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Modelling the Wealth Index of Demographic and Health Surveys within Cities Using Very High-Resolution Remotely Sensed Information
Authors: Stefanos Georganos, Assane Niang Gadiaga, Catherine Linard, Tais Grippa, Sabine Vanhuysse, Nicholus Mboga, Eléonore Wol, Sébastien Dujardin, and Moritz Lennert
Source: Remote Sensing, 11: 2543; DOI: 10.3390/rs11212543
Topic(s): GIS/GPS
Modelling
Poverty
Wealth Index
Country: Africa
  Senegal
Published: OCT 2019
Abstract: A systematic and precise understanding of urban socio-economic spatial inequalities in developing regions is needed to address global sustainability goals. At the intra-urban scale, access to detailed databases (i.e., a census) is often a dicult exercise. Geolocated surveys such as the Demographic and Health Surveys (DHS) are a rich alternative source of such information but can be challenging to interpolate at such a fine scale due to their spatial displacement, survey design and the lack of very high-resolution (VHR) predictor variables in these regions. In this paper, we employ satellite-derived VHR land-use/land-cover (LULC) datasets and couple them with the DHSWealth Index (WI), a robust household wealth indicator, in order to provide city-scale wealth maps. We undertake several modelling approaches using a random forest regressor as the underlying algorithm and predict in several geographic administrative scales. We validate against an exhaustive census database available for the city of Dakar, Senegal. Our results show that the WI was modelled to a satisfactory degree when compared against census data even at very fine resolutions. These findings might assist local authorities and stakeholders in rigorous evidence-based decision making and facilitate the allocation of resources towards the most disadvantaged populations. Good practices for further developments are discussed with the aim of upscaling these findings at the global scale. Keywords: wealth index; DHS; very-high-resolution remote sensing; interpolation; machine learning; poverty
Web: https://www.google.com/url?rct=j&sa=t&url=https://www.mdpi.com/2072-4292/11/21/2543/pdf&ct=ga&cd=CAEYDCoTODY4Mjk3NjU3MTU4MzE2MzI2ODIcNTZmYjJiMjRhMzEzNmNiNTpjb206ZW46VVM6TA&usg=AFQjCNHlrRf69Thr1BRpIXWf


Debugging Information
ColdFusion Server Developer 2018,0,19,330149
Template /Publications/journal-details.cfm
Time Stamp 30-Jun-24 03:19 PM
Locale English (US)
User Agent Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
Remote IP 10.0.2.129
Host Name 10.0.2.129


Execution Time

Total Time Avg Time Count Template
656 ms 27 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element.cfm
610 ms 25 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element-core.cfm
422 ms 422 ms 1 C:/inetpub/wwwroot/commonspot/master.cfm
422 ms 422 ms 1 C:/inetpub/wwwroot/dhs/Publications/journal-details.cfm
375 ms 375 ms 1 C:/inetpub/wwwroot/commonspot/master-render.cfm
375 ms 375 ms 1 C:/inetpub/wwwroot/commonspot/render-page-meat.cfm
375 ms 375 ms 1 C:/inetpub/wwwroot/commonspot/render-page.cfm
375 ms 375 ms 1 C:/inetpub/wwwroot/commonspot/uncached-master.cfm
375 ms 375 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cached-page-render.cfm
328 ms 33 ms 10 C:/inetpub/wwwroot/commonspot/utilities/ct-render-named-element.cfm
328 ms 328 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm
266 ms 266 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1378-l70-t51-dAny.read
250 ms 250 ms 1 C:/inetpub/wwwroot/commonspot/utilities/run-element.cfm
63 ms 63 ms 1 C:/inetpub/wwwroot/commonspot/controls/customcf/cpe-customcf.cfm
47 ms 47 ms 1 C:/inetpub/wwwroot/commonspot/set-page-vars.cfm
47 ms 47 ms 1 C:/inetpub/wwwroot/commonspot/site-application.cfm
47 ms 47 ms 1 C:/inetpub/wwwroot/commonspot/startup/site-application-meat.cfm
47 ms 47 ms 1 C:/inetpub/wwwroot/dhs/Publications/Application.cfm
47 ms 24 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/public_api/cache.cfc | getElementCacheSettings(9706, 4304) ] from C:/inetpub/wwwroot/commonspot/public_api/cache.cfc
31 ms 31 ms 1 C:/inetpub/wwwroot/commonspot/render-head.cfm
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19152-l70-t51-dAny.read
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19155-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/commonspot/startup/init-server-scope.cfm
16 ms 4 ms 4 C:/inetpub/wwwroot/commonspot/utilities/handle-in-list.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/livebookmarks.cfc | getTags(9706) ] from C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc
15 ms 15 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19153-l70-t51-dAny.read
15 ms 15 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19172-l70-t51-dAny.read
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/render-metatags.cfm
15 ms 15 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-c19154-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-c19174-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-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/browser-detect-methods.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/session-first-global.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/session-first-site.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 1 C:/inetpub/wwwroot/commonspot/utilities/build-user-struct.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 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/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(New (global) session 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(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(user object created) ] 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(user session 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(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
469 ms  TOTAL EXECUTION TIME
red = over 250 ms average execution time


SQL Queries

get (Datasource=dhs_legacy_live, Time=0ms, Records=217) in C:\inetpub\wwwroot\dhs\custom-application.cfm @ 15:19:56.056
    	SELECT lang_text_var, lang_text_en
        FROM dataset_lang_dictionary
    
SelectedCustomRenderElements (Datasource=commonspot-site-dhs, Time=31ms, Records=2117) in C:\inetpub\wwwroot\commonspot\set-page-vars.cfm @ 15:19:56.056
		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 @ 15:19:56.056
			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=16ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\core.cfm @ 15:19:56.056
					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 @ 15:19:56.056
		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 @ 15:19:56.056
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
	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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
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) = 4009

getart_topic (Datasource=dhs_legacy_live, Time=0ms, Records=4) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 15:19:57.057
				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) = 4009

getart_Ctry (Datasource=dhs_legacy_live, Time=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 15:19:57.057
				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) = 4009

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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 @ 15:19:57.057
		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=
HTTP_HOST=preview.dhsprogram.com
HTTP_REFERER=
HTTP_URL=/Publications/journal-details.cfm?C_id=0&P_ID=949&T_ID=0&article_id=4009&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=949&T_ID=0&article_id=4009&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=3E07233CD46BB4B634A4B8904090D53FA246612A
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=3035069952
cs_runningdashboardcmdcode=0
csrftoken=3E07233CD46BB4B634A4B8904090D53FA246612A
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 15:19:56
getghost=
hivbold=1,3,8,9
imageupfront=
imgdir=/images/
includerootdir=/
initialsiteid=1
initticks=1719760796861
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=article_id,P_ID,C_id,T_ID,r_id
previewmode=0
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 15:19:56.845
req_sequenceid=28771
req_startticks=1719760796845
rootdir=/
rootpath=
rooturldatasetadmin=https://preview.dhsprogram.com/data/dataset_admin
samesite_value=
scheduleupfront=
serverdatasource=commonspot-sites
sessionlockname=Session_1_F4B5CDAEF4481E3DB39883B56B2ECCD4.cfusion
sessionstring=1_F4B5CDAEF4481E3DB39883B56B2ECCD4.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 15:19:56'}
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=3E07233CD46BB4B634A4B8904090D53FA246612A
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=1719760796876
lockid=0
lockobjectid=0
lockobjecttype=
locktype=
logintime=
ownedobjecttypes=
pendingapprovalpages=
pendingapprovals=
previewmode=0
requestedversioncounter=
requestedversiontimestamp=
sessionid=F4B5CDAEF4481E3DB39883B56B2ECCD4.cfusion
sessionstring=1_F4B5CDAEF4481E3DB39883B56B2ECCD4.cfusion
urltoken=CFID=2149085&CFTOKEN=f43d02d028144d18-215023D1-C30F-2F42-E677529EFB0EA489&jsessionid=F4B5CDAEF4481E3DB39883B56B2ECCD4.cfusion
usagelist=
user=Struct (30)
xmlbrowser=Struct (13)
xmlenvironment=Struct (5)
URL Parameters:
C_id=0
P_ID=949
T_ID=0
article_id=4009
r_id=0
Debug Rendering Time: 16 ms