{"id":55145,"date":"2026-02-01T19:09:54","date_gmt":"2026-02-01T18:09:54","guid":{"rendered":"https:\/\/www.carolinacampalans.com\/?post_type=epkb_post_type_1&#038;p=55145"},"modified":"2026-02-10T22:38:20","modified_gmt":"2026-02-10T21:38:20","slug":"r","status":"publish","type":"epkb_post_type_1","link":"https:\/\/www.carolinacampalans.com\/?epkb_post_type_1=r","title":{"rendered":"R"},"content":{"rendered":"<div class=\"ttr_start\"><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p>Un entorno y lenguaje de programaci\u00f3n dise\u00f1ado espec\u00edficamente para el an\u00e1lisis estad\u00edstico y la elaboraci\u00f3n de gr\u00e1ficos.<\/p>\n<\/div><div class=\"fusion-text fusion-text-2\">\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:36;line-height:1.5;\">Descripci\u00f3n<\/h2><\/div><div class=\"fusion-text fusion-text-3\"><p>A diferencia de lenguajes de prop\u00f3sito general (como <a href=\"https:\/\/www.carolinacampalans.com\/biblioteca-4\/java\/\">Java<\/a> o C++), R naci\u00f3 de la necesidad de las personas dedicadas al an\u00e1lisis estad\u00edstico de contar con una herramienta flexible para manipular datos complejos.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Historia<\/h3><\/div><div class=\"fusion-text fusion-text-4\"><p data-path-to-node=\"4\">El lenguaje R tiene sus ra\u00edces en otro lenguaje llamado S, desarrollado en los Laboratorios Bell por John Chambers y sus colegas a finales de los a\u00f1os 70.<\/p>\n<h4 data-path-to-node=\"5,0,0\"><span class=\"ez-toc-section\" id=\"Origen\"><\/span>Origen<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"5,0,0\">Fue creado en 1993 en la Universidad de Auckland (Nueva Zelanda) por Ross Ihaka y Robert Gentleman (de ah\u00ed el nombre \u00abR\u00bb, por las iniciales de sus creadores y como un juego de palabras sobre el lenguaje S).<\/p>\n<h4 data-path-to-node=\"5,1,0\"><span class=\"ez-toc-section\" id=\"Filosofia_open_source\"><\/span>Filosof\u00eda open source<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"5,1,0\">En 1995, R se lanz\u00f3 como un proyecto de software libre bajo la licencia GNU. Esto fue un punto de inflexi\u00f3n, ya que permiti\u00f3 que una comunidad global de acad\u00e9micos y cient\u00edficos contribuyera a su desarrollo.<\/p>\n<h4 data-path-to-node=\"5,2,0\"><span class=\"ez-toc-section\" id=\"Evolucion\"><\/span>Evoluci\u00f3n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"5,2,0\">En el a\u00f1o 2000 se lanz\u00f3 la versi\u00f3n 1.0.0, considerada la primera versi\u00f3n estable para uso p\u00fablico masivo. Desde entonces, es gestionado por el <i data-path-to-node=\"5,2,0\" data-index-in-node=\"154\">R Development Core Team<\/i>.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Funciones principales<\/h3><\/div><div class=\"fusion-text fusion-text-5\"><p data-path-to-node=\"8\">R no es solo un lenguaje, sino un sistema integrado. Sus capacidades se dividen principalmente en tres \u00e1reas.<\/p>\n<h4 data-path-to-node=\"9,0,0\"><span class=\"ez-toc-section\" id=\"Gestion_de_datos\"><\/span>Gesti\u00f3n de datos<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"9,0,0\">Permite limpiar, transformar y filtrar grandes vol\u00famenes de datos. Utiliza estructuras llamadas <em>dataframes,<\/em> que son esencialmente tablas similares a las de <a href=\"https:\/\/www.carolinacampalans.com\/biblioteca-4\/excel\/\">Excel<\/a> pero mucho m\u00e1s potentes.<\/p>\n<h4 data-path-to-node=\"9,1,0\"><span class=\"ez-toc-section\" id=\"Calculo_estadistico\"><\/span>C\u00e1lculo estad\u00edstico<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"9,1,0\">Incluye desde pruebas b\u00e1sicas (medias, varianzas, t-test) hasta modelos complejos, como regresiones lineales o regresiones no lineales, an\u00e1lisis de series temporales y algoritmos de clasificaci\u00f3n de <i>m<span data-path-to-node=\"9,1,0\" data-index-in-node=\"205\">achine learning<\/span><\/i>.<\/p>\n<h4 data-path-to-node=\"9,2,0\"><span class=\"ez-toc-section\" id=\"Visualizacion_de_datos\"><\/span>Visualizaci\u00f3n de datos<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"9,2,0\">Es famoso por su capacidad para crear gr\u00e1ficos de alta calidad, incluso para una publicaci\u00f3n acad\u00e9mica. A trav\u00e9s de librer\u00edas, como <a href=\"https:\/\/www.carolinacampalans.com\/biblioteca-4\/ggplot2\/\">ggplot2<\/a>, permite crear visualizaciones de datos altamente personalizadas.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:24;--minFontSize:24;line-height:1.5;\">Aplicaciones<\/h3><\/div><div class=\"fusion-text fusion-text-6\"><h4 data-path-to-node=\"13,0,0\"><span class=\"ez-toc-section\" id=\"Investigacion_academica_y_cientifica\"><\/span>Investigaci\u00f3n acad\u00e9mica y cient\u00edfica<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"13,0,0\">Es el est\u00e1ndar en biotecnolog\u00eda, medicina y psicolog\u00eda, entre otras disciplinas, para validar experimentos.<\/p>\n<h4 data-path-to-node=\"13,1,0\"><span class=\"ez-toc-section\" id=\"Data_science_y_big_data\"><\/span>Data science y big data<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"13,1,0\">Se utiliza en <em>data science<\/em> para predecir comportamientos de consumo, analizar riesgos financieros y segmentar mercados.<\/p>\n<h4 data-path-to-node=\"13,2,0\"><span class=\"ez-toc-section\" id=\"Ecosistema_de_paquetes_CRAN\"><\/span>Ecosistema de paquetes (CRAN)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p data-path-to-node=\"13,2,0\">La mayor fortaleza de R es el CRAN (<i data-path-to-node=\"13,2,0\" data-index-in-node=\"67\">Comprehensive R Archive Network<\/i>), una colecci\u00f3n de m\u00e1s de 18000 paquetes gratuitos que extienden las funciones del lenguaje para tareas espec\u00edficas (por ejemplo, an\u00e1lisis de datos de sat\u00e9lites o redes sociales).<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:36;line-height:1.5;\">Enlaces<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-span-yes fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.r-project.org\/\"><i class=\"fa-globe fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">R Project<\/span><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-2 fusion-button-span-yes fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/cran.r-project.org\/mirrors.html\"><i class=\"fa-external-link-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">CRAN<\/span><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:60px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;border-color:#000000;border-top-width:1px;\"><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"ttr_end\"><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"_vp_format_video_url":"","_vp_image_focal_point":[],"footnotes":""},"epkb_post_type_1_category":[6414],"epkb_post_type_1_tag":[5164,5186,5168,5372,1400,5163],"class_list":["post-55145","epkb_post_type_1","type-epkb_post_type_1","status-publish","hentry","epkb_post_type_1_category-analisis-y-visualizacion","epkb_post_type_1_tag-analisis-de-datos","epkb_post_type_1_tag-ciencia-de-datos","epkb_post_type_1_tag-estadistica","epkb_post_type_1_tag-informatica","epkb_post_type_1_tag-programacion","epkb_post_type_1_tag-visualizacion-de-informacion"],"_links":{"self":[{"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=\/wp\/v2\/epkb_post_type_1\/55145","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=\/wp\/v2\/epkb_post_type_1"}],"about":[{"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=\/wp\/v2\/types\/epkb_post_type_1"}],"author":[{"embeddable":true,"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=55145"}],"version-history":[{"count":1,"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=\/wp\/v2\/epkb_post_type_1\/55145\/revisions"}],"predecessor-version":[{"id":55146,"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=\/wp\/v2\/epkb_post_type_1\/55145\/revisions\/55146"}],"wp:attachment":[{"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55145"}],"wp:term":[{"taxonomy":"epkb_post_type_1_category","embeddable":true,"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=%2Fwp%2Fv2%2Fepkb_post_type_1_category&post=55145"},{"taxonomy":"epkb_post_type_1_tag","embeddable":true,"href":"https:\/\/www.carolinacampalans.com\/index.php?rest_route=%2Fwp%2Fv2%2Fepkb_post_type_1_tag&post=55145"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}