{"id":2064,"date":"2017-04-23T08:42:46","date_gmt":"2017-04-23T11:42:46","guid":{"rendered":"https:\/\/geekosas.wordpress.com\/?p=2064"},"modified":"2026-05-23T18:00:11","modified_gmt":"2026-05-23T16:00:11","slug":"peliculas-2016","status":"publish","type":"post","link":"https:\/\/geekosas.com\/index.php\/es\/2017\/04\/23\/peliculas-2016\/","title":{"rendered":"Pel\u00edculas 2016"},"content":{"rendered":"<p>Las pel\u00edculas nos hacen re\u00edr, llorar y algunas&#8230; dormir, por lo que decid\u00ed realizar un peque\u00f1o an\u00e1lisis sobre las pel\u00edculas del 2016<\/p>\n<p>Al igual que con <a href=\"https:\/\/www.geekosas.com\/index.php\/2017\/02\/20\/video-juegos-y-data-science\/\" target=\"_blank\" rel=\"noopener noreferrer\">V\u00eddeo Juegos y Data Science<\/a>, hicimos un web scraping del sitio\u00a0<a href=\"http:\/\/www.metacritic.com\/\">www.metacritic.com<\/a>\u00a0para generar una base de datos, en la cual, para cada pel\u00edcula obtuvimos la siguiente informaci\u00f3n:<\/p>\n<ul>\n<li>Pais de Origen<\/li>\n<li>Generos<\/li>\n<li>Idioma<\/li>\n<li>metascore (puntaje promedio obtenido por reveiws)<\/li>\n<li>Productora<\/li>\n<li>Rating<\/li>\n<li>Duraci\u00f3n<\/li>\n<li>Resumen<\/li>\n<li>userscore (puntaje promedio asignado por personas)<\/li>\n<\/ul>\n<p>La base de datos est\u00e1 disponible para bajarla al final del art\u00edculo.<\/p>\n<h3>An\u00e1lisis Descriptivo<\/h3>\n<p>De las\u00a0610 pel\u00edculas disponibles en el sitio, 596 descargadas correctamente, pero solo 398\u00a0tienen todos los datos, por lo que trabajaremos con una muestra correspondiente al 63% de las peliculas de metacritic.<\/p>\n<p>Las variables num\u00e9ricas son el userscore, metascore y la diferencia entre los dos (metascore &#8211; userscore) llamado bonnus (cuanto puntaje regalaron los reviews), como podemos ver en el siguiente cuadro, las 3 variables siguen una distribuci\u00f3n normal, importante para realizar los modelos, y lo primero que detectamos es que en general las personas entregan 4.70 puntos mas que los reviews, esto es opuesto a lo que\u00a0<a href=\"http:\/\/www.geekosas.com\/index.php\/2017\/02\/20\/video-juegos-y-data-science\/\" target=\"_blank\" rel=\"noopener noreferrer\">ocurre en video-juegos<\/a>.<\/p>\n<table border=\"1\">\n<tbody>\n<tr>\n<th>variable<\/th>\n<th>promedio<\/th>\n<th>desvest<\/th>\n<th>shapiro<\/th>\n<\/tr>\n<tr>\n<td>bonnus<\/td>\n<td align=\"right\">-4.70<\/td>\n<td align=\"right\">13.43<\/td>\n<td align=\"right\">0.05<\/td>\n<\/tr>\n<tr>\n<td>userscore<\/td>\n<td align=\"right\">63.93<\/td>\n<td align=\"right\">14.15<\/td>\n<td align=\"right\">0.00<\/td>\n<\/tr>\n<tr>\n<td>metascore<\/td>\n<td align=\"right\">59.23<\/td>\n<td align=\"right\">18.14<\/td>\n<td align=\"right\">0.00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Histograma\u00a0de las variables:<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2149\" data-permalink=\"https:\/\/geekosas.com\/index.php\/es\/2017\/04\/23\/peliculas-2016\/histogramas\/\" data-orig-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/03\/histogramas.png?fit=1000%2C400&amp;ssl=1\" data-orig-size=\"1000,400\" 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=\"histogramas\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/03\/histogramas.png?fit=1000%2C400&amp;ssl=1\" class=\"alignnone wp-image-2149\" src=\"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/03\/histogramas-300x120.png?resize=1030%2C412\" alt=\"\" width=\"1030\" height=\"412\" srcset=\"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/03\/histogramas.png?resize=300%2C120&amp;ssl=1 300w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/03\/histogramas.png?resize=768%2C307&amp;ssl=1 768w, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/03\/histogramas.png?w=1000&amp;ssl=1 1000w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>An\u00e1lisis de G\u00e9neros<\/h3>\n<p>Veamos cuales con las pel\u00edculas favoritas de las personas, para ello en la siguiente tabla ordenamos decreciente-mente el userscore promedio para cada g\u00e9nero (recordar que cada pel\u00edcula puede tener m\u00e1s de un g\u00e9nero). De inmediato detectamos que las pel\u00edculas con una connotaci\u00f3n cultural (Documentay, Music, Musical, History, Biography) tienen los puntajes m\u00e1s altos\u00a0y\u00a0el bonnus que da la critica es mayor al promedio, por otro lado, las pel\u00edculas peor percibidas por son:\u00a0Horror,\u00a0Thriller,\u00a0Sci-Fi,\u00a0Comedy,\u00a0Action.<\/p>\n<p>Lo interesante es que\u00a0Comedy,\u00a0Action,\u00a0Thriller de son las categor\u00edas m\u00e1s frecuentes, mientras que las pel\u00edculas con una connotaci\u00f3n cultural, con de las menos frecuentes.<\/p>\n<table border=\"1\">\n<tbody>\n<tr>\n<th>genre<\/th>\n<th>frecuencia<\/th>\n<th>userscore<\/th>\n<th>metascore<\/th>\n<th>bonnus<\/th>\n<\/tr>\n<tr>\n<td>Documentary<\/td>\n<td align=\"right\">27<\/td>\n<td align=\"right\">71.30<\/td>\n<td align=\"right\">76.70<\/td>\n<td align=\"right\">5.41<\/td>\n<\/tr>\n<tr>\n<td>Music<\/td>\n<td align=\"right\">14<\/td>\n<td align=\"right\">70.57<\/td>\n<td align=\"right\">67.93<\/td>\n<td align=\"right\">-2.64<\/td>\n<\/tr>\n<tr>\n<td>Musical<\/td>\n<td align=\"right\">10<\/td>\n<td align=\"right\">70.50<\/td>\n<td align=\"right\">69.20<\/td>\n<td align=\"right\">-1.30<\/td>\n<\/tr>\n<tr>\n<td>History<\/td>\n<td align=\"right\">27<\/td>\n<td align=\"right\">68.11<\/td>\n<td align=\"right\">66.26<\/td>\n<td align=\"right\">-1.85<\/td>\n<\/tr>\n<tr>\n<td>Romance<\/td>\n<td align=\"right\">56<\/td>\n<td align=\"right\">67.36<\/td>\n<td align=\"right\">61.89<\/td>\n<td align=\"right\">-5.46<\/td>\n<\/tr>\n<tr>\n<td>Biography<\/td>\n<td align=\"right\">38<\/td>\n<td align=\"right\">67.32<\/td>\n<td align=\"right\">63.47<\/td>\n<td align=\"right\">-3.84<\/td>\n<\/tr>\n<tr>\n<td>War<\/td>\n<td align=\"right\">14<\/td>\n<td align=\"right\">66.79<\/td>\n<td align=\"right\">59.00<\/td>\n<td align=\"right\">-7.79<\/td>\n<\/tr>\n<tr>\n<td>Sport<\/td>\n<td align=\"right\">9<\/td>\n<td align=\"right\">66.00<\/td>\n<td align=\"right\">58.78<\/td>\n<td align=\"right\">-7.22<\/td>\n<\/tr>\n<tr>\n<td>Animation<\/td>\n<td align=\"right\">23<\/td>\n<td align=\"right\">65.91<\/td>\n<td align=\"right\">60.43<\/td>\n<td align=\"right\">-5.48<\/td>\n<\/tr>\n<tr>\n<td>Drama<\/td>\n<td align=\"right\">231<\/td>\n<td align=\"right\">65.75<\/td>\n<td align=\"right\">61.80<\/td>\n<td align=\"right\">-3.95<\/td>\n<\/tr>\n<tr>\n<td>Fantasy<\/td>\n<td align=\"right\">39<\/td>\n<td align=\"right\">65.10<\/td>\n<td align=\"right\">55.36<\/td>\n<td align=\"right\">-9.74<\/td>\n<\/tr>\n<tr>\n<td>Crime<\/td>\n<td align=\"right\">52<\/td>\n<td align=\"right\">65.02<\/td>\n<td align=\"right\">57.13<\/td>\n<td align=\"right\">-7.88<\/td>\n<\/tr>\n<tr>\n<td>Mystery<\/td>\n<td align=\"right\">37<\/td>\n<td align=\"right\">64.27<\/td>\n<td align=\"right\">54.27<\/td>\n<td align=\"right\">-10.00<\/td>\n<\/tr>\n<tr>\n<td>Adventure<\/td>\n<td align=\"right\">70<\/td>\n<td align=\"right\">63.66<\/td>\n<td align=\"right\">54.93<\/td>\n<td align=\"right\">-8.73<\/td>\n<\/tr>\n<tr>\n<td>Family<\/td>\n<td align=\"right\">33<\/td>\n<td align=\"right\">63.12<\/td>\n<td align=\"right\">56.45<\/td>\n<td align=\"right\">-6.67<\/td>\n<\/tr>\n<tr>\n<td>Western<\/td>\n<td align=\"right\">6<\/td>\n<td align=\"right\">61.83<\/td>\n<td align=\"right\">56.83<\/td>\n<td align=\"right\">-5.00<\/td>\n<\/tr>\n<tr>\n<td>Action<\/td>\n<td align=\"right\">78<\/td>\n<td align=\"right\">61.72<\/td>\n<td align=\"right\">50.27<\/td>\n<td align=\"right\">-11.45<\/td>\n<\/tr>\n<tr>\n<td>Comedy<\/td>\n<td align=\"right\">129<\/td>\n<td align=\"right\">61.64<\/td>\n<td align=\"right\">56.99<\/td>\n<td align=\"right\">-4.64<\/td>\n<\/tr>\n<tr>\n<td>Sci-Fi<\/td>\n<td align=\"right\">39<\/td>\n<td align=\"right\">61.59<\/td>\n<td align=\"right\">51.64<\/td>\n<td align=\"right\">-9.95<\/td>\n<\/tr>\n<tr>\n<td>Thriller<\/td>\n<td align=\"right\">119<\/td>\n<td align=\"right\">61.47<\/td>\n<td align=\"right\">53.85<\/td>\n<td align=\"right\">-7.62<\/td>\n<\/tr>\n<tr>\n<td>Horror<\/td>\n<td align=\"right\">52<\/td>\n<td align=\"right\">59.48<\/td>\n<td align=\"right\">52.13<\/td>\n<td align=\"right\">-7.35<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Conclusi\u00f3n<\/h3>\n<p>Las pel\u00edculas m\u00e1s frecuentes son aquellas que no le gustan a las personas, mientras que las menos frecuentes son las mejor recibidas, es interesante que la industria del cine no realice este an\u00e1lisis y se cuestione que tipo de pel\u00edculas filmar.<\/p>\n<p>Pero por mientras, cuando veas la cartelera y nada te llame la atenci\u00f3n, recuerda este articulo, r\u00edete para adentro y netflix&#8217;n chill.<\/p>\n<h3>Adjuntos<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.geekosas.com\/wp-content\/uploads\/2017\/03\/bd_peliculas.csv\">bd_peliculas<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Las pel\u00edculas nos hacen re\u00edr, llorar y algunas&#8230; dormir, por lo que decid\u00ed realizar un peque\u00f1o an\u00e1lisis sobre las pel\u00edculas del 2016 Al igual que <a class=\"mh-excerpt-more\" href=\"https:\/\/geekosas.com\/index.php\/es\/2017\/04\/23\/peliculas-2016\/\" title=\"Pel\u00edculas 2016\">[&#8230;]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":2162,"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":[13],"tags":[],"class_list":["post-2064","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-es"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2017\/03\/cine.jpg?fit=339%2C295&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p8vjqF-xi","jetpack-related-posts":[{"id":1380,"url":"https:\/\/geekosas.com\/index.php\/es\/2017\/02\/20\/video-juegos-y-data-science\/","url_meta":{"origin":2064,"position":0},"title":"Video-juegos y Estadistica","author":"Daniel Fischer","date":"2017-02-20","format":false,"excerpt":"La industria de los videojuegos ha crecido exponencialmente, se han creado nuevos g\u00e9neros de juegos, nuevos modelos de negocios, nuevos tipos de gamers y nuevos dispositivos para jugar, pero lo que no cambia es que siguen existiendo los llamados juegos triple A. Los juegos triple A se caracterizan por pertenecer\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\/www.geekosas.com\/wp-content\/uploads\/2017\/02\/fifa-300x121.jpg?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/02\/fifa-300x121.jpg?resize=350%2C200 1x, https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/02\/fifa-300x121.jpg?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2017\/02\/fifa-300x121.jpg?resize=700%2C400 2x"},"classes":[]},{"id":2329,"url":"https:\/\/geekosas.com\/index.php\/es\/2018\/04\/12\/han-empeorado-los-videojuegos\/","url_meta":{"origin":2064,"position":1},"title":"Han empeorado los videojuegos?","author":"Daniel Fischer","date":"2018-04-12","format":false,"excerpt":"Introducci\u00f3n \/ Abstract Un data scientist es aquel que logra hacer que los datos le hablen, es b\u00e1sicamente una converzaci\u00f3n, donde les haces preguntas y los datos de responden. En este notebook quiero compartir mi ultima converzaci\u00f3n con este dataset con las notas que le han puesto a distintos videojuegos,\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\/2018\/04\/consoles-800x491.jpg?fit=800%2C491&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2018\/04\/consoles-800x491.jpg?fit=800%2C491&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2018\/04\/consoles-800x491.jpg?fit=800%2C491&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2018\/04\/consoles-800x491.jpg?fit=800%2C491&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":2656,"url":"https:\/\/geekosas.com\/index.php\/es\/2019\/02\/20\/gender-pay-gap-en-tecnologia\/","url_meta":{"origin":2064,"position":2},"title":"Gender Pay Gap en Tecnolog\u00eda","author":"Daniel Fischer","date":"2019-02-20","format":false,"excerpt":"El Gender Pay Gap consiste en la diferencia que existe en promedio en los sueldos de Hombres vs el de las Mujeres. Hoy en d\u00eda existen personas que atribuyen lo anterior a una discriminaci\u00f3n, mientras que otros dicen que es debido a las decisiones que en promedio los hombres toman\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\/GenderPayGap-201803070107196681-20180404082357920.jpg?fit=619%2C413&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/02\/GenderPayGap-201803070107196681-20180404082357920.jpg?fit=619%2C413&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/02\/GenderPayGap-201803070107196681-20180404082357920.jpg?fit=619%2C413&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":2743,"url":"https:\/\/geekosas.com\/index.php\/es\/2019\/08\/04\/destapando-los-promedios\/","url_meta":{"origin":2064,"position":3},"title":"Destapando los promedios","author":"Daniel Fischer","date":"2019-08-04","format":false,"excerpt":"Como dicen por ah\u00ed, los promedios esconden muchas cosas, en el articulo gender-pay-gap-en-tecnologia vimos un an\u00e1lisis que mostraba como, para esos datos, la diferencia de sueldos entre hombres y mujeres puede entenderse con factores distintos al g\u00e9nero. Ahora vamos a ver una t\u00e9cnica, basada en machine learning, muy simple de\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\/distribution.png?fit=1200%2C767&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/08\/distribution.png?fit=1200%2C767&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/08\/distribution.png?fit=1200%2C767&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/08\/distribution.png?fit=1200%2C767&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/geekosas.com\/wp-content\/uploads\/2019\/08\/distribution.png?fit=1200%2C767&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":2771,"url":"https:\/\/geekosas.com\/index.php\/es\/2020\/04\/07\/comparativa-entre-julia-python-y-r\/","url_meta":{"origin":2064,"position":4},"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":2385,"url":"https:\/\/geekosas.com\/index.php\/es\/2018\/06\/18\/separar-efectos-y-analisis-de-camada\/","url_meta":{"origin":2064,"position":5},"title":"Separar Efectos y An\u00e1lisis de Camada","author":"Daniel Fischer","date":"2018-06-18","format":false,"excerpt":"En los negocios de suscripci\u00f3n (Diarios, Celular, Seguros, etc...) el negocio siempre es el mismo: captar a un cliente y luego recibir flujos de dinero asociados a un servicio provisto por la empresa, el d\u00eda que el cliente corta el servicio se llama CHURN y el cliente pasa a estar\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\/www.geekosas.com\/wp-content\/uploads\/2018\/06\/pressent-value.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2018\/06\/pressent-value.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2018\/06\/pressent-value.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.geekosas.com\/wp-content\/uploads\/2018\/06\/pressent-value.png?resize=700%2C400 2x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts\/2064","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=2064"}],"version-history":[{"count":7,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts\/2064\/revisions"}],"predecessor-version":[{"id":3290,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/posts\/2064\/revisions\/3290"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/media\/2162"}],"wp:attachment":[{"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/media?parent=2064"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/categories?post=2064"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geekosas.com\/index.php\/wp-json\/wp\/v2\/tags?post=2064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}