{"id":10258,"date":"2022-03-23T14:04:22","date_gmt":"2022-03-23T07:04:22","guid":{"rendered":"https:\/\/binus.ac.id\/malang\/?p=10258"},"modified":"2022-03-23T14:04:22","modified_gmt":"2022-03-23T07:04:22","slug":"eksplorasi-data","status":"publish","type":"post","link":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/","title":{"rendered":"Eksplorasi Data"},"content":{"rendered":"<p style=\"text-align: justify\">Data dapat diperoleh dari sumber manapun, baik yang bersifat terstruktur maupun yang tidak terstruktur. Namun, data yang diperoleh tersebut tidak selalu memenuhi kebutuhan, maka perlu dilakukan eksplorasi lebih lanjut untuk bisa mendapatkan data yang diharapkan. Beberapa teknik yang dilakukan diantaranya adalah scraping dan crawling, yaitu mengeksplorasi data yang terdapat di media sosial atau website. Selain itu, eksplorasi data juga dapat dilakukan dengan proses query untuk mendapatkan data dari data warehouse atau storage. Proses eksplorasi data ini dapat disebut juga dengan penambangan data (data mining). Package R untuk data science adalah:<\/p>\n<ol>\n<li><strong> Machine learning <\/strong><\/li>\n<\/ol>\n<p style=\"padding-left: 40px\">1.1 Library Caret<\/p>\n<p style=\"padding-left: 40px\">1.2 Library mlr<\/p>\n<p style=\"padding-left: 40px\">1.3 Library Random Forest<\/p>\n<p style=\"padding-left: 40px\">1.4 Library vcd<\/p>\n<p style=\"padding-left: 40px\">1.5 Library glmnet<\/p>\n<ol start=\"2\">\n<li><strong> Data visualization <\/strong><\/li>\n<\/ol>\n<p style=\"padding-left: 40px\">2.1 Library ggvis<\/p>\n<p style=\"padding-left: 40px\">2.2 Library ggplot2<\/p>\n<p style=\"padding-left: 40px\">2.3 Library widget html<\/p>\n<p style=\"padding-left: 40px\">2.4 Library rgl<\/p>\n<ol start=\"3\">\n<li><strong> Data manipulation <\/strong><\/li>\n<\/ol>\n<p style=\"padding-left: 40px\">3.1 Library data table<\/p>\n<p style=\"padding-left: 40px\">3.2 Library readr<\/p>\n<p style=\"padding-left: 40px\">3.3 Library Tidyr<\/p>\n<p style=\"padding-left: 40px\">3.4 Library Lubridate<\/p>\n<p style=\"padding-left: 40px\">3.5 Library stringr.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data dapat diperoleh dari sumber manapun, baik yang bersifat terstruktur maupun yang tidak terstruktur. Namun, data yang diperoleh tersebut tidak selalu memenuhi kebutuhan, maka perlu dilakukan eksplorasi lebih lanjut untuk bisa mendapatkan data yang diharapkan. Beberapa teknik yang dilakukan diantaranya adalah scraping dan crawling, yaitu mengeksplorasi data yang terdapat di media sosial atau website. Selain [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[],"class_list":["post-10258","post","type-post","status-publish","format-standard","hentry","category-computer-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Eksplorasi Data | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang<\/title>\n<meta name=\"description\" content=\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Eksplorasi Data | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\" \/>\n<meta property=\"og:description\" content=\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\" \/>\n<meta property=\"og:site_name\" content=\"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\" \/>\n<meta property=\"article:published_time\" content=\"2022-03-23T07:04:22+00:00\" \/>\n<meta name=\"author\" content=\"informatics\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"informatics\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\"},\"author\":{\"name\":\"informatics\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183\"},\"headline\":\"Eksplorasi Data\",\"datePublished\":\"2022-03-23T07:04:22+00:00\",\"dateModified\":\"2022-03-23T07:04:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\"},\"wordCount\":129,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\"},\"articleSection\":[\"Computer Science\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\",\"url\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\",\"name\":\"Eksplorasi Data | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\",\"isPartOf\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#website\"},\"datePublished\":\"2022-03-23T07:04:22+00:00\",\"dateModified\":\"2022-03-23T07:04:22+00:00\",\"description\":\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\",\"breadcrumb\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/binus.ac.id\/malang\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Eksplorasi Data\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#website\",\"url\":\"https:\/\/binus.ac.id\/malang\/\",\"name\":\"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\",\"description\":\"BINUS UNIVERSITY\",\"publisher\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/binus.ac.id\/malang\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\",\"name\":\"BINUS UNIVERSITY\",\"url\":\"https:\/\/binus.ac.id\/malang\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png\",\"contentUrl\":\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png\",\"width\":140,\"height\":84,\"caption\":\"BINUS UNIVERSITY\"},\"image\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183\",\"name\":\"informatics\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g\",\"caption\":\"informatics\"},\"url\":\"https:\/\/binus.ac.id\/malang\/author\/informatics\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Eksplorasi Data | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/","og_locale":"en_US","og_type":"article","og_title":"Eksplorasi Data | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","og_description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","og_url":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/","og_site_name":"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","article_published_time":"2022-03-23T07:04:22+00:00","author":"informatics","twitter_card":"summary_large_image","twitter_misc":{"Written by":"informatics","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#article","isPartOf":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/"},"author":{"name":"informatics","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183"},"headline":"Eksplorasi Data","datePublished":"2022-03-23T07:04:22+00:00","dateModified":"2022-03-23T07:04:22+00:00","mainEntityOfPage":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/"},"wordCount":129,"commentCount":0,"publisher":{"@id":"https:\/\/binus.ac.id\/malang\/#organization"},"articleSection":["Computer Science"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/","url":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/","name":"Eksplorasi Data | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","isPartOf":{"@id":"https:\/\/binus.ac.id\/malang\/#website"},"datePublished":"2022-03-23T07:04:22+00:00","dateModified":"2022-03-23T07:04:22+00:00","description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","breadcrumb":{"@id":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/binus.ac.id\/malang\/2022\/03\/eksplorasi-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/binus.ac.id\/malang\/"},{"@type":"ListItem","position":2,"name":"Eksplorasi Data"}]},{"@type":"WebSite","@id":"https:\/\/binus.ac.id\/malang\/#website","url":"https:\/\/binus.ac.id\/malang\/","name":"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","description":"BINUS UNIVERSITY","publisher":{"@id":"https:\/\/binus.ac.id\/malang\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/binus.ac.id\/malang\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/binus.ac.id\/malang\/#organization","name":"BINUS UNIVERSITY","url":"https:\/\/binus.ac.id\/malang\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/","url":"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png","contentUrl":"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png","width":140,"height":84,"caption":"BINUS UNIVERSITY"},"image":{"@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183","name":"informatics","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g","caption":"informatics"},"url":"https:\/\/binus.ac.id\/malang\/author\/informatics\/"}]}},"_links":{"self":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/10258","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/comments?post=10258"}],"version-history":[{"count":1,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/10258\/revisions"}],"predecessor-version":[{"id":10259,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/10258\/revisions\/10259"}],"wp:attachment":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/media?parent=10258"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/categories?post=10258"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/tags?post=10258"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}