{"id":9554,"date":"2014-03-26T13:59:49","date_gmt":"2014-03-26T12:59:49","guid":{"rendered":"http:\/\/catai.net\/blog\/?p=9554"},"modified":"2014-03-26T14:18:06","modified_gmt":"2014-03-26T13:18:06","slug":"big-data-definition-in-healthcare","status":"publish","type":"post","link":"https:\/\/catai.net\/blog\/2014\/03\/big-data-definition-in-healthcare\/","title":{"rendered":"BIG DATA definition in Healthcare."},"content":{"rendered":"<p><strong>Data<\/strong> can be classified in 3 groups.<\/p>\n<ol>\n<li><strong>Structured<\/strong> data. ie. Any data structured in a data base<\/li>\n<li><strong>Semi-structured<\/strong> data. ie. Any data coming from an XML document, since it can be partially stored into a data base.<\/li>\n<li><strong>Unstructured<\/strong> data or<a href=\"http:\/\/www.revelytix.com\/?q=content\/hadoop-ecosystem\"> BIG DATA<\/a>.\u00a0 Data from social media sites, web logs etc&#8230; that cannot be stored analysed and processed in databases.<\/li>\n<\/ol>\n<p>This means that the idea that you can extract from millions of Clinical health records processed together as BIG DATA relevant information is basically wrong, since a CHR is main a structured or semi-structured data furfilling standards and specific vocabularies into XML structures.<\/p>\n<p>And although it is true that part of the information could be unstructure and processed as BIG DATA with tools such as <a href=\"http:\/\/www.slideshare.net\/j_singh\/the-hadoop-ecosystem-11971869\">HADOOP ecosystem<\/a>, on the reality is that in most of the cases have to be processed as multimedia relational data bases.<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/image.slidesharecdn.com\/apachehadoopecosystemmarch2013sachinghaiv1-130312040749-phpapp01\/95\/slide-2-638.jpg?cb=1363083862\" alt=\"\" data-small=\"http:\/\/image.slidesharecdn.com\/apachehadoopecosystemmarch2013sachinghaiv1-130312040749-phpapp01\/85\/slide-2-320.jpg?cb=1363083862\" data-full=\"http:\/\/image.slidesharecdn.com\/apachehadoopecosystemmarch2013sachinghaiv1-130312040749-phpapp01\/95\/slide-2-1024.jpg?cb=1363083862\" data-normal=\"http:\/\/image.slidesharecdn.com\/apachehadoopecosystemmarch2013sachinghaiv1-130312040749-phpapp01\/95\/slide-2-638.jpg?cb=1363083862\" \/><\/p>\n<p>On this regard the<a href=\"http:\/\/www.hadoopsphere.com\/2013\/03\/apache-hadoop-ecosystem-march-2013_12.html\"> essential tools of the big data<\/a> processing systems such as:<\/p>\n<ul>\n<li>Distributed file systems (DFS): \u00a0concentrate in several servers the data according to different criteria.<\/li>\n<li>Map reduce framework :\u00a0 reduce task take the output from the map task and reduce it into single key\/value pair for each input.<\/li>\n<li>Stored values in column data bases: Obviously with a fast read acces.<\/li>\n<li>Access the data with a query tool similar to an SQL.<\/li>\n<li>Use distributed coordinated services, designed to run over a cluster of machines. Highly available services to manage operations and components.<\/li>\n<li>Redistributed data using a tool capable of moving data between relational daba bases and data warehouses.<\/li>\n<li>Dedicated service to collect, aggregate and move large amount of data from individual machines to the distributed file system.<\/li>\n<\/ul>\n<div><\/div>\n<p><strong>InMemory processing<\/strong> in Spark.<br \/>\n<iframe loading=\"lazy\" src=\"\/\/www.youtube.com\/embed\/N3ITxQcf6uQ\" frameborder=\"0\" width=\"420\" height=\"315\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data can be classified in 3 groups. Structured data. ie. Any data structured in a data base Semi-structured data. ie. Any data coming from an XML document, since it can be partially stored into a data base. Unstructured data or BIG DATA.\u00a0 Data from social media sites, web logs etc&#8230; that cannot be stored analysed [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"give_campaign_id":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[21,1,38,28,29,32],"tags":[],"class_list":["post-9554","post","type-post","status-publish","format-standard","hentry","category-educacion","category-general","category-contratacion-externa","category-sanidad","category-seguridad","category-sociedad_red"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>BIG DATA definition in Healthcare. | Telemedicina<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/catai.net\/blog\/2014\/03\/big-data-definition-in-healthcare\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"BIG DATA definition in Healthcare. | Telemedicina\" \/>\n<meta property=\"og:description\" content=\"Data can be classified in 3 groups. 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