{"id":5057,"date":"2014-05-30T10:58:29","date_gmt":"2014-05-30T14:58:29","guid":{"rendered":"http:\/\/www.iri.com\/blog\/?p=5057"},"modified":"2019-04-04T09:08:56","modified_gmt":"2019-04-04T13:08:56","slug":"finding-dark-data-unstructured-sources","status":"publish","type":"post","link":"https:\/\/www.iri.com\/blog\/migration\/data-migration\/finding-dark-data-unstructured-sources\/","title":{"rendered":"Finding Dark Data in Unstructured Sources"},"content":{"rendered":"<pre>Update April 2019: Added more unstructured file formats.<\/pre>\n<p><em>This is the first of a three-part blog series introducing IRI&#8217;s\u00a0new data structuring technology. This article\u00a0defines\u00a0&#8220;dark data&#8221; and the unstructured sources IRI now supports. The second article shows\u00a0<a title=\"Using the Data Restructuring Wizard to Unlock Unstructured Data Blog\" href=\"http:\/\/www.iri.com\/blog\/data-transformation2\/unstructured-data-data-restructuring-wizard\/\" target=\"_blank\" rel=\"noopener\">how the Data Restructuring wizard works<\/a>, and the third shows how the <a title=\"Using CoSort on Restructured Data in the IRI Workbench Blog\" href=\"http:\/\/www.iri.com\/blog\/data-transformation2\/output-restructuring-wizard-cosort\/\" target=\"_blank\" rel=\"noopener\">restructured data can be used by all IRI software<\/a> products.<\/em><\/p>\n<p>According to Gartner Analyst Douglas Laney, \u201centerprise dark data\u201d is \u201c<em>un<\/em>utilized or <em>under<\/em>utilized information, collected generally for a single purpose \u2014 then forgotten or archived.\u201d<sup><a id=\"ref1\" href=\"#fn1\">1<\/a><\/sup>\u00a0 Much of the\u00a0<a href=\"http:\/\/www.gartner.com\/it-glossary\/dark-data\" target=\"_blank\" rel=\"noopener\">dark data<\/a> that corporations have is in unstructured data repositories.<\/p>\n<p>What is unstructured (vs. structured) data? According to Wikipedia, <a title=\"Unstructured Data Wikipedia\" href=\"http:\/\/en.wikipedia.org\/wiki\/Unstructured_data\" target=\"_blank\" rel=\"noopener\">unstructured data<\/a> is \u201cinformation that either does not have a pre-defined data model or is not organized in a pre-defined manner\u201d. It&#8217;s data that are not organized or classified in a way that can be easily grouped by subject; it&#8217;s mostly textual, but can also be images, audio, and video.<\/p>\n<p>And let&#8217;s not forget social media. Facebook, Twitter, LinkedIn, Pinterest, just to name a few \u2013 these all contain unstructured and semi-structured data. Valuable data that can be very beneficial to businesses, large and small. However, it really needs to be structured before it becomes useful.<\/p>\n<p>Structured data is of course the\u00a0opposite of unstructured data. Webopedia defines <a title=\"Structured Data Webopedia\" href=\"http:\/\/www.webopedia.com\/TERM\/S\/structured_data.html\" target=\"_blank\" rel=\"noopener\">structured data<\/a> as \u201cdata that resides in a fixed field within a record or file.\u201d It&#8217;s organized, and relies on a model that determines how the data is stored, processed, and accessed. Structured Query Language (SQL) is often used for managing structured data in database tables, just as <a href=\"http:\/\/www.iri.com\/products\/cosort\/sortcl\" target=\"_blank\" rel=\"noopener\">SortCL<\/a> data definition files (DDF) in <a href=\"http:\/\/www.iri.com\/products\/cosort\" target=\"_blank\" rel=\"noopener\">IRI CoSort<\/a> define the layouts of external, flat files.<\/p>\n<p>Semi-structured data is a cross between both structured and unstructured data. It has structured data but doesn&#8217;t fit into the formal models of relational databases or other sequential sources. Legacy (mainframe index) files are a good example of this hybrid, because they consist of structured elements and proprietary layouts. Many XML files may fall into this category, too, although there are also tons of flat (structured) and unstructured (free-form) XML documents.<\/p>\n<p>IRI software traditionally handled <a href=\"http:\/\/www.iri.com\/solutions\/big-data\" target=\"_blank\" rel=\"noopener\">big data<\/a> only in <a href=\"http:\/\/www.iri.com\/solutions\/big-data\/structured-data\" target=\"_blank\" rel=\"noopener\">structured sources<\/a>; i.e. all kinds of flat file formats and relational database tables that are extracted or reached via ODBC. <em>But now<\/em> it can also extract, structure, and process data in several semi- and unstructured data sources, including:<\/p>\n<p><strong>Unstructured Files<\/strong> (using the Data Structuring wizard in the <a href=\"http:\/\/www.iri.com\/products\/workbench\" target=\"_blank\" rel=\"noopener\">IRI Workbench<\/a> GUI, built on Eclipse\u2122)<\/p>\n<ul>\n<li>Free-form text (.txt)<\/li>\n<li>Microsoft Word documents (.doc and .docx)<\/li>\n<li>Adobe Portable Document Format (.pdf)<\/li>\n<li>Extensible Markup Language (.xml)<\/li>\n<li>E-mail messages (.eml)<\/li>\n<li>Microsoft Excel spreadsheets (.xls and .xlsx)<\/li>\n<li>Microsoft PowerPoint presentations (.ppt and .pptx)<\/li>\n<li>Microsoft Exchange and Outlook (.osd, and .pst)<\/li>\n<li>Rich Text Format (.rtf)<\/li>\n<li>Hypertext Markup Language files (.html)<\/li>\n<li>JavaScript Object Notation files (.json)<\/li>\n<li>Various image formats (.tiff, .jpeg, .png, .gif, .jp2, .jpx, .bmp)<\/li>\n<\/ul>\n<p><strong>Semi-structured Files<br \/>\n<\/strong><\/p>\n<ul>\n<li><a title=\"Handling ASN.1 Data with CoSort Blog\" href=\"http:\/\/www.iri.com\/blog\/data-transformation2\/handling-asn1-data-cosort\/\" target=\"_blank\" rel=\"noopener\">ASN.1<\/a> call detail record (CDR) files (via a CoSort \/ SortCL input procedure)<\/li>\n<li>C-ISAM, IMS, QSAM, VSAM and other mainframe files (using partner ODBC drivers)<\/li>\n<li>MF-ISAM and Vision index files (using embedded Micro Focus libraries)<\/li>\n<li>MongoDB (JSON) and XML -using JDBC drivers in IRI Workbench<\/li>\n<\/ul>\n<p>This structuring of data is all done by the <em>Data Restructuring<\/em> wizard.\u00a0The\u00a0<em>Data Restructuring<\/em>\u00a0wizard is bundled with the\u00a0Unstructured Data edition of the\u00a0<a href=\"http:\/\/www.iri.com\/products\/nextform\" target=\"_blank\" rel=\"noopener\">IRI NextForm<\/a>\u00a0data and database migration product. \u00a0The general idea is that, after parsing through the data in unstructured\u00a0sources,\u00a0you can output what you&#8217;re looking for into a structured text (flat) file, with its layouts automatically defined in a data definition file (.DDF). The file and its metadata repository are easily used and re-used by IRI software and\/or fed to other applications all within the same Eclipse\u00a0IDE, the <a href=\"http:\/\/www.iri.com\/products\/workbench\" target=\"_blank\" rel=\"noopener\">IRI Workbench<\/a>, for:<\/p>\n<ul>\n<li><a title=\"Data Integration Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/data-integration\" target=\"_blank\" rel=\"noopener\">Data Integration<\/a> and <a title=\"Data Transformation Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/data-transformation\" target=\"_blank\" rel=\"noopener\">Transformation<\/a><\/li>\n<li><a title=\"Data and Database Migration Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/data-and-database-migration\" target=\"_blank\" rel=\"noopener\">Data Migration<\/a> and <a title=\"Replication Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/data-and-database-migration\/replication\" target=\"_blank\" rel=\"noopener\">Replication<\/a><\/li>\n<li><a title=\"Data Masking Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/data-masking\" target=\"_blank\" rel=\"noopener\">Data Masking<\/a> (Encryption, De-ID, etc.)<\/li>\n<li><a title=\"Database Acceleration Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/database-acceleration\" target=\"_blank\" rel=\"noopener\">DB Load and Query Optimization<\/a><\/li>\n<li><a title=\"Reporting Business Intelligence Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/business-intelligence\/embedded-bi\/overview\">Reporting<\/a> or <a title=\"BI Tool Acceleration Solution Page\" href=\"http:\/\/www.iri.com\/solutions\/business-intelligence\/bi-tool-acceleration\/overview\" target=\"_blank\" rel=\"noopener\">Hand-offs<\/a> to BI Tools<\/li>\n<li>Population of CRM, DB,\u00a0ETL, and External Apps<\/li>\n<\/ul>\n<p>If you would like to see how to use the\u00a0<em>Data Restructuring\u00a0<\/em>wizard, you can visit the next article\u00a0<a title=\"Using the Data Restructuring Wizard to Unlock Unstructured Data Blog\" href=\"http:\/\/www.iri.com\/blog\/data-transformation2\/unstructured-data-data-restructuring-wizard\/\" target=\"_blank\" rel=\"noopener\">Using the Data Restructuring Wizard to Unlock Unstructured Data<\/a>. You can also see how to use the newly structured output file and its DDF in all IRI software in the blog <a title=\"Using CoSort on Restructured Data in the IRI Workbench Blog\" href=\"http:\/\/www.iri.com\/blog\/big-data-2\/output-restructuring-wizard-cosort\/\">Using CoSort on Restructured Data in the IRI Workbench<\/a>.<\/p>\n<p>&nbsp;<\/p>\n<p><sup id=\"fn1\">1. [Gartner, \u201cAnswering Big Data\u2019s 10 Biggest Vision and Strategy Questions,\u201d Douglas Laney et al, August 12, 2014, p.5.]<a title=\"Jump back to footnote 1 in the text.\" href=\"#ref1\">\u21a9<\/a><\/sup><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Update April 2019: Added more unstructured file formats. This is the first of a three-part blog series introducing IRI&#8217;s\u00a0new data structuring technology. This article\u00a0defines\u00a0&#8220;dark data&#8221; and the unstructured sources IRI now supports. The second article shows\u00a0how the Data Restructuring wizard works, and the third shows how the restructured data can be used by all IRI<\/p>\n<div><a class=\"btn-filled btn\" href=\"https:\/\/www.iri.com\/blog\/migration\/data-migration\/finding-dark-data-unstructured-sources\/\" title=\"Finding Dark Data in Unstructured Sources\">Read More<\/a><\/div>\n","protected":false},"author":7,"featured_media":5062,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[108,32,31,217,91,90],"tags":[414,417,416,413,418,111,143,415],"class_list":["post-5057","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-big-data-2","category-business-intelligence","category-data-migration","category-iri","category-iri-workbench","category-migration","tag-data-in-text-files","tag-data-restructuring","tag-extract-data-from-files","tag-file-data","tag-regular-expressions","tag-structured-data","tag-unstructured-data","tag-xml-data"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.4 (Yoast SEO v23.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Finding Dark Data in Unstructured Sources - IRI<\/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:\/\/www.iri.com\/blog\/migration\/data-migration\/finding-dark-data-unstructured-sources\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Finding Dark Data in Unstructured Sources\" \/>\n<meta property=\"og:description\" content=\"Update April 2019: Added more unstructured file formats. This is the first of a three-part blog series introducing IRI&#8217;s\u00a0new data structuring technology. This article\u00a0defines\u00a0&#8220;dark data&#8221; and the unstructured sources IRI now supports. 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