






{"id":8336,"date":"2021-09-23T09:15:28","date_gmt":"2021-09-23T09:15:28","guid":{"rendered":"http:\/\/testing-domain.tech\/?p=8336"},"modified":"2025-01-24T09:05:22","modified_gmt":"2025-01-24T09:05:22","slug":"decoding-iudx-data-descriptors","status":"publish","type":"post","link":"https:\/\/dataforpublicgood.org.in\/cdpg\/blog\/decoding-iudx-data-descriptors\/","title":{"rendered":"Decoding IUDX: Data Descriptors"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8336\" class=\"elementor elementor-8336\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bba61ac elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bba61ac\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2e90dd9\" data-id=\"2e90dd9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cff4629 elementor-widget elementor-widget-text-editor\" data-id=\"cff4629\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-1088dba elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1088dba\" data-element_type=\"section\"><div class=\"elementor-container elementor-column-gap-default\"><div class=\"elementor-row\"><div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9791ee5\" data-id=\"9791ee5\" data-element_type=\"column\"><div class=\"elementor-column-wrap elementor-element-populated\"><div class=\"elementor-widget-wrap\"><div class=\"elementor-element elementor-element-4531eb2 elementor-widget elementor-widget-text-editor\" data-id=\"4531eb2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-text-editor elementor-clearfix\"><p><span lang=\"EN-GB\">Data silos present formidable roadblocks in the journey of our cities towards becoming data smart. Data silos are isolated islands of data which make it prohibitively difficult to exchange data for its use in other application areas. This prevents active participation of application developers and solution providers which is crucial to tackle the complex urban challenges faced by the cities today. <a href=\"https:\/\/iudx.org.in\">IUDX<\/a> promises to break these innovation stifling data constructs by enabling seamless exchange of data across silos. IUDX neutralizes the data silo threat using the twin firepower of: (a) Standardized and open data access APIs and (b) Linked Data (LD) based data contextualization. In this article we are going to look at the data contextualization part. In particular, we are going to see the Data Descriptor object in action, which is a <a href=\"https:\/\/json-ld.org\/\">JSON-LD<\/a> object, and the role played by it in improving the usability and interoperability of data provided by IUDX.<\/span><\/p><p><span lang=\"EN-GB\">Data descriptors provide consistent and uniform descriptions of attributes appearing in data objects. Data descriptor, which is a linked data object represented in JSON-LD, is associated with a given resource and is present in the IUDX catalogue item corresponding to a given resource. Linked data allows one to share semantics to the data attributes, by linking attributes to data vocabularies, in a machine interpretable fashion and thus provides a promising way out of isolation for the data in the silos.<\/span><\/p><p><span lang=\"EN-GB\">\u00a0<\/span><span lang=\"EN-GB\">Let us understand this with the help of an example. Let there be a data resource with \u2018id\u2019 \u2018cityx-itms\/bus-live-loc\u2019 and let the data packet associated with such a data resource be:<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><p><!-- [if gte mso 9]><xml><br \/> <o:OfficeDocumentSettings><br \/>  <o:AllowPNG\/><br \/> <\/o:OfficeDocumentSettings><br \/><\/xml><![endif]--><!-- [if gte mso 9]><xml><br \/> <w:WordDocument><br \/>  <w:View>Normal<\/w:View><br \/>  <w:Zoom>0<\/w:Zoom><br \/>  <w:TrackMoves\/><br \/>  <w:TrackFormatting\/><br \/>  <w:PunctuationKerning\/><br \/>  <w:ValidateAgainstSchemas\/><br \/>  <w:SaveIfXMLInvalid>false<\/w:SaveIfXMLInvalid><br \/>  <w:IgnoreMixedContent>false<\/w:IgnoreMixedContent><br \/>  <w:AlwaysShowPlaceholderText>false<\/w:AlwaysShowPlaceholderText><br \/>  <w:DoNotPromoteQF\/><br \/>  <w:LidThemeOther>EN-IN<\/w:LidThemeOther><br \/>  <w:LidThemeAsian>X-NONE<\/w:LidThemeAsian><br \/>  <w:LidThemeComplexScript>X-NONE<\/w:LidThemeComplexScript><br \/>  <w:Compatibility><br \/>   <w:BreakWrappedTables\/><br \/>   <w:SnapToGridInCell\/><br \/>   <w:WrapTextWithPunct\/><br \/>   <w:UseAsianBreakRules\/><br \/>   <w:DontGrowAutofit\/><br \/>   <w:SplitPgBreakAndParaMark\/><br \/>   <w:EnableOpenTypeKerning\/><br \/>   <w:DontFlipMirrorIndents\/><br \/>   <w:OverrideTableStyleHps\/><br \/>  <\/w:Compatibility><br \/>  <m:mathPr><br \/>   <m:mathFont m:val=\"Cambria Math\"\/><br \/>   <m:brkBin m:val=\"before\"\/><br \/>   <m:brkBinSub m:val=\"--\"\/><br \/>   <m:smallFrac m:val=\"off\"\/><br \/>   <m:dispDef\/><br \/>   <m:lMargin m:val=\"0\"\/><br \/>   <m:rMargin m:val=\"0\"\/><br \/>   <m:defJc m:val=\"centerGroup\"\/><br \/>   <m:wrapIndent m:val=\"1440\"\/><br \/>   <m:intLim m:val=\"subSup\"\/><br \/>   <m:naryLim m:val=\"undOvr\"\/><br \/>  <\/m:mathPr><\/w:WordDocument><br \/><\/xml><![endif]--><!-- [if gte mso 9]><xml><br \/> <w:LatentStyles DefLockedState=\"false\" DefUnhideWhenUsed=\"false\" DefSemiHidden=\"false\" DefQFormat=\"false\" DefPriority=\"99\" LatentStyleCount=\"376\"><br \/>  <w:LsdException Locked=\"false\" Priority=\"0\" QFormat=\"true\" Name=\"Normal\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" QFormat=\"true\" Name=\"heading 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 7\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 8\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"9\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"heading 9\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 7\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 8\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index 9\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 7\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 8\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toc 9\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Normal Indent\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"footnote text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"annotation text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"header\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"footer\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"index heading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"35\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"caption\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"table of figures\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"envelope address\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"envelope return\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"footnote reference\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"annotation reference\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"line number\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"page number\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"endnote reference\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"endnote text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"table of authorities\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"macro\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"toa heading\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Bullet\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Number\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Bullet 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Bullet 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Bullet 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Bullet 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Number 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Number 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Number 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Number 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"10\" QFormat=\"true\" Name=\"Title\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Closing\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Signature\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"1\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Default Paragraph Font\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text Indent\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Continue\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Continue 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Continue 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Continue 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"List Continue 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Message Header\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"11\" QFormat=\"true\" Name=\"Subtitle\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Salutation\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Date\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text First Indent\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text First Indent 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Note Heading\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text Indent 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Body Text Indent 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Block Text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Hyperlink\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"FollowedHyperlink\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"22\" QFormat=\"true\" Name=\"Strong\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"20\" QFormat=\"true\" Name=\"Emphasis\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Document Map\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Plain Text\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"E-mail Signature\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Top of Form\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Bottom of Form\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Normal (Web)\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Acronym\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Address\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Cite\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Code\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Definition\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Keyboard\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Preformatted\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Sample\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Typewriter\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"HTML Variable\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Normal Table\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"annotation subject\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"No List\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Outline List 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Outline List 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Outline List 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Simple 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Simple 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Simple 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Classic 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Colorful 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Colorful 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Colorful 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Columns 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 7\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Grid 8\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 4\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 5\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 7\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table List 8\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table 3D effects 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table 3D effects 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table 3D effects 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Contemporary\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Elegant\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Professional\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Subtle 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Subtle 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Web 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Web 2\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Web 3\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Balloon Text\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" Name=\"Table Grid\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Table Theme\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" Name=\"Placeholder Text\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"1\" QFormat=\"true\" Name=\"No Spacing\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" Name=\"Revision\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"34\" QFormat=\"true\" Name=\"List Paragraph\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"29\" QFormat=\"true\" Name=\"Quote\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"30\" QFormat=\"true\" Name=\"Intense Quote\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"60\" Name=\"Light Shading Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"61\" Name=\"Light List Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"62\" Name=\"Light Grid Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"63\" Name=\"Medium Shading 1 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"64\" Name=\"Medium Shading 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"65\" Name=\"Medium List 1 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"66\" Name=\"Medium List 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"67\" Name=\"Medium Grid 1 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"68\" Name=\"Medium Grid 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"69\" Name=\"Medium Grid 3 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"70\" Name=\"Dark List Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"71\" Name=\"Colorful Shading Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"72\" Name=\"Colorful List Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"73\" Name=\"Colorful Grid Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"19\" QFormat=\"true\" Name=\"Subtle Emphasis\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"21\" QFormat=\"true\" Name=\"Intense Emphasis\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"31\" QFormat=\"true\" Name=\"Subtle Reference\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"32\" QFormat=\"true\" Name=\"Intense Reference\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"33\" QFormat=\"true\" Name=\"Book Title\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"37\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Bibliography\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"39\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" QFormat=\"true\" Name=\"TOC Heading\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"41\" Name=\"Plain Table 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"42\" Name=\"Plain Table 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"43\" Name=\"Plain Table 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"44\" Name=\"Plain Table 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"45\" Name=\"Plain Table 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"40\" Name=\"Grid Table Light\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"Grid Table 1 Light Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"Grid Table 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"Grid Table 3 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"Grid Table 4 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"Grid Table 5 Dark Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"Grid Table 6 Colorful Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"Grid Table 7 Colorful Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 1\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 2\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 3\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 4\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 5\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 6\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Mention\"\/><br \/>  <w:LsdException Locked=\"false\" SemiHidden=\"true\" UnhideWhenUsed=\"true\" Name=\"Smart Hyperlink\"\/><br \/>  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\/>\tmso-ascii-font-family:Calibri;<br \/>\tmso-ascii-theme-font:minor-latin;<br \/>\tmso-hansi-font-family:Calibri;<br \/>\tmso-hansi-theme-font:minor-latin;<br \/>\tmso-bidi-font-family:\"Times New Roman\";<br \/>\tmso-bidi-theme-font:minor-bidi;<br \/>\tmso-fareast-language:EN-US;}<br \/><\/style>\n<p><![endif]--><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86b635c elementor-widget elementor-widget-text-editor\" data-id=\"86b635c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>{<br \/>\u00a0\u00a0\u00a0\u00a0 &#8220;route_id&#8221;: &#8220;1345AD&#8221;,<br \/>\u00a0\u00a0\u00a0\u00a0 &#8220;location&#8221;: { <br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#8220;type&#8221;: &#8220;Point&#8221;,<br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#8220;coordinates&#8221;: [77.5707078, 13.013814]<br \/>\u00a0\u00a0\u00a0\u00a0 },<br \/>\u00a0\u00a0\u00a0\u00a0 &#8220;speed&#8221;: 28.00,<br \/>\u00a0\u00a0\u00a0\u00a0 &#8220;observationDateTime&#8221;: &#8220;2020-09-16T13:30:00+05:30&#8221;<br \/>\u00a0}<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ab3241 elementor-widget elementor-widget-text-editor\" data-id=\"1ab3241\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><span lang=\"EN-GB\">Associated with each resource a meta-information object is present in the&nbsp;<a href=\"https:\/\/catalogue.iudx.org.in\/\" target=\"_blank\">IUDX catalogue<\/a>&nbsp;which contains a data descriptor object that helps in understanding the various attributes associated with the above data. In short, this object helps in providing context in which the data can be understood and interpreted. For the above example, the resource item present in the catalogue for the resource with id \u2018cityx-itms\/bus-live-loc\u2019 contains the following data descriptor which a JSON-LD object:<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b12152 elementor-widget elementor-widget-text-editor\" data-id=\"7b12152\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>{<br \/>\u00a0\u00a0 &#8220;@context&#8221;: [<br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#8220;https:\/\/voc.iudx.org.in\/&#8221;,<br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 {<br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#8220;qudt-unit&#8221;: &#8220;http:\/\/qudt.org\/vocab\/unit\/&#8221;,<br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#8220;dataSchema&#8221;: { &#8220;@type&#8221;: &#8220;@id&#8221; }<br \/>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 }<br \/>\u00a0\u00a0 ],<br \/>\u00a0\u00a0 &#8220;type&#8221;: [&#8220;iudx:DataDescriptor&#8221;, &#8220;iudx:TransitManagement&#8221;],<br \/>\u00a0\u00a0 &#8220;description&#8221;: &#8220;Data descriptor for live vehicle position of the public buses in city X.&#8221;,<br \/>\u00a0\u00a0 &#8220;route_id&#8221;: {<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;type&#8221;: [&#8220;ValueDescriptor&#8221;],<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;description&#8221;: &#8220;Route ID assigned to the route for the bus.&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;dataSchema&#8221;: &#8220;iudx:Text&#8221;<br \/>\u00a0\u00a0 },<br \/>\u00a0\u00a0 &#8220;last_stop_id&#8221;: {<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;type&#8221;: [&#8220;ValueDescriptor&#8221;],<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;description&#8221;: &#8220;Stop ID\/Stop name of the previous bus stop corresponding to the bus in this observation.&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;dataSchema&#8221;: &#8220;iudx:Text&#8221;<br \/>\u00a0\u00a0 },<br \/>\u00a0\u00a0 &#8220;location&#8221;: {<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;type&#8221;: [&#8220;ValueDescriptor&#8221;],<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;description&#8221;: &#8220;The coordinates for the current position of the bus corresponding to this observation.&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;dataSchema&#8221;: &#8220;iudx:Point&#8221;<br \/>\u00a0\u00a0 },<br \/>\u00a0\u00a0 &#8220;speed&#8221;: {<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;type&#8221;: [&#8220;ValueDescriptor&#8221;],<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;description&#8221;: &#8220;The Speed of the bus observaed at the last tracked coordinates.&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;dataSchema&#8221;: &#8220;iudx:Number&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;unitCode&#8221;: &#8220;KMH&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;unitText&#8221;: &#8220;kilometre per hour&#8221;<br \/>\u00a0\u00a0 },<br \/>\u00a0\u00a0 &#8220;observationDateTime&#8221;: {<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;type&#8221;: [&#8220;ValueDescriptor&#8221;],<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;description&#8221;: &#8220;The time at which the vehicle was last tracked.&#8221;,<br \/>\u00a0 \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 &#8220;dataSchema&#8221;: &#8220;iudx:DateTime&#8221;<br \/>\u00a0\u00a0 }<br \/>}<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b0a419 elementor-widget elementor-widget-text-editor\" data-id=\"9b0a419\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>We note that the above data descriptor object provides important meta-information about all the data attributes present in the data for the corresponding resource. In particular, it provides:<\/p><ul><li>\u00a0<strong>Syntactic Information<\/strong>: Defines the structure and formats of values associated with each attribute in an unambiguous fashion. One can easily, using the above information, write scripts to generate schemas to validate any data packet for this resource.<\/li><li>\u00a0<strong>Semantic Information<\/strong>: Provides the semantic meaning of attributes by linking attributes to concepts defined in one or more vocabularies. Linking is provided by using the JSON-LD \u2018@context\u2019 directive present in the data descriptor. In the data descriptor above, the attributes are linked to concepts defined in the default <a href=\"https:\/\/voc.iudx.org.in\/\">IUDX vocabulary<\/a> and also to external vocabularies such as <a href=\"https:\/\/schema.org\/\">schema.org<\/a> (see unitCode and unitText). As is clear, this allows easy reuse of properties and classes defined in well-established vocabularies which improves the understanding and usage of data.<\/li><li><strong>Enhanced Meta-information:<\/strong> Provides additional useful information like units, ranges etc. which improves the usability aspect of the data. For example, in the above data descriptor it is mentioned that speed is measured in Kilometres per hour by providing a <a href=\"http:\/\/wiki.goodrelations-vocabulary.org\/Documentation\/UN\/CEFACT_Common_Codes\">UN\/CEFACT Common Code<\/a>, KMH, to represent this unit. Other standard vocabularies for units such as \u2018qudt\u2019 can also be used. One can also specify the ranges, resolutions, measurement accuracies associated with a data value in case such information is known apriori.<\/li><\/ul><p>Apart from providing semantic linkages, data descriptors also help achieve interoperability.<\/p><p>JSON-LD features, such as <a href=\"https:\/\/www.youtube.com\/watch?v=Tm3fD89dqRE\">expansion and compaction<\/a>, enable easy remapping of data attributes from different sources into a common harmonized set that is easy to work with for an application developer. In our example above, if data from another source contains \u201crouteIdentifier\u201d instead of \u201croute_id\u201d, then it can be easily handled by a small modification in the context of the data descriptor of the second source. The context should additionally contain a mapping of \u201crouteIdentifier\u201d to \u201ciudx:route_id\u201d that will enable JSON-LD to automatically translate \u2018routeIdentifier\u2019 to \u2018route_id\u2019. Such remapping is essential in helping to connect data silos and helps improve data interoperability across independent data verticals which were not necessarily designed with that objective in mind.<\/p><p>The reader is encouraged to export the above example data descriptor object into <a href=\"https:\/\/json-ld.org\/playground\/\">JSON-LD Playground<\/a> and experiment with various JSON-LD tools and applications. The reader can also explore data descriptors for resources listed in IUDX catalgoue (using IUDX Catalogue APIs), such as data descriptor for <a href=\"https:\/\/api.catalogue.iudx.org.in\/iudx\/cat\/v1\/search?property=%5Bid%5D&amp;value=%5B%5Bdatakaveri.org\/04a15c9960ffda227e9546f3f46e629e1fe4132b\/rs.iudx.org.in\/pune-env-aqm%5D%5D&amp;filter=%5BdataDescriptor%5D\">Pune AQM<\/a> resource, data descriptor for <a href=\"https:\/\/api.catalogue.iudx.org.in\/iudx\/cat\/v1\/search?property=%5Bid%5D&amp;value=%5B%5Bsuratmunicipal.org\/6db486cb4f720e8585ba1f45a931c63c25dbbbda\/rs.iudx.org.in\/surat-itms-realtime-info\/surat-itms-live-eta%5D%5D&amp;filter=%5BdataDescriptor%5D\">Surat Transit Bus Position<\/a> resource etc. <\/p><p>Thus, we have seen how the Data Descriptor helps in making data more understandable, usable and inter-operable. Harmonizing the data models by adopting common vocabularies improves the data usability further. In an upcoming article we will look into <a href=\"https:\/\/smartdatamodels.org\/\">Smart Data Models<\/a>, which is one such collaborative initiative to develop and adopt common data models.\u00a0\u00a0<\/p><p>\u00a0<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>","protected":false},"excerpt":{"rendered":"<p>Data silos present formidable roadblocks in the journey of our cities towards becoming data smart. Data silos are isolated islands of data which make it prohibitively difficult to exchange data for its use in other application areas. This prevents active participation of application developers and solution providers which is crucial to tackle the complex urban challenges faced by the cities &hellip;<\/p>\n","protected":false},"author":2,"featured_media":8338,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[1],"tags":[],"class_list":["post-8336","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Decoding IUDX: Data Descriptors - Data for Public Good<\/title>\n<meta name=\"description\" content=\"IUDX provides Data exchange platform help governments, businesses, and citizens to share information more efficiently.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dataforpublicgood.org.in\/cdpg\/blog\/decoding-iudx-data-descriptors\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Decoding IUDX: Data Descriptors - 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