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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 30-Jun-24 01:36 PM
Locale English (US)
User Agent Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
Remote IP 10.0.0.149
Host Name 10.0.0.149


Execution Time

Total Time Avg Time Count Template
550 ms 23 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element.cfm
534 ms 22 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element-core.cfm
407 ms 407 ms 1 C:/inetpub/wwwroot/commonspot/master.cfm
407 ms 407 ms 1 C:/inetpub/wwwroot/dhs/Publications/journal-details.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/master-render.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/render-page-meat.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/render-page.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/uncached-master.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cached-page-render.cfm
297 ms 30 ms 10 C:/inetpub/wwwroot/commonspot/utilities/ct-render-named-element.cfm
297 ms 297 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm
234 ms 234 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1378-l70-t51-dAny.read
203 ms 203 ms 1 C:/inetpub/wwwroot/commonspot/utilities/run-element.cfm
47 ms 47 ms 1 C:/inetpub/wwwroot/commonspot/set-page-vars.cfm
32 ms 32 ms 1 C:/inetpub/wwwroot/commonspot/render-head.cfm
31 ms 31 ms 1 C:/inetpub/wwwroot/commonspot/controls/customcf/cpe-customcf.cfm
31 ms 16 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/public_api/cache.cfc | getElementCacheSettings(9706, 4304) ] from C:/inetpub/wwwroot/commonspot/public_api/cache.cfc
18 ms 18 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc | getTags(9706) ] from C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc
17 ms 17 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19154-l70-t51-dAny.read
17 ms 17 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/non-dashboard-include.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/site-application.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/startup/build-request-params.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/startup/core-application-meat.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/startup/site-application-meat.cfm
15 ms 15 ms 1 C:/inetpub/wwwroot/dhs/Publications/Application.cfm
14 ms 14 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19155-l70-t51-dAny.read
14 ms 14 ms 1 C:/inetpub/wwwroot/commonspot/render-metatags.cfm
14 ms 14 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 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-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/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-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/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 1 C:/inetpub/wwwroot/commonspot/utilities/add-resource-request.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 1 C:/inetpub/wwwroot/dhs/customcf/legacy/journal/detail_article_summary.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.head
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/element.cfc | getInfo(elementTypeID = 26) ] from C:/inetpub/wwwroot/commonspot/public_api/element.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
422 ms  TOTAL EXECUTION TIME
red = over 250 ms average execution time


SQL Queries

SelectedCustomRenderElements (Datasource=commonspot-site-dhs, Time=31ms, Records=2117) in C:\inetpub\wwwroot\commonspot\set-page-vars.cfm @ 13:36:57.057
		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 @ 13:36:57.057
			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 @ 13:36:57.057
					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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
	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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
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 @ 13:36:57.057
				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=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 13:36:57.057
				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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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 @ 13:36:57.057
		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=2024-07-01 11:48:40
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=CSRFTOKEN=15162BF0C88EFE277114EC734810C9B6D8F00BB0; JSESSIONID=BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.cfusion
HTTP_HOST=preview.dhsprogram.com
HTTP_REFERER=
HTTP_URL=/Publications/journal-details.cfm?C_id=0&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=0&P_ID=0&T_ID=0&article_id=4100&r_id=0
REMOTE_ADDR=10.0.0.149
REMOTE_HOST=10.0.0.149
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=15162BF0C88EFE277114EC734810C9B6D8F00BB0
JSESSIONID=BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.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=3315387904
cs_runningdashboardcmdcode=0
csrftoken=15162BF0C88EFE277114EC734810C9B6D8F00BB0
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=2024-06-30 13:36:57
getghost=
hivbold=1,3,8,9
imageupfront=
imgdir=/images/
includerootdir=/
initialsiteid=1
initticks=1719754617399
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,T_ID,r_id,P_ID,article_id
readmodewhereclause=(VersionState = 2)
renderedelements=Struct (0)
renderelementdata=Struct (0)
renderfordiff=0
renderforprint=0
renderstate=Struct (73)
req_cam_callcount=1
req_inittimestamp=2024-06-30 13:36:57.399
req_sequenceid=27358
req_startticks=1719754617399
rootdir=/
rootpath=
rooturldatasetadmin=https://preview.dhsprogram.com/data/dataset_admin
samesite_value=
scheduleupfront=
serverdatasource=commonspot-sites
sessionlockname=Session_1_BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.cfusion
sessionstring=1_BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.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 '2024-06-30 13:36:57'}
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=15162BF0C88EFE277114EC734810C9B6D8F00BB0
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=1719754616805
lockid=0
lockobjectid=0
lockobjecttype=
locktype=
logintime=
ownedobjecttypes=
pendingapprovalpages=
pendingapprovals=
previewmode=0
requestedversioncounter=
requestedversiontimestamp=
sessionid=BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.cfusion
sessionstring=1_BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.cfusion
urltoken=CFID=2142212&CFTOKEN=456597f8944818dd-1DA13A6A-0725-81E6-AC9A6581F908E397&jsessionid=BAADC7CE9670CF8C8A3AA3CAAAEBE3B8.cfusion
usagelist=
user=Struct (30)
xmlbrowser=Struct (13)
xmlenvironment=Struct (5)
URL Parameters:
C_id=0
P_ID=0
T_ID=0
article_id=4100
r_id=0
Debug Rendering Time: 31 ms