{"id":7529,"date":"2021-12-07T18:08:30","date_gmt":"2021-12-07T17:08:30","guid":{"rendered":"https:\/\/www.ibidemgroup.com\/edu\/?p=7529"},"modified":"2024-03-04T12:36:24","modified_gmt":"2024-03-04T11:36:24","slug":"traduccion-automatica-python","status":"publish","type":"post","link":"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/","title":{"rendered":"C\u00f3mo hacer traducci\u00f3n autom\u00e1tica de idiomas con Python."},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Hola amigos de la tecnolog\u00eda, hoy voy a compartir con vosotros un sistema para hacer <strong>traducci\u00f3n autom\u00e1tica de idiomas <\/strong> con Python. Entendemos traducci\u00f3n de idiomas como la traducci\u00f3n de datos textuales de un idioma a otro, manteniendo el mismo significado sem\u00e1ntico. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En la actualidad tenemos m\u00e1s de 6.500 lenguas habladas, de ellas, m\u00e1s de 3.982 lenguas han desarrollado un <em>sistema de escritura<\/em>. Saber c\u00f3mo realizar la traducci\u00f3n de idiomas de forma autom\u00e1tica puede ser un gran superpoder para conseguir que tus art\u00edculos, ebooks, etc. lleguen a muchas m\u00e1s personas, sin importar el idioma que hablen.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p><span style=\"color:#0693e3\" class=\"color\"><em>Disclaimer: Este es un ejercicio de traducci\u00f3n realizado por un estudiante de traducci\u00f3n en pr\u00e1cticas. Si lo que necesitas son <\/em><\/span><a href=\"https:\/\/www.ibidemgroup.com\/traducciones.php\"><em><span style=\"color:#0693e3\" class=\"color\">servicios de traducci\u00f3n<\/span><\/em><\/a><span style=\"color:#0693e3\" class=\"color\"><em> profesional, contacta con la <\/em><\/span><a href=\"https:\/\/www.ibidemgroup.com\"><em><span style=\"color:#0693e3\" class=\"color\">empresa de traducci\u00f3n<\/span><\/em><\/a><span style=\"color:#0693e3\" class=\"color\"><em> Ibidem Group, en su <\/em><\/span><a href=\"https:\/\/www.ibidemgroup.com\/traducciones-barcelona.php\"><em><span style=\"color:#0693e3\" class=\"color\">agencia de traducciones en Barcelona<\/span><\/em><\/a><span style=\"color:#0693e3\" class=\"color\"><em>. Ahora tambi\u00e9n <\/em><\/span><a href=\"https:\/\/www.ibidemgroup.com\/traducciones-madrid.php\"><em><span style=\"color:#0693e3\" class=\"color\">agencia de traducciones en Madrid<\/span><\/em><\/a><span style=\"color:#0693e3\" class=\"color\"><em>.<\/em><\/span><\/p><\/blockquote>\n\n\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_89 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">INDICE<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Comencemos_a_traducir\" >Comencemos a traducir!<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Bibliotecas_Python\" >Bibliotecas Python<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Traduccion_automatica_con_Goslate\" >Traducci\u00f3n autom\u00e1tica con Goslate<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Instalacion_de_Goslate\" >Instalaci\u00f3n de Goslate<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Ejemplo_de_traduccion_automatica_a_Frances\" >Ejemplo de traducci\u00f3n autom\u00e1tica a Franc\u00e9s<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Traduccion_automatica_con_Googletrans\" >Traducci\u00f3n autom\u00e1tica con Googletrans<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Instalacion_de_Googletrans\" >Instalaci\u00f3n de Googletrans<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Ejemplo_de_traduccion_automatica_a_Swahili\" >Ejemplo de traducci\u00f3n autom\u00e1tica a Swahili<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Traduccion_automatica_con_TextBlob\" >Traducci\u00f3n autom\u00e1tica con  TextBlob<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Instalacion_de_TextBlob\" >Instalaci\u00f3n de TextBlob<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.ibidemgroup.com\/edu\/traduccion-automatica-python\/#Ejemplo_de_traduccion_automatica_al_Ingles\" >Ejemplo de traducci\u00f3n autom\u00e1tica al Ingl\u00e9s<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Comencemos_a_traducir\"><\/span>Comencemos a traducir! <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Aqu\u00ed nos vamos a limitar a explicar  los fundamentos de la traducci\u00f3n autom\u00e1tica de idiomas en Python, utilizando modelos pre-entrenados.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Bibliotecas_Python\"><\/span>Bibliotecas Python <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hay varias bibliotecas en Python para realizar traducci\u00f3n autom\u00e1tica. A continuaci\u00f3n indicamos algunas de esas bibliotecas, pero lo cierto es que casi todo el mundo usa la API Google Translate.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/pypi.org\/project\/goslate\/\">Goslate<\/a><\/li><li><a href=\"https:\/\/pypi.org\/project\/googletrans\/\">Googletrans<\/a><\/li><li><a href=\"https:\/\/pypi.org\/project\/translate\/\">Translate<\/a><\/li><li><a href=\"https:\/\/pypi.org\/project\/py-translate\/\">Py-translate<\/a><\/li><li><a href=\"https:\/\/pypi.org\/project\/textblob\/\">TextBlob<\/a><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Anal\u00edzalas y elige la que m\u00e1s te guste para usarla en tus proyectos personales de traducci\u00f3n autom\u00e1tica. En este post yo analizar\u00e9 s\u00f3lo tres: Goslate, Googetrans y TextBlob.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Traduccion_automatica_con_Goslate\"><\/span>Traducci\u00f3n autom\u00e1tica con Goslate <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Goslate <\/strong>es una API gratuita de python  para el servicio de traducci\u00f3n de Google que consulta el sitio web de traducci\u00f3n de Google.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Instalacion_de_Goslate\"><\/span>Instalaci\u00f3n de Goslate<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><span style=\"color:#313131\" class=\"color\">$~ pip install goslate <\/span><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Goslate detectar\u00e1 autom\u00e1ticamente el idioma principal del texto y luego lo traducir\u00e1 al idioma secundario que usted especifique. Para la especificaci\u00f3n del idioma se utiliza el c\u00f3digo ISO 639-1 del idioma. Tienes la lista completa en <a href=\"https:\/\/en.wikipedia.org\/wiki\/List_of_ISO_639-1_codes\">Wikipedia.<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Intentemos traducir un texto a Franc\u00e9s.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lo \u00fanico que tienes que hacer es especificar el *segundo idioma* (idioma de destino) al que est\u00e1s traduciendo. Goslate detectar\u00e1 autom\u00e1ticamente tu *idioma primario* (idioma de origen) como se muestra en el ejemplo siguiente <\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ejemplo_de_traduccion_automatica_a_Frances\"><\/span>Ejemplo de traducci\u00f3n autom\u00e1tica a Franc\u00e9s<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><span style=\"color:#cf2e2e\" class=\"color\"> &gt;&gt;&gt; importar<\/span> goslate <br> <span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>primary_text <span style=\"color:#cf2e2e\" class=\"color\">= <\/span><span style=\"color:#fcb900\" class=\"color\">'Te quiero mucho'<\/span> <br> <span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>gs <span style=\"color:#cf2e2e\" class=\"color\">= <\/span>goslate.Goslate() <br> <span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>gs.translate(primary_text, <span style=\"color:#fcb900\" class=\"color\">'fr'<\/span>) <br> <span style=\"color:#fcb900\" class=\"color\">\"Je t'aime beaucoup\" <\/span><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Ahora pasemos a la siguiente biblioteca: Google Translate <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Traduccion_automatica_con_Googletrans\"><\/span>Traducci\u00f3n autom\u00e1tica con Googletrans <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Googletrans <\/strong>es una librer\u00eda python gratuita e ilimitada que implementa la API de Google Translate. Utiliza la API <strong>Ajax <\/strong>de Google Translate para hacer llamadas mediante ajax para detectar idioma y traducir textos. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Instalacion_de_Googletrans\"><\/span>Instalaci\u00f3n de Googletrans<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"> $~ pip install googletrans  <\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">La simplicidad de uso de <em>googletrans\n<\/em>y <em>goslate <\/em>es casi la misma, as\u00ed que todo depende de que elijas el\nque m\u00e1s te guste, del mismo modo en googletrans estamos usando el est\u00e1ndar ISO\n639-1 para representar los idiomas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Intentemos traducir un texto <strong>de Ingl\u00e9s <\/strong>a <strong>Swahili <\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ejemplo_de_traduccion_automatica_a_Swahili\"><\/span>Ejemplo de traducci\u00f3n autom\u00e1tica a Swahili<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>text <span style=\"color:#cf2e2e\" class=\"color\">= <\/span><span style=\"color:#fcb900\" class=\"color\">'This site is awesome'<\/span><\/code><br><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; from<\/span> googletrans <span style=\"color:#cf2e2e\" class=\"color\">import <\/span>Translator<\/code><br><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>translator <span style=\"color:#cf2e2e\" class=\"color\">= <\/span>Translator() <\/code><br><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>translator.translate(text , dest <span style=\"color:#cf2e2e\" class=\"color\">=<\/span><span style=\"color:#fcb900\" class=\"color\">'sw'<\/span>).text <\/code><br><code><span style=\"color:#fcb900\" class=\"color\">'Tovuti hii ni ajabu<\/span><\/code> <\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Por \u00faltimo, hagamos una traducci\u00f3n utilizando la biblioteca de <strong>PNL Textblob<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Traduccion_automatica_con_TextBlob\"><\/span>Traducci\u00f3n autom\u00e1tica con  TextBlob <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TextBlob es una biblioteca de Python\n(2 y 3) para el procesamiento de datos textuales.<br>\nProporciona una API sencilla para sumergirse en tareas comunes de procesamiento\ndel lenguaje natural (PLN), como el etiquetado de partes del habla, la\nextracci\u00f3n de frases sustantivas, el an\u00e1lisis de sentimientos, la\nclasificaci\u00f3n, la traducci\u00f3n y mucho m\u00e1s. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Instalacion_de_TextBlob\"><\/span>Instalaci\u00f3n de TextBlob<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"> $~ pip install textblob <\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Una de las cosas buenas de trabajar con textblob es que es una librer\u00eda de procesamiento de lenguaje natural de prop\u00f3sito general que puedes usar para gran variedad de tareas NLP aparte de la traducci\u00f3n, pero su simplicidad y la sintaxis son casi las mismas que las dos anteriores.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ejemplo_de_traduccion_automatica_al_Ingles\"><\/span>Ejemplo de traducci\u00f3n autom\u00e1tica al Ingl\u00e9s<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Intentemos traducir un texto <strong>de Franc\u00e9s <\/strong>al <strong>Ingl\u00e9s<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>from textblob import TextBlob <\/code><br><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>blob <span style=\"color:#cf2e2e\" class=\"color\">= <\/span>TextBlob<span style=\"color:#cf2e2e\" class=\"color\">(<\/span><span style=\"color:#fcb900\" class=\"color\">'comment ca va ?'<\/span><span style=\"color:#cf2e2e\" class=\"color\">)<\/span> <\/code><br><code><span style=\"color:#cf2e2e\" class=\"color\">&gt;&gt;&gt; <\/span>blob.translate<span style=\"color:#cf2e2e\" class=\"color\">(<\/span>to<span style=\"color:#cf2e2e\" class=\"color\">=<\/span><span style=\"color:#fcb900\" class=\"color\">'en'<\/span><span style=\"color:#cf2e2e\" class=\"color\">)<\/span> <\/code><br><code>TextBlob<span style=\"color:#cf2e2e\" class=\"color\">(<\/span><span style=\"color:#fcb900\" class=\"color\">\"How is it going ?\"<\/span><span style=\"color:#cf2e2e\" class=\"color\">)<\/span> <\/code> <\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Bueno, eso es todo. Espero que te hayas divertido aprendiendo a traducir idiomas en Python. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;7529&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 votos)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;C\u00f3mo hacer traducci\u00f3n autom\u00e1tica de idiomas con Python.&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">Rate this post<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"Traducci\u00f3n de un interesant\u00edsimo art\u00edculo de Jordan Kalebu explicando c\u00f3mo utilizar Python para realizar traducci\u00f3n autom\u00e1tica de idiomas, usando 3 bibliotecas alternativas: Goslate, Googletrans y TextBlob. 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