{"id":2082,"date":"2023-12-05T13:22:18","date_gmt":"2023-12-05T13:22:18","guid":{"rendered":"https:\/\/see-ec.org\/wordpress\/?post_type=product&#038;p=2082"},"modified":"2025-03-12T14:24:35","modified_gmt":"2025-03-12T19:24:35","slug":"analitica-espacial-a-gran-escala-con-python-y-spark-2","status":"publish","type":"product","link":"https:\/\/see-ec.org\/wordpress\/producto\/analitica-espacial-a-gran-escala-con-python-y-spark-2\/","title":{"rendered":"Anal\u00edtica espacial a gran escala con Python y Spark"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">En algunos casos, el procesamiento de grandes cantidades de datos que se relacionan al an\u00e1lisis espacial puede ser complicado debido al requerimiento de recursos computacionales. Es por ello que hoy en d\u00eda el uso combinado de frameworks como Apache Spark y Python es una alternativa \u00fatil y r\u00e1pida para el c\u00f3mputo distribuido.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">En este curso aprender\u00e1s el uso de GeoPandas para la lectura de datos espaciales y su conexi\u00f3n a PySpark con el objetivo de realizar an\u00e1lisis geogr\u00e1fico. Adem\u00e1s, aprender\u00e1s a usar Apache Sedona (a trav\u00e9s de su API en Python) para manejar datos espaciales directamente en PySpark.<\/span><\/p>\n<h3>Contenido:<\/h3>\n<ul>\n<li>Introducci\u00f3n <span style=\"font-weight: 400;\">a los shapefiles<\/span>\n<ul>\n<li><span style=\"font-weight: 400;\">Archivos SHP en Python<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Paquetes necesarios para la visualizaci\u00f3n geogr\u00e1fica en python<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Lectura de geometr\u00edas<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Lectura de registros<br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<li><span style=\"font-weight: 400;\">GeoPandas y Spark<\/span>\n<ul>\n<li><span style=\"font-weight: 400;\">Introducci\u00f3n a GeoPandas<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Introducci\u00f3n a pyspark<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Formatos: Well Known Text (WKT) y Well Known Binary (WKB)<\/span><\/li>\n<li><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Uso de GeoPandas y pyspark<\/span><\/span>&nbsp;<\/li>\n<\/ul>\n<\/li>\n<li><span style=\"font-weight: 400;\">Caso pr\u00e1ctico<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<h3>Capacitador<\/h3>\n<h4><b>Hugo Porras, MSc.<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Ingeniero en ciencias econ\u00f3micas y financieras de la Escuela Polit\u00e9cnica Nacional y m\u00e1ster en inteligencia artificial de la Universidad Internacional de la Rioja. Tiene 4 a\u00f1os de experiencia como cient\u00edfico de datos y 6 en el \u00e1rea de investigaci\u00f3n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Actualmente se desempe\u00f1a como Cient\u00edfico de Datos Senior en Banco Pichincha. Trabaja adem\u00e1s como consultor e investigador independiente en temas relacionados a finanzas de bienes ra\u00edces, econom\u00eda del bienestar, econom\u00eda geogr\u00e1fica e IA aplicada a las ciencias sociales.<\/span><\/p>\n","protected":false},"featured_media":2114,"template":"","meta":{"nf_dc_page":"","content-type":"","om_disable_all_campaigns":false,"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false},"product_brand":[],"product_cat":[29,44],"product_tag":[],"class_list":{"0":"post-2082","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-geoestadistica","7":"product_cat-python","9":"first","10":"outofstock","11":"virtual","12":"product-type-simple"},"aioseo_notices":[],"uagb_featured_image_src":{"full":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?fit=1000%2C1000&ssl=1",1000,1000,false],"thumbnail":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?resize=150%2C150&ssl=1",150,150,true],"medium":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?fit=300%2C300&ssl=1",300,300,true],"medium_large":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?fit=678%2C678&ssl=1",678,678,true],"large":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?fit=678%2C678&ssl=1",678,678,true],"1536x1536":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?fit=1000%2C1000&ssl=1",1000,1000,true],"2048x2048":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?fit=1000%2C1000&ssl=1",1000,1000,true],"post-thumbnail":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?resize=150%2C150&ssl=1",150,150,true],"gurukul-related":["https:\/\/i0.wp.com\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png?resize=200%2C125&ssl=1",200,125,true],"woocommerce_thumbnail":["https:\/\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1-300x300.png",300,300,true],"woocommerce_single":["https:\/\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1.png",600,600,false],"woocommerce_gallery_thumbnail":["https:\/\/see-ec.org\/wordpress\/wp-content\/uploads\/2023\/12\/ANALITICA-ESPACIAL-A-GRAN-ESCALA-CON-PYTHON-Y-SPARK-1-100x100.png",100,100,true]},"uagb_author_info":{"display_name":"see.ecuador2","author_link":"https:\/\/see-ec.org\/wordpress\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Capacitador Hugo Porras, MSc. Ingeniero en ciencias econ\u00f3micas y financieras de la Escuela Polit\u00e9cnica Nacional y m\u00e1ster en inteligencia artificial de la Universidad Internacional de la Rioja. Tiene 4 a\u00f1os de experiencia como cient\u00edfico de datos y 6 en el \u00e1rea de investigaci\u00f3n. Actualmente se desempe\u00f1a como Cient\u00edfico de Datos Senior en Banco Pichincha. Trabaja&hellip;","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/product\/2082","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/types\/product"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/media\/2114"}],"wp:attachment":[{"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/media?parent=2082"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/product_brand?post=2082"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/product_cat?post=2082"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/see-ec.org\/wordpress\/wp-json\/wp\/v2\/product_tag?post=2082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}