elementor-widget-text-editor\" data-id=\"a5d3d8a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Text Mining<\/strong> has numerous advantages, especially in an era where companies and individuals generate massive volumes of data every day. In fact, nearly 80% of text data is unstructured, making it impossible to analyze without Text Mining.<\/p><p>For instance, emails, social media posts, chat conversations, customer service inquiries, surveys, and more are challenging to manually sort through. Text analysis allows for the processing of large volumes of data within seconds, increasing productivity. These analyses can be conducted in real-time, enabling immediate intervention in case of any issues detected.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-30817e0 e-flex e-con-boxed e-con\" data-id=\"30817e0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-25c1802 e-con-full e-flex e-con\" data-id=\"25c1802\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4388415 elementor-widget elementor-widget-heading\" data-id=\"4388415\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How can Text Mining be used?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63e42fb e-flex e-con-boxed e-con\" data-id=\"63e42fb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-bf99e5d e-con-full e-flex e-con\" data-id=\"bf99e5d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f4ba031 elementor-widget elementor-widget-text-editor\" data-id=\"f4ba031\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Text Mining<\/strong> can be used in numerous ways by businesses. The applications of this technology are limitless and extend to all industries.<\/p><p>It enables the automation of text analysis, whether it&#8217;s for marketing, product development, sales, or customer service. Teams can gain efficiency and productivity by focusing on more critical tasks.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b24f925 e-flex e-con-boxed e-con\" data-id=\"b24f925\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f4d1366 e-con-full e-flex e-con\" data-id=\"f4d1366\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f203a7a elementor-widget elementor-widget-heading\" data-id=\"f203a7a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Customer service<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2b026f5 e-con-full e-flex e-con\" data-id=\"2b026f5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e002d2 elementor-widget elementor-widget-text-editor\" data-id=\"3e002d2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the field of Customer Service, for example, it&#8217;s possible to automatically sort customer inquiries. Text Mining automatically identifies the subjects, intent, complexity, and language of inquiries to organize them. Agents can then focus on providing assistance to customers.<\/p><p>If one inquiry is more critical or urgent than another, it can be <strong>automatically prioritized and addressed first.<\/strong> Additionally, text analysis also allows for measuring the effectiveness of customer service and user satisfaction.<\/p><p>Text Mining is also very useful for analyzing customer feedback and reviews about the brand and its products. This helps in understanding their opinions, expectations, and the quality of their experience with your company.<\/p><p>Product reviews, social media comments, survey responses can all be analyzed. This way, you can rely on data to make informed decisions and improve weaknesses.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ae6301 e-flex e-con-boxed e-con\" data-id=\"3ae6301\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-cf69e06 e-con-full e-flex e-con\" data-id=\"cf69e06\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-154c279 elementor-widget elementor-widget-heading\" data-id=\"154c279\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Risk management<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5ef07c6 e-flex e-con-boxed e-con\" data-id=\"5ef07c6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d04bcb6 e-con-full e-flex e-con\" data-id=\"d04bcb6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d96c611 elementor-widget elementor-widget-text-editor\" data-id=\"d96c611\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Text Mining is used in the field of risk management. It can be used to gather information about industry trends or financial markets by monitoring changes in sentiment or extracting information from analysis reports and whitepapers.<\/p><p>This can be particularly useful within banking institutions. The data allows for a more confident approach to investments in various sectors. Many banks are now adopting this approach.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0775144 e-flex e-con-boxed e-con\" data-id=\"0775144\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1be28aa e-con-full e-flex e-con\" data-id=\"1be28aa\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8bef3b elementor-widget elementor-widget-heading\" data-id=\"d8bef3b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Health<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-487389d e-flex e-con-boxed e-con\" data-id=\"487389d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b2928ce e-con-full e-flex e-con\" data-id=\"b2928ce\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f978cb elementor-widget elementor-widget-text-editor\" data-id=\"8f978cb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the field of healthcare, Text Mining techniques are increasingly used by researchers. Information clustering, for example, allows extracting information from medical books in an automated way.<\/p><p>This saves time and cost, making it a valuable resource for the field of medicine and healthcare.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1a5703 e-flex e-con-boxed e-con\" data-id=\"f1a5703\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c330004 e-con-full e-flex e-con\" data-id=\"c330004\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5102581 elementor-widget elementor-widget-heading\" data-id=\"5102581\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Cybersecurity<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95fa3d3 e-flex e-con-boxed e-con\" data-id=\"95fa3d3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-09e8f37 e-con-full e-flex e-con\" data-id=\"09e8f37\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c74e43d elementor-widget elementor-widget-text-editor\" data-id=\"c74e43d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Text analysis can also be particularly useful for cybersecurity. For example, it is possible to automatically detect and filter spam in email inboxes.<\/p><p>In this way, hackers can no longer use the spam method to hack computer systems. The risks of cyberattacks are drastically reduced, and the user experience is also improved.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ab4e02 e-flex e-con-boxed e-con\" data-id=\"7ab4e02\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-20e9ad42 e-con-full e-flex e-con\" data-id=\"20e9ad42\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-32b8c1e8 elementor-widget elementor-widget-video\" data-id=\"32b8c1e8\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/SRBVRe_RMcM&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-debe80b e-con-full e-flex e-con\" data-id=\"debe80b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b63c983 elementor-widget elementor-widget-heading\" data-id=\"b63c983\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How can I learn about text mining?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3bf2c74 e-flex e-con-boxed e-con\" data-id=\"3bf2c74\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b7acff4 e-con-full e-flex e-con\" data-id=\"b7acff4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53f6527 elementor-widget elementor-widget-text-editor\" data-id=\"53f6527\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Textual data<\/strong> is becoming increasingly abundant, and text analysis is essential for data-driven companies in all sectors. To learn how to master Text Mining and its intricacies, you can turn to DataScientest&#8217;s training programs.<\/p><p>This discipline is part of our<a href=\"https:\/\/datascientest.com\/en\/data-analyst-course\"> Data Analyst and Data Scientis course<\/a>. These two courses will prepare you for careers as data analysts and data scientists, where Text Mining plays a central role.<\/p><p>All our training programs feature an innovative &#8220;Blended Learning&#8221; approach, combining in-person and online learning. You&#8217;ll benefit from the flexibility of online learning while staying engaged through in-person masterclasses.<\/p><p>These programs can be completed in just a few weeks as an intensive BootCamp format or over a few months as part of Continuing Education, allowing you to balance your studies with personal or professional commitments.<\/p><p>Upon completing these programs, learners receive a diploma certified by the University of Sorbonne. 90% of our learners find employment after completing the program. Don&#8217;t wait any longer; discover our training programs today.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb32daf e-flex e-con-boxed e-con\" data-id=\"bb32daf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f86bca5 e-con-full e-flex e-con\" data-id=\"f86bca5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86144f4 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"86144f4\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Start your Data Science Training<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-860cf66 e-flex e-con-boxed e-con\" data-id=\"860cf66\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3194925 e-con-full e-flex e-con\" data-id=\"3194925\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab97160 elementor-widget elementor-widget-text-editor\" data-id=\"ab97160\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>You know all about Text Mining. Discover our complete article about <a href=\"https:\/\/datascientest.com\/en\/ai-watermarking-all-you-need-to-know\">AI Watermarking<\/a>\u00a0 and <a href=\"https:\/\/datascientest.com\/en\/convolutional-neural-network-everything-you-need-to-know\">Convolutional Neural Networks.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ad7637c e-flex e-con-boxed e-con\" data-id=\"ad7637c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-88b681a elementor-widget elementor-widget-html\" data-id=\"88b681a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"How does Text Mining work?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Text mining is based on Machine Learning: a sub-category of artificial intelligence, encompassing numerous techniques and various tools enabling computers to learn to perform tasks autonomously. Machine Learning models are trained on data to make accurate predictions. Text mining involves automating text analysis using Machine Learning. To achieve this, the algorithms are trained using texts as example data.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"Text mining methods and techniques\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"The \"word frequency\" technique consists of identifying the most recurrent terms or concepts in a data set. This can be very useful, particularly for analysing customer reviews or conversations on social networks. For example, if terms such as \"too expensive\" or \"overpriced\" recur frequently, the analysis may suggest that the product is too expensive. It is therefore necessary to adjust the price as far as possible.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"Text Mining vs Text Analytics: what's the difference?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Text mining is often confused with text analytics. In reality, they are two slightly different concepts. Both aim to automatically analyse texts, but are based on different techniques. Text mining identifies relevant information in a text, while Text Analytics aims to discover patterns across large datasets.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"How can Text Mining be used?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Text mining can be used in many ways by companies. The applications of this technology are limitless, and extend to all industries. It can be used to automate text analysis, whether for marketing, product development, sales or customer service. Teams can therefore become more efficient and productive by focusing on more important tasks.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"How can I learn about Text Mining?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Text data is becoming more and more abundant, and text analysis is becoming essential for data-driven companies in all sectors. To learn how to master text mining and its subtleties, you can turn to DataScientest training courses. Text mining is part of our Data Analyst and Data Scientist programmes. These two courses will train you to become an analyst and a data scientist respectively, for which text mining plays a central role.\n    }\n  }]\n}\n<\/script\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Text mining involves using Machine Learning to analyse text. Find out everything you need to know: definition, how it works, techniques, benefits, use cases, etc. Modern companies have a wealth of data on their customers or their industry. New digital technologies such as social networks, e-commerce, or mobile applications for smartphones provide access to a [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":170560,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Text Mining: What you didn&#039;t know<\/title>\n<meta name=\"description\" content=\"Whether you&#039;re a data scientist, analyst, or just curious, learn how Text Mining can transform unstructured text into actionable information.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/text-mining-what-you-didnt-know\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Text Mining: What you didn&#039;t know\" \/>\n<meta property=\"og:description\" content=\"Text mining involves using Machine Learning to analyse text. 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