{"id":2220,"date":"2017-10-15T19:34:17","date_gmt":"2017-10-15T22:34:17","guid":{"rendered":"http:\/\/www.geekosas.com\/?p=2220"},"modified":"2017-10-15T19:36:46","modified_gmt":"2017-10-15T22:36:46","slug":"r-vs-ms-open-r","status":"publish","type":"post","link":"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/","title":{"rendered":"R vs MS open R"},"content":{"rendered":"<p>Microsoft se ha dado cuenta del poder de R, por lo que la ha integrado a sus sistemas, incluido Power BI y SQL Server 2017, Microsoft sac\u00f3 una versi\u00f3n de R gratuita con algunas mejoras, entre ellas est\u00e1n la conecci\u00f3n nativa SQL Server, versionamiento de paquetes en MRAN (Microsoft Cran) y optimizaciones en el paquete de \u00e1lgebra lineal.<br \/>\nEste ultimo dice ser considerablemente m\u00e1s r\u00e1pido que el incluido en el R, por lo que siguiendo la linea de\u00a0<a href=\"http:\/\/www.userchile.cl\/index.php\/2017\/10\/15\/sparse-matrix\/\" target=\"_blank\" rel=\"noopener\">Articulo sobre Sparse Matrix<\/a>, realic\u00e9 unas pruebas.<\/p>\n<p>En las siguientes pruebas se compar\u00f3 el performance de R 3.4.2 (32 y 64 bits) y Microsoft Open R 3.4.1 usando las matrices standard de R:<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Tiempo en realizar un Regresi\u00f3n\u00a0Lineal<\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2223\" data-permalink=\"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/lm\/\" data-orig-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/lm.png?fit=1887%2C1718&amp;ssl=1\" data-orig-size=\"1887,1718\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"lm\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/lm.png?fit=1024%2C932&amp;ssl=1\" class=\"alignnone size-large wp-image-2223\" src=\"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/10\/lm-1024x932.png?resize=810%2C737\" alt=\"\" width=\"810\" height=\"737\" srcset=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/lm.png?resize=1024%2C932&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/lm.png?resize=300%2C273&amp;ssl=1 300w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/lm.png?resize=768%2C699&amp;ssl=1 768w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/lm.png?w=1887&amp;ssl=1 1887w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>Tiempo en realizar una Regresi\u00f3n Logistica<\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2224\" data-permalink=\"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/logit\/\" data-orig-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/logit.png?fit=1887%2C1718&amp;ssl=1\" data-orig-size=\"1887,1718\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"logit\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/logit.png?fit=1024%2C932&amp;ssl=1\" class=\"alignnone size-large wp-image-2224\" src=\"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/10\/logit-1024x932.png?resize=810%2C737\" alt=\"\" width=\"810\" height=\"737\" srcset=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/logit.png?resize=1024%2C932&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/logit.png?resize=300%2C273&amp;ssl=1 300w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/logit.png?resize=768%2C699&amp;ssl=1 768w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/logit.png?w=1887&amp;ssl=1 1887w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>Tiempo en elevar la matriz\u00a0al cuadrado.<\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2225\" data-permalink=\"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/mmult-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1.png?fit=1887%2C1718&amp;ssl=1\" data-orig-size=\"1887,1718\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"mmult\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1.png?fit=1024%2C932&amp;ssl=1\" class=\"alignnone size-large wp-image-2225\" src=\"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1-1024x932.png?resize=810%2C737\" alt=\"\" width=\"810\" height=\"737\" srcset=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1.png?resize=1024%2C932&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1.png?resize=300%2C273&amp;ssl=1 300w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1.png?resize=768%2C699&amp;ssl=1 768w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/mmult-1.png?w=1887&amp;ssl=1 1887w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>Tiempo en Invertir la\u00a0<\/strong><b>matriz<\/b><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2226\" data-permalink=\"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/solve\/\" data-orig-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/solve.png?fit=1887%2C1718&amp;ssl=1\" data-orig-size=\"1887,1718\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"solve\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/solve.png?fit=1024%2C932&amp;ssl=1\" class=\"alignnone size-large wp-image-2226\" src=\"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/10\/solve-1024x932.png?resize=810%2C737\" alt=\"\" width=\"810\" height=\"737\" srcset=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/solve.png?resize=1024%2C932&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/solve.png?resize=300%2C273&amp;ssl=1 300w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/solve.png?resize=768%2C699&amp;ssl=1 768w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/solve.png?w=1887&amp;ssl=1 1887w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>Tiempo en realizar la descomposici\u00f3n SVD<\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2227\" data-permalink=\"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/svd-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1.png?fit=1887%2C1718&amp;ssl=1\" data-orig-size=\"1887,1718\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"svd\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1.png?fit=1024%2C932&amp;ssl=1\" class=\"alignnone size-large wp-image-2227\" src=\"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1-1024x932.png?resize=810%2C737\" alt=\"\" width=\"810\" height=\"737\" srcset=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1.png?resize=1024%2C932&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1.png?resize=300%2C273&amp;ssl=1 300w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1.png?resize=768%2C699&amp;ssl=1 768w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/svd-1.png?w=1887&amp;ssl=1 1887w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>Como pueden ver el R de Microsoft gana en todas las pruebas, adempas de que se pueden tener ambos R instalados en el PC por lo que no hace da\u00f1o probarlo.<\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Microsoft se ha dado cuenta del poder de R, por lo que la ha integrado a sus sistemas, incluido Power BI y SQL Server 2017, <a class=\"mh-excerpt-more\" href=\"https:\/\/geekosas.com\/index.php\/es\/2017\/10\/15\/r-vs-ms-open-r\/\" title=\"R vs MS open R\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":2222,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[1],"tags":[],"class_list":["post-2220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sin-categoria"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/10\/ClarkHead.990fbedf.png?fit=140%2C118&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p8vjqF-zO","jetpack-related-posts":[{"id":2639,"url":"https:\/\/geekosas.com\/index.php\/es\/2019\/02\/12\/r-y-pc-superdorerosos\/","url_meta":{"origin":2220,"position":0},"title":"R y PC super-porerosos","author":"Daniel Fischer","date":"2019-02-12","format":false,"excerpt":"R y python est\u00e1n muy de moda \u00faltimamente, pero te haz preguntado si le est\u00e1s sacan totalmente el jugo a esos lenguajes, es m\u00e1s, seguramente para trabajar con ellos tienes un PC super-poderoso, bueno, la verdad es que si est\u00e1s entrando al mundo del Analytics, posiblemente aun no lo est\u00e9s\u2026","rel":"","context":"In &quot;Sin categor\u00eda&quot;","block_context":{"text":"Sin categor\u00eda","link":"https:\/\/geekosas.com\/index.php\/category\/sin-categoria\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/02\/2922898-a.jpg?fit=350%2C350&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":2771,"url":"https:\/\/geekosas.com\/index.php\/es\/2020\/04\/07\/comparativa-entre-julia-python-y-r\/","url_meta":{"origin":2220,"position":1},"title":"Comparativa entre Julia, Python y R","author":"Daniel Fischer","date":"2020-04-07","format":false,"excerpt":"La discusi\u00f3n sobre que lenguaje es el mejor para analizar datos puede llevarnos a conversaciones mas apasionadas que por temas como religi\u00f3n o pol\u00edtica. Pero como Data-Scientist debemos enfocarnos en la evidencia emp\u00edrica, las dimensiones con las que se podr\u00edan comparar son muchas: Comunidad, Performance, Editores, Gestor de Paquetes, Encapsulaci\u00f3n\u2026","rel":"","context":"In &quot;Sin categor\u00eda&quot;","block_context":{"text":"Sin categor\u00eda","link":"https:\/\/geekosas.com\/index.php\/category\/sin-categoria\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/09\/external-content.duckduckgo.com_.jpg?fit=474%2C312&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":2067,"url":"https:\/\/geekosas.com\/index.php\/es\/2016\/03\/27\/que-son-las-redes-neuronales\/","url_meta":{"origin":2220,"position":2},"title":"Que son las redes neuronales?","author":"Daniel Fischer","date":"2016-03-27","format":false,"excerpt":"Muchos han escuchado alguna vez hablar sobre las redes neuronales o la \"inteligencia artificial\" y hemos de ser honestos que cuando alguien utiliza aquellas palabras, suena como todo un Einstein de la computaci\u00f3n sacado de Terminator 2. B\u00e1sicamente, las redes neuronales, se aplican cuando el desarrollador no tiene la m\u00e1s\u2026","rel":"","context":"In &quot;Uncategorized&quot;","block_context":{"text":"Uncategorized","link":"https:\/\/geekosas.com\/index.php\/es\/category\/uncategorized-es\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/03\/ai.jpg?fit=608%2C211&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/03\/ai.jpg?fit=608%2C211&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/03\/ai.jpg?fit=608%2C211&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":2186,"url":"https:\/\/geekosas.com\/index.php\/es\/2017\/08\/09\/dictare-un-curso-de-r\/","url_meta":{"origin":2220,"position":3},"title":"Dictar\u00e9 un curso de R","author":"Daniel Fischer","date":"2017-08-09","format":false,"excerpt":"El curso ser\u00e1 en Microsoft Chile el d\u00eda 22 de septiembre: El intensivo R es un evento pensado para quienes tienen necesidades de an\u00e1lisis de datos y creaci\u00f3n de modelos\u00a0en su trabajo y quieran\u00a0obtener en 1 d\u00eda\u00a0los conocimientos te\u00f3ricos y pr\u00e1cticos para comenzar a resolver sus desaf\u00edos anal\u00edticos con esta\u2026","rel":"","context":"In &quot;Sin categor\u00eda&quot;","block_context":{"text":"Sin categor\u00eda","link":"https:\/\/geekosas.com\/index.php\/category\/sin-categoria\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/11\/RStudio-Ball.png?fit=1000%2C1000&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/11\/RStudio-Ball.png?fit=1000%2C1000&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/11\/RStudio-Ball.png?fit=1000%2C1000&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2016\/11\/RStudio-Ball.png?fit=1000%2C1000&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":2755,"url":"https:\/\/geekosas.com\/index.php\/es\/2019\/08\/26\/destapando-promedios-v2\/","url_meta":{"origin":2220,"position":4},"title":"Destapando Promedios V2","author":"Daniel Fischer","date":"2019-08-26","format":false,"excerpt":"Unos d\u00edas atr\u00e1s escrib\u00ed el articulo Destapando Promedios que b\u00e1sicamente lo que hac\u00eda era abrir un valor promedio en factores utilizando arboles, por favor leer el articulo antes de seguir. En ese an\u00e1lisis de ejemplo yo cree el dataset y por ende sabia exactamente donde estaba el cambio, el cual\u2026","rel":"","context":"In &quot;Sin categor\u00eda&quot;","block_context":{"text":"Sin categor\u00eda","link":"https:\/\/geekosas.com\/index.php\/category\/sin-categoria\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/08\/averages.jpeg?fit=500%2C345&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":2269,"url":"https:\/\/geekosas.com\/index.php\/es\/2017\/12\/18\/estimacion-repartija-de-votos-segunda-vuelta-presidenciales-chile-2017\/","url_meta":{"origin":2220,"position":5},"title":"Estimaci\u00f3n repartija de votos segunda vuelta presidenciales Chile 2017","author":"Daniel Fischer","date":"2017-12-18","format":false,"excerpt":"Este Articulo fu\u00e9 hecho apurado y con pocos datos, el definitivo est\u00e1 en\u00a0Quien vot\u00f3 por cada Candidato? Despu\u00e9s de la primera vuelta de las elecciones presidenciales de Chile, es tradicional que cada uno de los candidatos comienza a \"rematar\" los votos de sus seguidores a aquel candidato con el que\u2026","rel":"","context":"In &quot;Sin categor\u00eda&quot;","block_context":{"text":"Sin categor\u00eda","link":"https:\/\/geekosas.com\/index.php\/category\/sin-categoria\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/12\/segunda-vuelta.jpg?fit=710%2C399&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/12\/segunda-vuelta.jpg?fit=710%2C399&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/12\/segunda-vuelta.jpg?fit=710%2C399&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/12\/segunda-vuelta.jpg?fit=710%2C399&ssl=1&resize=700%2C400 2x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts\/2220","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/comments?post=2220"}],"version-history":[{"count":3,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts\/2220\/revisions"}],"predecessor-version":[{"id":2229,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts\/2220\/revisions\/2229"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/media\/2222"}],"wp:attachment":[{"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/media?parent=2220"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/categories?post=2220"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/tags?post=2220"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}