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Issues of Class Imbalance in Classification of Binary Data: A Review
Authors: Samuel Adewale Aderoju, and Emmanuel Teju Jolayemi
Source: International Journal of Data Science and Analysis, 5(6): 123-127; DOI: 10.11648/j.ijdsa.20190506.13
Topic(s): Abortion
Country: Africa
  Nigeria
Published: NOV 2019
Abstract: Handling classification issues of class imbalance data has gained attentions of researchers in the last few years. Class imbalance problem evolves when one of two classes has more sample than the other class. The class with more sample is called major class while the other one is referred to as minor class. The most classification or predicting models are more focusing on classifying or predicting the major class correctly, ignoring the minor class. In this paper, various data pre-processing approaches to improve accuracy of the models were reviewed with application to terminated pregnancy data. The data were extracted from the 2013 Nigeria Demographic and Health Survey (NDHS). The response variable is “terminated pregnancy” (asking women of reproductive age whether they have ever experienced terminated pregnancy or not), which has two possible classes (“YES” or “NO”) that exhibited class imbalanced. The major class (“NO”) is 86.82% (of the sample) representing Nigerian women of age 15 – 49 years who had never experience terminated pregnancy while the other category (minor class) is 13.18%. Hence, different resampling techniques were exploited to handle the problem and to improve the model performance. Synthetic Minority Oversampling Technique (SMOTE) improved the model best among the resampling techniques considered. The following socio-demographic factors: age, age at first birth, residential area, region, education level of women were significantly associated with having terminated pregnancy in Nigeria. Keywords Classification, Class Imbalanced, Resampling Techniques, Logistic Model, Terminated Pregnancy
Web: http://article.sciencepublishinggroup.com/pdf/10.11648.j.ijdsa.20190506.13.pdf


Debugging Information
ColdFusion Server Developer 2018,0,19,330149
Template /Publications/journal-details.cfm
Time Stamp 03-Jul-24 07:23 AM
Locale English (US)
User Agent Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
Remote IP 10.0.2.129
Host Name 10.0.2.129


Execution Time

Total Time Avg Time Count Template
454 ms 19 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element-core.cfm
454 ms 19 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element.cfm
343 ms 343 ms 1 C:/inetpub/wwwroot/commonspot/master.cfm
343 ms 343 ms 1 C:/inetpub/wwwroot/dhs/Publications/journal-details.cfm
281 ms 281 ms 1 C:/inetpub/wwwroot/commonspot/uncached-master.cfm
281 ms 281 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cached-page-render.cfm
265 ms 265 ms 1 C:/inetpub/wwwroot/commonspot/master-render.cfm
265 ms 265 ms 1 C:/inetpub/wwwroot/commonspot/render-page-meat.cfm
265 ms 265 ms 1 C:/inetpub/wwwroot/commonspot/render-page.cfm
235 ms 24 ms 10 C:/inetpub/wwwroot/commonspot/utilities/ct-render-named-element.cfm
235 ms 235 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm
187 ms 187 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1378-l70-t51-dAny.read
171 ms 171 ms 1 C:/inetpub/wwwroot/commonspot/utilities/run-element.cfm
46 ms 46 ms 1 C:/inetpub/wwwroot/commonspot/controls/customcf/cpe-customcf.cfm
46 ms 46 ms 1 C:/inetpub/wwwroot/commonspot/set-page-vars.cfm
32 ms 32 ms 1 C:/inetpub/wwwroot/commonspot/site-application.cfm
32 ms 32 ms 1 C:/inetpub/wwwroot/commonspot/startup/site-application-meat.cfm
32 ms 32 ms 1 C:/inetpub/wwwroot/dhs/Publications/Application.cfm
30 ms 15 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/public_api/cache.cfc | getElementCacheSettings(9706, 4304) ] from C:/inetpub/wwwroot/commonspot/public_api/cache.cfc
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19154-l70-t51-dAny.read
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19174-l70-t51-dAny.read
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/controls/control-setup.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/startup/core-application-meat.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/dhs/customcf/legacy/journal/detail_article_summary.cfm
16 ms 16 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/element.cfc | getInfo(elementTypeID = 26) ] from C:/inetpub/wwwroot/commonspot/public_api/element.cfc
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/render-head.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/utilities/add-resource-request.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.head
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1432-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19152-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19153-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19155-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19169-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19172-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19177-l70-t51-dAny.read
0 ms 0 ms 1 C:/inetpub/wwwroot/ADF/core/load_site_adf.cfm
0 ms 0 ms 2 C:/inetpub/wwwroot/commonspot/controls/ct-include-once.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/controls/dhtmlmenu/menu-output-display.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/controls/handle-styles.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/controls/upfront-generic.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/lview-contribute-mode-redirect-check.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/non-dashboard-include.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/pagemode/pagemodeui.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-body-tag.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-foot.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-metatags.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-tracking-code.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/security/security-page.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/build-request-params.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/handle-head-request.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/handle-request-timeout.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/init-customer-scope.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/init-server-scope.cfm
0 ms 0 ms 6 C:/inetpub/wwwroot/commonspot/utilities/add-unregistered-resource-request.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/append-to-resource-group.cfm
0 ms 0 ms 3 C:/inetpub/wwwroot/commonspot/utilities/cp-cfheader.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cp-cfmail-request-queue.cfm
0 ms 0 ms 2 C:/inetpub/wwwroot/commonspot/utilities/define-upfront-vars.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/flush-cache-db-queue.cfm
0 ms 0 ms 4 C:/inetpub/wwwroot/commonspot/utilities/handle-in-list.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/load-template-properties.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/newwindow-js-meat.cfm
0 ms 0 ms 2 C:/inetpub/wwwroot/commonspot/utilities/newwindow-js.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/nocache-headers.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/update-page-cache-status.cfm
0 ms 0 ms 3 C:/inetpub/wwwroot/commonspot/utilities/validate-date-string.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/verify-stub-data.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/custom-application.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/custom-search/inc-custom-application-search-vars.cfm
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(1) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(1652) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(2) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(9706) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | DBQueue_Count() ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | GetPageCacheStatus(1652, 2, 2, 0) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | GetPageCacheStatus(9706, 2, 1652, 0) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | UpdateStatus(argumentCollection = [complex value]) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc | getCustomAppPath(2) ] from C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc | getCustomModulePath(post-page-render, 2) ] from C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/item-security-cache.cfc | GetEntry(9706) ] from C:/inetpub/wwwroot/commonspot/components/cache/item-security-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/rewrite-rules-cache.cfc | getRewriteSettings(2) ] from C:/inetpub/wwwroot/commonspot/components/cache/rewrite-rules-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc | getLatest() ] from C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc | getSecurityPageIDMap([complex value]) ] from C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/template-cache.cfc | LoadTemplateProperties(publication-template.cfm, 1652, 2) ] from C:/inetpub/wwwroot/commonspot/components/cache/template-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/custom-application-framework/handle-applications.cfc | executeFunction(handleRequestStart) ] from C:/inetpub/wwwroot/commonspot/components/custom-application-framework/handle-applications.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc | checkFileExists(C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm, 0, false) ] from C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc | queryRowToStruct(ArgumentCollection = [complex value]) ] from C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/commonspot-context.cfc | getDSN(site) ] from C:/inetpub/wwwroot/commonspot/components/util/commonspot-context.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent('head' request check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(CGI variable processing) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Request object updates) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Request.Params initialized) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(RequestTimeout check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Server-level remote requests checked) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Subsite context updated (ID=2)) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(authoring suspended check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(basic setup) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(check for server property changes) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(core cleanup) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(core initialization) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(core variables) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(custom-application.cfm) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(customerScope object initialized) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(handleRequestStart) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(init-server-scope loaded) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(lock checks/updates) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(site environment initialization) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(site session check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(subsite context refreshed) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(wait for lock: CommonSpot_Server_Scope (read)) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(wait for lock: CommonSpot_Site1_Core (exclusive)) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | init() ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(Cache) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(Element) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(Keywords) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(LiveBookmarks) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/visitor-context-rule-actions.cfc | onPageVisit(9706, 2) ] from C:/inetpub/wwwroot/commonspot/components/util/visitor-context-rule-actions.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc | appendEnforced(subsiteIDOrURL = , keywordList = Journal Details) ] from C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc | getTags(9706) ] from C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/udf/database.cfc | getUDF(commonspot-site-dhs) ] from C:/inetpub/wwwroot/commonspot/udf/database.cfc
0 ms  STARTUP, PARSING, COMPILING, LOADING, & SHUTDOWN
375 ms  TOTAL EXECUTION TIME
red = over 250 ms average execution time


SQL Queries

SelectedCustomRenderElements (Datasource=commonspot-site-dhs, Time=46ms, Records=2117) in C:\inetpub\wwwroot\commonspot\set-page-vars.cfm @ 07:23:49.049
		SELECT dcr.*
		  FROM Data_Custom_Render dcr, CustomElementModules cem
		 WHERE (dcr.PageID IN (?,?,?,?)) 
			AND dcr.VersionState=?
			AND (dcr.ModuleID = cem.ID OR dcr.ModuleID <= 0)
	 ORDER BY dcr.ControlID, dcr.PageID DESC, dcr.VersionID DESC
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 1652
Parameter #4(CF_SQL_INTEGER) = 9706
Parameter #5(CF_SQL_INTEGER) = 2

Request.PageData.PageParams (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\render-page-meat.cfm @ 07:23:49.049
			SELECT *
			  FROM Param_Page
			 WHERE (PageID=9706 OR (PageID IN (1652,2,1) AND (VersionState = 2)))
			   AND VersionState=2
			 ORDER BY PageID DESC
		
qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\core.cfm @ 07:23:49.049
					SELECT SubsiteID
					  FROM SitePages
					 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\commands\livebookmarks.cfc @ 07:23:49.049
		SELECT Data_SeeAlso.ID, SubSites.SubSiteURL, SitePages.filename as pagename,
				 XMLPublications.name as feedname, XMLPublicationFormat.name as feedformat,
				 XMLPublications.description,
				 CASE
					 	WHEN XMLPublicationFormat.IsSyndication = 0 THEN 0
						ELSE 1
				 END AS IsSyndicationFeed
		  FROM Data_SeeAlso, XMLPublications, XMLPublicationFormat, SitePages, SubSites
		 WHERE Data_SeeAlso.PageID = ?
		 	AND Data_SeeAlso.Action = ?
		 	AND Data_SeeAlso.ItemID = XMLPublicationFormat.XMLPublicationFormatID
		 	AND Data_SeeAlso.TargetPageID = XMLPublications.XMLPublicationID
		 	AND XMLPublications.XMLPublicationFormatID = XMLPublicationFormat.XMLPublicationFormatID
		 	AND XMLPublications.PageID = SitePages.ID
		 	AND SitePages.SubSiteID = SubSites.ID
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706
Parameter #2(CF_SQL_INTEGER) = 11

ControlInstanceData (Datasource=commonspot-site-dhs, Time=0ms, Records=76) in C:\inetpub\wwwroot\commonspot\controls\control-setup.cfm @ 07:23:49.049
		SELECT ControlID, ControlName, ControlType, ParentControlID, ParentControlType, pageID
		  FROM ControlInstance
		 WHERE (PageID IN (?,?,?,?)) 
	 ORDER BY ControlID, PageID DESC
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 1652
Parameter #4(CF_SQL_INTEGER) = 9706

qInfo (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\commands\element.cfc @ 07:23:49.049
		SELECT ac.ShortDesc AS Name, CustomRenderSupport AS SupportsCustomLayouts,
				 CASE
					WHEN ac.ID <?
					 THEN 'Standard'
					WHEN (ac.Name is NULL or ac.Name = '')
					 THEN 'Saved'
					WHEN fcm.ClassID = 1
					 THEN 'Global'
					ELSE 'Local'
				 END AS ElementType,
				 CASE WHEN ac.Name = 'custom' THEN 'custom/ce' ELSE ac.ControlPrefix END AS ElementURLPrefix,
				 CASE WHEN (ac.ID IN (?,?,?,?,?,?,?,?,?,?,?,?))  THEN 0 ELSE 1 END AS HasFontColorProperties,
				 CASE WHEN (ac.ID IN (?,?,?,?,?,?,?))  THEN 0 ELSE 1 END AS HasLayoutProperties,
				 1 AS HasStyleProperties
		  FROM AvailableControls ac
		  LEFT OUTER JOIN FormControlMap fcm ON fcm.FormID = ac.ID
		 WHERE ac.ID = ? 
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 400
Parameter #2(CF_SQL_INTEGER) = 22
Parameter #3(CF_SQL_INTEGER) = 44
Parameter #4(CF_SQL_INTEGER) = 55
Parameter #5(CF_SQL_INTEGER) = 1
Parameter #6(CF_SQL_INTEGER) = 56
Parameter #7(CF_SQL_INTEGER) = 47
Parameter #8(CF_SQL_INTEGER) = 26
Parameter #9(CF_SQL_INTEGER) = 48
Parameter #10(CF_SQL_INTEGER) = 27
Parameter #11(CF_SQL_INTEGER) = 28
Parameter #12(CF_SQL_INTEGER) = 51
Parameter #13(CF_SQL_INTEGER) = 31
Parameter #14(CF_SQL_INTEGER) = 33
Parameter #15(CF_SQL_INTEGER) = 26
Parameter #16(CF_SQL_INTEGER) = 48
Parameter #17(CF_SQL_INTEGER) = 37
Parameter #18(CF_SQL_INTEGER) = 27
Parameter #19(CF_SQL_INTEGER) = 38
Parameter #20(CF_SQL_INTEGER) = 28
Parameter #21(cf_sql_integer) = 26

Request.customCFUpfront (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\controls\upfront-generic.cfm @ 07:23:49.049
	SELECT *
	  FROM Data_CustomCF
	 WHERE (PageID=9706 OR (PageID IN (1652,2,1) AND (VersionState = 2)))
		AND (VersionState = 2) 
 ORDER BY ControlID, PageID DESC, VersionID DESC 
testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\commands\cache.cfc @ 07:23:49.049
		SELECT SubsiteID, InheritedTemplateList
		  FROM SitePages
		 WHERE ID=? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1652

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 2

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

getArticlesDetails (Datasource=dhs_legacy_live, Time=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 07:23:49.049
SELECT distinct(a.article_id),p.pub_id,tp.article_type_id,title,authors,article_date,article_year,
vol,link,active,source,pub_name,article_type_name,
abstract as abstractText
FROM dhs_articles a
INNER JOIN  Dhs_article_pub p ON a.pub_id = p.pub_id
INNER JOIN   Dhs_article_type Tp ON a.article_type_id = Tp.Article_type_Id

WHERE active=1	and tp.article_type_id=1

AND a.article_id =? 
Order By title
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 4100

getart_topic (Datasource=dhs_legacy_live, Time=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 07:23:49.049
				select * from dhs_article_topics_lnk l, dhs_article_topics t 
				where article_id=?
				and l.topic_id=t.topic_id
				order by topic_name
			 
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 4100

getart_Ctry (Datasource=dhs_legacy_live, Time=16ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 07:23:49.049
				select * from dhs_article_ctry_lnk l, dhs_article_ctry c ,dhs_article_rgn r
				where article_id=? and l.country_id=c.country_id
				and R.Rgn_id = c.country_rgn_id	
			 
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 4100

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\commands\cache.cfc @ 07:23:49.049
		SELECT SubsiteID, InheritedTemplateList
		  FROM SitePages
		 WHERE ID=? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1652

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 2

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 07:23:49.049
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1


Scope Variables

Application Variables:
activesubsites=1,2,5,6,8,17,18,19,20,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58
adf=Struct (89)
adfscheduler=Struct (0)
applicationname=site1
assocpubdocs=Struct (4)
blogcache=Struct (4)
cachedimages=Struct (32)
cacheinfocache=Struct (53)
confidentiality=Array (5)
controlinstance_toplevel_cache=Struct (126)
covid_articlecount=10
covid_newsarticlecount=49
covid_pressreleasecount=4
covid_pubcount=3
cs_elementcache=Struct (10)
cs_resourcesmissing=Struct (0)
cs_rewriterulescache=Struct (21)
cs_subsitecachemanager=Struct (28)
customerinfo=Complex type
customerscope=Struct (21)
custommodulecache=Struct (21)
defaultconfidentiality=2
dhspagesyncdata=Struct (1)
itemsecuritycache=Struct (31)
languagenames=Struct (51)
languages=Struct (51)
lastknownchange=Struct (18)
lastupdate=Struct (14)
metadatacache=Struct (4)
pendingstubrequests=Struct (0)
rsscache=Struct (2)
search_archive_next_clean=2024-07-03 12:12:03
serverstatus=Struct (1)
site=Struct (74)
sitescope=Struct (9)
styleids=Struct (248)
stylenames=Struct (248)
subsitecache=Struct (46)
subsitecachebysecuritypageid=Struct (46)
templatecache=Struct (28)
templatedefaultsecuritycache=Struct (60)
templateenforcedsecuritycache=Struct (60)
treecache=Struct (25)
twittercache=Struct (2)
typefactory=Complex type
youtubecache=Struct (3)
CGI Variables:
AUTH_PASSWORD=
AUTH_TYPE=
AUTH_USER=
CERT_COOKIE=
CERT_FLAGS=
CERT_ISSUER=
CERT_KEYSIZE=
CERT_SECRETKEYSIZE=
CERT_SERIALNUMBER=
CERT_SERVER_ISSUER=
CERT_SERVER_SUBJECT=
CERT_SUBJECT=
CF_TEMPLATE_PATH=C:\inetpub\wwwroot\dhs\Publications\journal-details.cfm
CONTENT_LENGTH=0
CONTENT_TYPE=
CONTEXT_PATH=
GATEWAY_INTERFACE=CGI/1.1
HTTPS=off
HTTPS_KEYSIZE=
HTTPS_SECRETKEYSIZE=
HTTPS_SERVER_ISSUER=
HTTPS_SERVER_SUBJECT=
HTTP_ACCEPT=*/*
HTTP_ACCEPT_ENCODING=gzip, br, zstd, deflate
HTTP_ACCEPT_LANGUAGE=
HTTP_CONNECTION=
HTTP_COOKIE=JSESSIONID=4A8CA78627B1C16880F6DF4BB51C4326.cfusion; CSRFTOKEN=BC4D02F39DE3E5CC199B9410172E1DF69309BCD0
HTTP_HOST=preview.dhsprogram.com
HTTP_REFERER=
HTTP_URL=/Publications/journal-details.cfm?C_id=16&P_ID=0&T_ID=0&article_id=4100&r_id=0
HTTP_USER_AGENT=Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
LOCAL_ADDR=10.0.0.111
PATH_INFO=
PATH_TRANSLATED=C:\inetpub\wwwroot\dhs\Publications\journal-details.cfm
QUERY_STRING=C_id=16&P_ID=0&T_ID=0&article_id=4100&r_id=0
REMOTE_ADDR=10.0.2.129
REMOTE_HOST=10.0.2.129
REMOTE_USER=
REQUEST_METHOD=GET
SCRIPT_NAME=/Publications/journal-details.cfm
SERVER_NAME=preview.dhsprogram.com
SERVER_PORT=80
SERVER_PORT_SECURE=0
SERVER_PROTOCOL=HTTP/1.1
SERVER_SOFTWARE=Microsoft-IIS/10.0
WEB_SERVER_API=
Cookie Variables:
CSRFTOKEN=BC4D02F39DE3E5CC199B9410172E1DF69309BCD0
JSESSIONID=4A8CA78627B1C16880F6DF4BB51C4326.cfusion
Request Parameters:
anonnoreadelements=
applockname=CS_App_Site1_1
archiveemail=archive@dhsprogram.com
assetsdir=/assets/
author_approve_whereclause=(VersionState = 2)
authormode=0
authorok=1
blupfront=
browser=Struct (13)
browserallincluded=1
cachefilesused=22
cachestatus=Complex type
cfflushcount=0
cgivars=Struct (49)
cloudfrontkeypairid=K3LSHNFSZFMIUC
cloudfronturl=d1vyaiefsqy4pf
constants=Complex type
cors.isCorsRequest=NO
cp=Struct (123)
cs_includedobjects=nwjs
cs_init_timings=Struct (23)
cs_isdashboardcmd=0
cs_request_start_memory=1228272120
cs_runningdashboardcmdcode=0
csrftoken=BC4D02F39DE3E5CC199B9410172E1DF69309BCD0
ctrl_data=Struct (64)
customcf_data=Struct (2)
customcfupfront=Query (1)
customerinfo=Complex type
customhead=1
customrenderhandlerpairs=
customsearch=Struct (11)
dbdsn=measure_db
debugstate=Struct (1)
dhspagesyncdata=Struct (1)
dhtmlmenuitemsprefetch=
disablehideformenus=0
dsource=dhs_legacy_live
editmode=0
element=Struct (42)
elementrundetail=Struct (1)
elementsrun=1
environment=Struct (5)
finalreportids=5,26,21,10,18,30,39
finalreportna=139,315,445,488,107,138,459,518
formattedtimestamp=2024-07-03 07:23:49
getghost=
hivbold=1,3,8,9
imageupfront=
imgdir=/images/
includerootdir=/
initialsiteid=1
initticks=1719991429572
jswarnmessage=
linkdataupfront_itempos=
linkdataupfront_itemtitle=
lockid=0
mainpage=Struct (84)
master_cfm_used=1
maxperms=Complex type
modeorderbyclause=VersionID Desc
modewhereclause=(VersionState = 2)
modewhereclause_page=(VersionState = 2)
multisectionupfront=
noauthorreason=
nocacheelementtypes=
nocacheheaderincluded=1
nondashboardincludedone=1
obcountires=EG,ZM
package=Struct (0)
page=Struct (84)
pagedata=Struct (1)
pagedhtmlitems=
pagedhtmlmenus=
pageperms=Complex type
pagesync=Struct (4)
params=Struct (9)
params_formfields=
params_urlfields=C_id,P_ID,T_ID,article_id,r_id
readmodewhereclause=(VersionState = 2)
renderedelements=Struct (0)
renderelementdata=Struct (0)
renderfordiff=0
renderforprint=0
renderstate=Struct (73)
req_cam_callcount=1
req_inittimestamp=2024-07-03 07:23:49.572
req_sequenceid=65358
req_startticks=1719991429572
rootdir=/
rootpath=
rooturldatasetadmin=https://preview.dhsprogram.com/data/dataset_admin
samesite_value=
scheduleupfront=
serverdatasource=commonspot-sites
sessionlockname=Session_1_4A8CA78627B1C16880F6DF4BB51C4326.cfusion
sessionstring=1_4A8CA78627B1C16880F6DF4BB51C4326.cfusion
sicupfront=
sicupfrontparam=
site=Struct (74)
siteid=1
standardrenderhandlers=
styleids=Struct (248)
stylenames=Struct (248)
subsite=Struct (0)
subsitecache=Struct (46)
subsitecachebysecuritypageid=Struct (46)
subsiteid=2
taiupfrontparam=
tbupfront=
tbupfrontparam=
templatecachestatus=Struct (0)
templaterootdir=/
timestamp={ts '2024-07-03 07:23:49'}
trustcachestatus=1
typefactory=Complex type
udslockname=CS_Customer_commonspot-users
updatingschemas=0
user=Struct (30)
usersdatasource=commonspot-users
wanterrorsrethrown=0
warnmessage=
xmlbrowser=Struct (13)
Server Variables:
ADF=Struct (15)
COMMONSPOT=Struct (44)
EMAILALERTKEY=BSu0cRa8xSWdSrClnnGvpA==
coldfusion=Struct (10)
os=Struct (5)
system=Struct (2)
Session Variables:
_csrf_token=BC4D02F39DE3E5CC199B9410172E1DF69309BCD0
adf=Struct (0)
authormode=0
contributemode=read
currentpageid=9706
debugmode=0
debugstate=Struct (1)
editmode=0
environment=Struct (5)
hasusertempfiles=0
language=Struct (216)
lastupdate=Struct (2)
lastuserupdate=1719991402430
lockid=0
lockobjectid=0
lockobjecttype=
locktype=
logintime=
ownedobjecttypes=
pendingapprovalpages=
pendingapprovals=
previewmode=0
requestedversioncounter=
requestedversiontimestamp=
sessionid=4A8CA78627B1C16880F6DF4BB51C4326.cfusion
sessionstring=1_4A8CA78627B1C16880F6DF4BB51C4326.cfusion
urltoken=CFID=2301888&CFTOKEN=a091cfd316f98969-AAC7B763-F2ED-C258-70AD4ECB572259C0&jsessionid=4A8CA78627B1C16880F6DF4BB51C4326.cfusion
usagelist=
user=Struct (30)
xmlbrowser=Struct (13)
xmlenvironment=Struct (5)
URL Parameters:
C_id=16
P_ID=0
T_ID=0
article_id=4100
r_id=0
Debug Rendering Time: 47 ms