{"id":244,"date":"2024-11-28T05:47:43","date_gmt":"2024-11-28T05:47:43","guid":{"rendered":"https:\/\/test.office365.mn\/?page_id=244"},"modified":"2025-06-04T07:01:26","modified_gmt":"2025-06-04T07:01:26","slug":"data-analysis-l-with-r-language","status":"publish","type":"page","link":"https:\/\/empasoft.mn\/index.php\/data-analysis-l-with-r-language\/","title":{"rendered":"Data Analysis \u2013 l \/with R language\/"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"244\" class=\"elementor elementor-244\">\n\t\t\t\t<div class=\"elementor-element elementor-element-127ebfae e-flex e-con-boxed e-con e-parent\" data-id=\"127ebfae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-11fb236 e-con-full e-flex e-con e-child\" data-id=\"11fb236\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5913ce7 e-con-full e-flex e-con e-child\" data-id=\"5913ce7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7de053 elementor-widget elementor-widget-heading\" data-id=\"d7de053\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Analyst with R<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2e3749 elementor-widget elementor-widget-text-editor\" data-id=\"c2e3749\" data-element_type=\"widget\" data-e-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\t\t<p>Data analyst \u0433\u044d\u0436 \u044e\u0443 \u0432\u044d?<\/p><p>Data Analyst \u0431\u0443\u044e\u0443 \u04e8\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u043d \u0448\u0438\u043d\u0436\u044d\u044d\u0447 \u0433\u044d\u0434\u044d\u0433 \u043d\u044c \u0431\u0430\u0439\u0433\u0443\u0443\u043b\u043b\u0430\u0433\u044b\u043d \u0446\u0443\u0433\u043b\u0443\u0443\u043b\u0441\u0430\u043d \u04e9\u0433\u04e9\u0433\u0434\u04e9\u043b \u0434\u044d\u044d\u0440 \u0434\u04af\u043d \u0448\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0445\u0438\u0439\u0436, \u0431\u0438\u0437\u043d\u0435\u0441\u0438\u0439\u043d \u0448\u0438\u0439\u0434\u0432\u044d\u0440 \u0433\u0430\u0440\u0433\u0430\u0445\u0430\u0434 \u0442\u0443\u0441\u043b\u0430\u0445 \u0443\u0442\u0433\u0430 \u0431\u04af\u0445\u0438\u0439 \u043c\u044d\u0434\u044d\u044d\u043b\u044d\u043b \u0433\u0430\u0440\u0433\u0430\u0436 \u0438\u0440\u0434\u044d\u0433 \u043c\u044d\u0440\u0433\u044d\u0436\u0438\u043b\u0442\u044d\u043d \u044e\u043c.<\/p><p>\u0422\u043e\u0432\u0447\u0445\u043e\u043d\u0434\u043e\u043e, \u04e9\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u0433 \u043e\u0439\u043b\u0433\u043e\u043c\u0436\u0442\u043e\u0439 \u0431\u043e\u043b\u0433\u043e\u0434\u043e\u0433 \u0445\u04af\u043d \u0433\u044d\u0436 \u0445\u044d\u043b\u0436 \u0431\u043e\u043b\u043d\u043e.<\/p><p>Data Analyst-\u0438\u0439\u043d \u04af\u043d\u0434\u0441\u044d\u043d \u04af\u04af\u0440\u044d\u0433<\/p><p>1. \u04e8\u0433\u04e9\u0433\u0434\u04e9\u043b \u0446\u0443\u0433\u043b\u0443\u0443\u043b\u0430\u0445 \u0431\u0430 \u0446\u044d\u0432\u044d\u0440\u043b\u044d\u0445<\/p><p>2. \u0428\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0445\u0438\u0439\u0445<\/p><p>3. \u0422\u0430\u0439\u043b\u0430\u043d, \u0434\u04af\u0433\u043d\u044d\u043b\u0442 \u0431\u043e\u043b\u043e\u0432\u0441\u0440\u0443\u0443\u043b\u0430\u0445<\/p><p>4. \u0417\u04e9\u0432\u043b\u04e9\u043c\u0436 \u0433\u0430\u0440\u0433\u0430\u0445<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba60a35 e-con-full e-flex e-con e-child\" data-id=\"ba60a35\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c11cb57 elementor-widget elementor-widget-button\" data-id=\"c11cb57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#training-info\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0421\u0443\u0440\u0433\u0430\u043b\u0442\u044b\u043d \u043c\u044d\u0434\u044d\u044d\u043b\u044d\u043b<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c147d37 elementor-widget elementor-widget-button\" data-id=\"c147d37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#pros\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0414\u0430\u0432\u0443\u0443 \u0442\u0430\u043b<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69b5fcd elementor-widget elementor-widget-button\" data-id=\"69b5fcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#sign-up\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0441\u0443\u0440\u0433\u0430\u043b\u0442\u0430\u043d\u0434 \u0431\u04af\u0440\u0442\u0433\u04af\u04af\u043b\u044d\u0445<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\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-1792d77 e-con-full e-flex e-con e-child\" data-id=\"1792d77\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-038416f elementor-widget elementor-widget-n-accordion\" data-id=\"038416f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3680\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-3680\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u0421\u0443\u0440\u0433\u0430\u043b\u0442\u044b\u043d \u0430\u0433\u0443\u0443\u043b\u0433\u0430 <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-caret-square-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M322.9 304H125.1c-10.7 0-16.1-13-8.5-20.5l98.9-98.3c4.7-4.7 12.2-4.7 16.9 0l98.9 98.3c7.7 7.5 2.3 20.5-8.4 20.5zM448 80v352c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V80c0-26.5 21.5-48 48-48h352c26.5 0 48 21.5 48 48zm-48 346V86c0-3.3-2.7-6-6-6H54c-3.3 0-6 2.7-6 6v340c0 3.3 2.7 6 6 6h340c3.3 0 6-2.7 6-6z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-caret-square-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M125.1 208h197.8c10.7 0 16.1 13 8.5 20.5l-98.9 98.3c-4.7 4.7-12.2 4.7-16.9 0l-98.9-98.3c-7.7-7.5-2.3-20.5 8.4-20.5zM448 80v352c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V80c0-26.5 21.5-48 48-48h352c26.5 0 48 21.5 48 48zm-48 346V86c0-3.3-2.7-6-6-6H54c-3.3 0-6 2.7-6 6v340c0 3.3 2.7 6 6 6h340c3.3 0 6-2.7 6-6z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3680\" class=\"elementor-element elementor-element-01d7442 e-con-full e-flex e-con e-child\" data-id=\"01d7442\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3680\" class=\"elementor-element elementor-element-6d9b08d e-flex e-con-boxed e-con e-child\" data-id=\"6d9b08d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed943d0 elementor-widget elementor-widget-text-editor\" data-id=\"ed943d0\" data-element_type=\"widget\" data-e-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\t\t<ol><li><p>1. Data Analysis 101<\/p><p>\u00b7 \u04e8\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u043d \u0448\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0433\u044d\u0436 \u044e\u0443 \u0432\u044d?<\/p><p>\u00b7 \u0414\u0430\u0442\u0430 \u0430\u043d\u0430\u043b\u0438\u0441\u0442\u0443\u0443\u0434 \u044e\u0443 \u0445\u0438\u0439\u0434\u044d\u0433 \u0432\u044d?<\/p><\/li><li><p>2. R \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u0447\u043b\u0430\u043b\u044b\u043d \u04af\u043d\u0434\u044d\u0441<\/p><p>\u00b7 RStudio \u043e\u0440\u0447\u0438\u043d\u0442\u043e\u0439 \u0442\u0430\u043d\u0438\u043b\u0446\u0430\u0445<\/p><p>\u00b7 \u04ae\u043d\u0434\u0441\u044d\u043d \u04e9\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u043d \u0442\u04e9\u0440\u043b\u04af\u04af\u0434, \u0444\u0443\u043d\u043a\u0446\u0443\u0443\u0434<\/p><p>\u00b7 Vector, Data Frame, List \u0433\u044d\u0445 \u043c\u044d\u0442 \u0431\u04af\u0442\u044d\u0446\u0442\u044d\u0439 \u0430\u0436\u0438\u043b\u043b\u0430\u0445<\/p><p>3. \u04e8\u0433\u04e9\u0433\u0434\u04e9\u043b \u0446\u044d\u0432\u044d\u0440\u043b\u044d\u0445 \u0431\u0430 \u0431\u043e\u043b\u043e\u0432\u0441\u0440\u0443\u0443\u043b\u0430\u0445<\/p><p>\u00b7 Raw \u0434\u0430\u0442\u0430-\u0433 \u043e\u0439\u043b\u0433\u043e\u0445<\/p><p>\u00b7 \u0410\u043b\u0434\u0430\u0430 \u0437\u0430\u0441\u0430\u0445, NA \u0443\u0442\u0433\u0430\u0442\u0430\u0439 \u0430\u0436\u0438\u043b\u043b\u0430\u0445<\/p><p>\u00b7 Dplyr, Tidyr \u0437\u044d\u0440\u044d\u0433 \u043f\u0430\u043a\u0435\u0442\u0443\u0443\u0434\u044b\u043d \u0445\u044d\u0440\u044d\u0433\u043b\u044d\u044d<\/p><p>4. Exploratory Data Analysis (EDA)<\/p><p>\u00b7 \u0422\u043e\u043e\u043d \u0431\u0430 \u0447\u0430\u043d\u0430\u0440\u044b\u043d \u04e9\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u0433 \u0448\u0438\u043d\u0436\u043b\u044d\u0445<\/p><p>\u00b7 \u0428\u0443\u0433\u0430\u043c\u0430\u043d \u0431\u0430 \u0445\u0430\u043c\u0430\u0430\u0440\u0430\u043b\u0442\u0430\u0439 \u0445\u0430\u0440\u044c\u0446\u0443\u0443\u043b\u0430\u043b\u0442<\/p><p>\u00b7 Summary \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a \u0433\u0430\u0440\u0433\u0430\u0445<\/p><p>5. Data Visualization<\/p><p>\u00b7 ggplot2 \u0430\u0448\u0438\u0433\u043b\u0430\u043d \u0433\u0440\u0430\u0444\u0438\u043a \u0437\u0443\u0440\u0430\u0445<\/p><p>\u00b7 Boxplot, Histogram, Scatterplot \u0437\u044d\u0440\u044d\u0433 \u0433\u0440\u0430\u0444\u0438\u043a\u0443\u0443\u0434<\/p><p>\u00b7 \u0414\u04af\u0440\u0441\u043b\u044d\u043b\u0438\u0439\u0433 \u0443\u043d\u0448\u0438\u0445, \u0434\u04af\u0433\u043d\u044d\u043b\u0442 \u0445\u0438\u0439\u0445 \u0430\u0440\u0433\u0430\u0447\u043b\u0430\u043b<\/p><p>6. Reproducible Research<\/p><p>\u00b7 R Markdown \u0430\u0448\u0438\u0433\u043b\u0430\u043d \u0442\u0430\u0439\u043b\u0430\u043d \u0431\u043e\u043b\u043e\u0432\u0441\u0440\u0443\u0443\u043b\u0430\u0445<\/p><p>\u00b7 \u041a\u043e\u0434 \u0431\u043e\u043b\u043e\u043d \u04af\u0440 \u0434\u04af\u043d\u0433 \u043d\u044d\u0433 \u0434\u043e\u0440 \u0442\u0430\u0439\u043b\u0430\u0433\u043d\u0430\u0445<\/p><p>\u00b7 \u0428\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d\u043d\u0438\u0439 \u04af\u0440 \u0434\u04af\u043d\u0433 \u043e\u0439\u043b\u0433\u043e\u043c\u0436\u0442\u043e\u0439 \u0442\u0430\u043d\u0438\u043b\u0446\u0443\u0443\u043b\u0430\u0445<\/p><\/li><\/ol>\t\t\t\t\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\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\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-c98bd69 e-flex e-con-boxed e-con e-child\" data-id=\"c98bd69\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-63c6cc8 e-con-full e-flex e-con e-child\" data-id=\"63c6cc8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86d0885 elementor-widget elementor-widget-heading\" data-id=\"86d0885\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0421\u0443\u0440\u0433\u0430\u043b\u0442\u044b\u043d \u043d\u0438\u0439\u0442 \u0446\u0430\u0433<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6e84a2 elementor-widget elementor-widget-text-editor\" data-id=\"f6e84a2\" data-element_type=\"widget\" data-e-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\t\t<p>18 \u0446\u0430\u0433<\/p>\t\t\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-8dc81ff e-con-full e-flex e-con e-child\" data-id=\"8dc81ff\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a7ce69b elementor-widget elementor-widget-heading\" data-id=\"a7ce69b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u041d\u0438\u0439\u0442 \u0445\u0438\u0447\u044d\u044d\u043b\u043b\u044d\u0445 \u04e9\u0434\u04e9\u0440<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-232bd01 elementor-widget elementor-widget-text-editor\" data-id=\"232bd01\" data-element_type=\"widget\" data-e-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\t\t<p>6 \u04e9\u0434\u04e9\u0440<\/p>\t\t\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-0d06871 e-con-full e-flex e-con e-child\" data-id=\"0d06871\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06c09a5 elementor-widget elementor-widget-heading\" data-id=\"06c09a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u04e8\u0434\u04e9\u0440\u0442 \u0445\u0438\u0447\u044d\u044d\u043b\u043b\u044d\u0445 \u0446\u0430\u0433<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a944c54 elementor-widget elementor-widget-text-editor\" data-id=\"a944c54\" data-element_type=\"widget\" data-e-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\t\t<p>3 \u0446\u0430\u0433<\/p>\t\t\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-c4f868d e-con-full e-flex e-con e-child\" data-id=\"c4f868d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28a4348 elementor-widget elementor-widget-heading\" data-id=\"28a4348\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u0421\u0443\u0440\u0433\u0430\u043b\u0442\u044b\u043d \u0442\u04e9\u043b\u0431\u04e9\u0440<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68563d0 elementor-widget elementor-widget-text-editor\" data-id=\"68563d0\" data-element_type=\"widget\" data-e-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\t\t<p>990000\u20ae<\/p>\t\t\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-074fae8 e-con-full e-grid e-con e-child\" data-id=\"074fae8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5981ca6 e-con-full e-flex e-con e-child\" data-id=\"5981ca6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-beef52c elementor-widget elementor-widget-text-editor\" data-id=\"beef52c\" data-element_type=\"widget\" data-e-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\t\t<p>\u0421\u0443\u0440\u0433\u0430\u043b\u0442\u0430\u043d\u0434 \u0441\u0443\u0443\u0441\u043d\u0430\u0430\u0440 \u044d\u0437\u044d\u043c\u0448\u0438\u0445 \u043c\u044d\u0434\u043b\u044d\u0433<\/p><p>\u042d\u043d\u044d \u0431\u043e\u043b R \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u0447\u043b\u0430\u043b\u044b\u043d \u0445\u044d\u043b\u0438\u0439\u0433 \u0430\u0448\u0438\u0433\u043b\u0430\u043d \u04e9\u0433\u04e9\u0433\u0434\u04e9\u043b \u0434\u044d\u044d\u0440 \u0430\u043d\u0445\u0430\u043d \u0448\u0430\u0442\u043d\u044b \u0448\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0445\u0438\u0439\u0445, \u04af\u0440 \u0434\u04af\u043d\u0433\u044d\u044d \u0442\u0430\u0439\u043b\u0430\u0433\u043d\u0430\u0445 \u0447\u0430\u0434\u0432\u0430\u0440\u044b\u0433 \u044d\u0437\u044d\u043c\u0448\u04af\u04af\u043b\u044d\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0441\u0443\u0440\u0433\u0430\u043b\u0442 \u044e\u043c. \u0422\u0430 \u0431\u043e\u0434\u0438\u0442 \u04e9\u0433\u04e9\u0433\u0434\u04e9\u043b \u0434\u044d\u044d\u0440 \u0430\u0436\u0438\u043b\u043b\u0430\u0436, \u0431\u0438\u0437\u043d\u0435\u0441\u0438\u0439\u043d \u0431\u043e\u043b\u043e\u043d \u0441\u0443\u0434\u0430\u043b\u0433\u0430\u0430\u043d\u044b \u0437\u043e\u0440\u0438\u043b\u0433\u043e\u043e\u0440 \u0434\u04af\u043d \u0448\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0445\u0438\u0439\u0436 \u0441\u0443\u0440\u0430\u0445 \u0431\u043e\u043b\u043d\u043e.<\/p>\t\t\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-686f351 e-con-full e-flex e-con e-child\" data-id=\"686f351\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab6e8af elementor-widget elementor-widget-text-editor\" data-id=\"ab6e8af\" data-element_type=\"widget\" data-e-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\t\t<p>\u0421\u0443\u0440\u0433\u0430\u043b\u0442\u0430\u0434 \u0445\u0430\u043c\u0440\u0430\u0433\u0434\u0441\u0430\u043d\u0430\u0430\u0440 \u044d\u0437\u044d\u043c\u0448\u0438\u0445 \u0443\u0440 \u0447\u0430\u0434\u0432\u0430\u0440\u0443\u0443\u0434<\/p><ul><li>\u2705\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0441\u044d\u0442\u0433\u044d\u043b\u0433\u044d\u044d<\/li><li>\u2705Excel-\u0438\u0439\u043d \u0430\u0445\u0438\u0441\u0430\u043d \u0442\u04af\u0432\u0448\u043d\u0438\u0439 \u043c\u044d\u0434\u043b\u044d\u0433<\/li><li>\u2705SQL \u2013 \u04e9\u0433\u04e9\u0433\u0434\u04e9\u043b\u0434 \u0445\u0430\u043d\u0434\u0430\u0445, \u0431\u043e\u043b\u043e\u0432\u0441\u0440\u0443\u0443\u043b\u0430\u0445<\/li><li>\u2705Data visualization \u2013 Power BI, Tableau \u0433\u044d\u0445 \u043c\u044d\u0442 \u0445\u044d\u0440\u044d\u0433\u0441\u043b\u044d\u044d\u0440 \u043c\u044d\u0434\u044d\u044d\u043b\u043b\u0438\u0439\u0433 \u0434\u04af\u0440\u0441\u043b\u044d\u0445<\/li><li>\u2705\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a \u043c\u044d\u0434\u043b\u044d\u0433<\/li><li>\u2705\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u0447\u043b\u0430\u043b\u044b\u043d \u0445\u044d\u043b (\u0441\u043e\u043d\u0433\u043e\u043b\u0442\u043e\u043e\u0440) \u2013 R, Python \u0433\u044d\u0445 \u043c\u044d\u0442<\/li><\/ul>\t\t\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-9b8504b e-con-full e-flex e-con e-child\" data-id=\"9b8504b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-09e92c7 elementor-widget elementor-widget-text-editor\" data-id=\"09e92c7\" data-element_type=\"widget\" data-e-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\t\t<p>Data Analyst with R \u0434\u0430\u0432\u0443\u0443 \u0442\u0430\u043b \u044e\u0443 \u0432\u044d?<\/p><ul><li>\u2705\u0425\u044d\u0440\u044d\u0433\u043b\u044d\u0433\u0447\u0434\u0438\u0439\u043d \u044d\u0440\u0445\u0438\u0439\u0433 \u0442\u04e9\u0432\u043b\u04e9\u0440\u0441\u04e9\u043d \u0431\u0430\u0439\u0434\u043b\u0430\u0430\u0440 \u0443\u0434\u0438\u0440\u0434\u0430\u0445<\/li><li>\u2705\u041d\u0443\u0443\u0446\u043b\u0430\u043b, \u0430\u044e\u0443\u043b\u0433\u04af\u0439 \u0431\u0430\u0439\u0434\u043b\u044b\u0433 \u0441\u0430\u0439\u0436\u0440\u0443\u0443\u043b\u0430\u0445<\/li><li>\u2705\u0411\u0430\u0439\u0433\u0443\u0443\u043b\u043b\u0430\u0433\u044b\u043d \u0434\u043e\u0442\u043e\u043e\u0434 \u0441\u04af\u043b\u0436\u044d\u044d\u043d\u0438\u0439 \u043c\u0435\u043d\u0435\u0436\u043c\u0435\u043d\u0442\u0438\u0439\u0433 \u0445\u044f\u043b\u0431\u0430\u0440\u0448\u0443\u0443\u043b\u0430\u0445<\/li><li>\u2705\u0413\u0440\u0443\u043f\u043f\u0438\u0439\u043d \u0431\u043e\u0434\u043b\u043e\u0433\u043e\u043e\u0440 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u0445\u044d\u0440\u044d\u0433\u043b\u044d\u0433\u0447\u0434\u0438\u0439\u043d \u0442\u043e\u0445\u0438\u0440\u0433\u043e\u043e\u0433 \u0443\u0434\u0438\u0440\u0434\u0430\u0445<\/li><\/ul>\t\t\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-0cad193 e-con-full e-flex e-con e-child\" data-id=\"0cad193\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7beadc elementor-widget elementor-widget-text-editor\" data-id=\"e7beadc\" data-element_type=\"widget\" data-e-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\t\t<p>\u042f\u043c\u0430\u0440 \u0445\u04af\u043c\u04af\u04af\u0441 \u0443\u0433 \u0441\u0443\u0440\u0433\u0430\u043b\u0442\u0430\u043d\u0434 \u0441\u0443\u0443\u0432\u0430\u043b \u0437\u043e\u0445\u0438\u0445 \u0432\u044d?<\/p><ul><li>\u2705\u0411\u0438\u0437\u043d\u0435\u0441\u0438\u0439\u043d \u0443\u0434\u0438\u0440\u0434\u043b\u0430\u0433\u0443\u0443\u0434, \u043c\u0435\u043d\u0435\u0436\u0435\u0440\u04af\u04af\u0434<\/li><li>\u2705\u0421\u0430\u043d\u0445\u04af\u04af, \u043d\u044f\u0433\u0442\u043b\u0430\u043d \u0431\u043e\u0434\u043e\u0445 \u0431\u04af\u0440\u0442\u0433\u044d\u043b\u0438\u0439\u043d \u043c\u044d\u0440\u0433\u044d\u0436\u0438\u043b\u0442\u043d\u04af\u04af\u0434<\/li><li>\u2705\u041c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433, \u0431\u043e\u0440\u043b\u0443\u0443\u043b\u0430\u043b\u0442\u044b\u043d \u0431\u0430\u0433\u0438\u0439\u043d\u0445\u0430\u043d<\/li><li>\u2705\u0425\u04af\u043d\u0438\u0439 \u043d\u04e9\u04e9\u0446\u0438\u0439\u043d \u043c\u044d\u0440\u0433\u044d\u0436\u0438\u043b\u0442\u043d\u04af\u04af\u0434<\/li><li>\u2705\u0414\u0430\u0442\u0430 \u0448\u0438\u043d\u0436\u044d\u044d\u0447\u0438\u0434, BI \u043c\u044d\u0440\u0433\u044d\u0436\u0438\u043b\u0442\u043d\u04af\u04af\u0434<\/li><li>\u2705\u041c\u044d\u0434\u044d\u044d\u043b\u043b\u0438\u0439\u043d \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439\u043d \u043c\u044d\u0440\u0433\u044d\u0436\u0438\u043b\u0442\u043d\u04af\u04af\u0434<\/li><li>\u2705\u0428\u0438\u043d\u044d \u0445\u044d\u0440\u044d\u0433\u043b\u044d\u0433\u0447\u0438\u0434, \u0441\u0443\u0440\u0430\u043b\u0446\u0430\u0433\u0447\u0438\u0434\u00a0<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\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-ecaae40 e-con-full e-flex e-con e-child\" data-id=\"ecaae40\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b17db17 elementor-widget elementor-widget-text-editor\" data-id=\"b17db17\" data-element_type=\"widget\" data-e-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\t\t<p>\u041c\u0430\u043d\u0430\u0439\u0445 \u044f\u043c\u0430\u0440 \u0434\u0430\u0432\u0443\u0443 \u0442\u0430\u043b\u0442\u0430\u0439 \u0432\u044d?<\/p><p>Empasoft Academy \u043d\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0438\u0439\u043d \u0443\u0434\u0438\u0440\u0434\u043b\u0430\u0433\u044b\u043d \u0447\u0438\u0433\u043b\u044d\u043b\u044d\u044d\u0440 \u043c\u044d\u0440\u0433\u044d\u0448\u0441\u044d\u043d \u0430\u043d\u0445\u0434\u0430\u0433\u0447 \u0431\u0430\u0439\u0433\u0443\u0443\u043b\u043b\u0430\u0433\u0430 \u0431\u04e9\u0433\u04e9\u04e9\u0434 \u0441\u0438\u0441\u0442\u0435\u043c\u0438\u0439\u043d \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u0443\u0434\u0430\u0434 \u0437\u043e\u0440\u0438\u0443\u043b\u0441\u0430\u043d \u0441\u0443\u0440\u0433\u0430\u043b\u0442 \u0437\u043e\u0445\u0438\u043e\u043d \u0431\u0430\u0439\u0433\u0443\u0443\u043b\u0436, \u0442\u044d\u0434\u043d\u0438\u0439 \u043c\u044d\u0434\u043b\u044d\u0433, \u0443\u0440 \u0447\u0430\u0434\u0432\u0430\u0440\u044b\u0433 \u0441\u0430\u0439\u0436\u0440\u0443\u0443\u043b\u0434\u0430\u0433. \u041c\u04e9\u043d \u043b\u0438\u0446\u0435\u043d\u0437 \u0431\u043e\u0440\u043b\u0443\u0443\u043b\u0430\u0445 \u0431\u043e\u043b\u043e\u043d \u0441\u0438\u0441\u0442\u0435\u043c\u0438\u0439\u0433 \u0441\u0443\u0443\u043b\u0433\u0430\u0445 \u0442\u043e\u0445\u0438\u0440\u0443\u0443\u043b\u0430\u0445 \u04af\u0439\u043b\u0447\u0438\u043b\u0433\u044d\u044d \u04af\u0437\u04af\u04af\u043b\u0434\u044d\u0433 \u0446\u043e\u0440 \u0433\u0430\u043d\u0446 \u0431\u0430\u0439\u0433\u0443\u0443\u043b\u043b\u0430\u0433\u0430 \u044e\u043c.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38f2fac elementor-widget elementor-widget-html\" data-id=\"38f2fac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div 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Data Analyst \u0431\u0443\u044e\u0443 \u04e8\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u043d \u0448\u0438\u043d\u0436\u044d\u044d\u0447 \u0433\u044d\u0434\u044d\u0433 \u043d\u044c \u0431\u0430\u0439\u0433\u0443\u0443\u043b\u043b\u0430\u0433\u044b\u043d \u0446\u0443\u0433\u043b\u0443\u0443\u043b\u0441\u0430\u043d \u04e9\u0433\u04e9\u0433\u0434\u04e9\u043b \u0434\u044d\u044d\u0440 \u0434\u04af\u043d \u0448\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0445\u0438\u0439\u0436, \u0431\u0438\u0437\u043d\u0435\u0441\u0438\u0439\u043d \u0448\u0438\u0439\u0434\u0432\u044d\u0440 \u0433\u0430\u0440\u0433\u0430\u0445\u0430\u0434 \u0442\u0443\u0441\u043b\u0430\u0445 \u0443\u0442\u0433\u0430 \u0431\u04af\u0445\u0438\u0439 \u043c\u044d\u0434\u044d\u044d\u043b\u044d\u043b \u0433\u0430\u0440\u0433\u0430\u0436 \u0438\u0440\u0434\u044d\u0433 \u043c\u044d\u0440\u0433\u044d\u0436\u0438\u043b\u0442\u044d\u043d \u044e\u043c. \u0422\u043e\u0432\u0447\u0445\u043e\u043d\u0434\u043e\u043e, \u04e9\u0433\u04e9\u0433\u0434\u043b\u0438\u0439\u0433 \u043e\u0439\u043b\u0433\u043e\u043c\u0436\u0442\u043e\u0439 \u0431\u043e\u043b\u0433\u043e\u0434\u043e\u0433 \u0445\u04af\u043d \u0433\u044d\u0436 \u0445\u044d\u043b\u0436 \u0431\u043e\u043b\u043d\u043e. Data Analyst-\u0438\u0439\u043d \u04af\u043d\u0434\u0441\u044d\u043d \u04af\u04af\u0440\u044d\u0433 1. \u04e8\u0433\u04e9\u0433\u0434\u04e9\u043b \u0446\u0443\u0433\u043b\u0443\u0443\u043b\u0430\u0445 \u0431\u0430 \u0446\u044d\u0432\u044d\u0440\u043b\u044d\u0445 2. \u0428\u0438\u043d\u0436\u0438\u043b\u0433\u044d\u044d \u0445\u0438\u0439\u0445 3. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-244","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Analysis \u2013 l \/with R language\/ - Empasoft<\/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:\/\/empasoft.mn\/index.php\/data-analysis-l-with-r-language\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Analysis \u2013 l \/with R language\/ - Empasoft\" \/>\n<meta property=\"og:description\" content=\"Data Analyst with R Data analyst \u0433\u044d\u0436 \u044e\u0443 \u0432\u044d? 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