Using Datasets for Analysis

Whether you've analyzed DHS data before or are a first-time user, below are some resources to help you analyze DHS data efficiently.

Step-by-step introduction to analyzing DHS data

Step 1: Select surveys for analysis
Step 2: Review questionnaires
Step 3: Register for dataset access
Step 4: Download datasets
Step 5: Open your dataset
Step 6: Get to know your variables
Step 7: Use sample weights
Step 8: Consider special values

Step 1: Select surveys for analysis. Which surveys are you interested in using?  See a list of surveys by country, type of survey, year, search by survey characteristics (for example, surveys that included HIV testing, or the Domestic Violence module), or use the full survey search.

Step 2: Review questionnaires. Familiarize yourself with the questionnaires used to collect the data that you want to analyze.  Model questionnaires are used for each survey phase , but each country modifies the core questionnaire slightly to meet their needs.  The questionnaires used to collect data for a specific survey are always included at the back of each survey's final report.  All final reports are free to download, and in some cases, can be ordered in hard copy, also for free.

Use the questionnaires to determine whether the information you want to analyze was collected in your survey of interest, and who you want to analyze (your unit of analysis).

If the data you want to analyze was collected for everyone listed in the household questionnaire, your unit of analysis is probably household members.  On the other hand, if for example you want to analyze data about women's contraceptive use, you will find that the relevant questions were asked in the women's questionnaire, and your unit of analysis is women. The unit of analysis will help you determine which dataset you want to download in step 4.

Step 3: Register for dataset access.  All DHS datasets are free to download and use. To download datasets, you must complete a short registration form. Remember your username and password; you can use it later to login quickly and register for access to additional datasets. Learn more about why we require registration

Requests to access datasets are usually approved within 24 hours.  You will receive an email from archive@dhsprogram.com once your request has been approved with instructions for download.

Step 4: Download datasets. Follow instructions from the email you received after registering. Once you log in to dhsprogram.com, you will see the country, survey, and list of datasets that you are approved to download. View the full tutorial on how to download DHS datasets in the video below:

If for some reason you requested a DHS datasets, but need to modify your request or give additional information to gain dataset approval, you can find the instructions in the video below:

The list of Zip files containing datasets are labeled with brief but meaningful names, such as KEIR41DT.  The full description of file naming conventions is here, but briefly:

  • The first two letters ("KE") refer to the country – in this case, Kenya.  The country code list is here.
  • The second two letters ("IR") refer to the data file type.  IR is the individual (women's) recode file, MR is the men's recode, HR is the household recode, etc.  The complete list of data file types is here.  Based on your review of the questionnaires, select the file type you need for your unit of analysis.
  • The next two characters ("41") refer to the phase and number of the survey.  A complete explanation of this numbering is here.  If you are only analyzing one survey, all datasets from that survey will have the same numbering.
  • The last two letters refer to the software program you want to use.  The DT file contains the Stata (.DTA) data file and associated documentation;  The SV file contains the SPSS (.SAV) file; the SD file contains the SAS (.SAS7BDAT) file; and the FL file contains an ASCII file and dictionaries.

If you would like to download more than one dataset, please see the tutorial below to download multiple DHS datasets.

Step 5: Open your dataset in the software you are using for analysis.

A note for Stata users: if your memory and maximum number of variables (maxvar) have not been adjusted from the factory settings, you may get an error message when trying to open DHS datasets, which are very large:
Change the memory and maxvar settings.  Try

set memory 450m
set maxvar 10000

to start.  You may be able to set these values higher depending on your computer.  These settings should allow you to open a DHS dataset.

Step 6: Get to know your variables. When your dataset is open, you will see thousands of variables with confusing names and very short variable labels that briefly describe the contents of each variable.  To understand each variable and its contents, get to know the DHS recode manual.  Some analysts refer to the recode manual as the "DHS Analysis Bible."  Why is the recode manual so important?  Here's an example:

In your dataset (assuming you are using an IR, BR, KR, or MR file) check the label of v107 (mv107).  The label says "highest year of education."  If you analyze this variable assuming it is the respondent's highest year of education, you will have highly misleading results.  Why?  Because the variable label needs to be short, and so cannot give complete information about every variable included in the dataset.  Download the DHS recode manual and look through it to find v107.  See that v107 is the highest year of education at the level recorded in v106.  Had you analyzed v107 as the highest years of education, you would have seriously underestimated the level of education in the country you are studying.  This is just one example of why it is important to use the DHS recode manual.

Step 7: Use sample weights. DHS sample weights are used in almost every tabulation in DHS final reports.  The few unweighted tables are clearly labeled.  Sample weights are described fully in the Guide to DHS Statistics but briefly, weights are used in all analyses to make sample data representative of the entire population.  There are different weights for different sample selections/units of analysis:

Sample weights in DHS datasets
 
Unit of analysis Variable
Households hv005
Household members   hv005
Women or children v005
Men mv005
Domestic Violence d005
HIV test results hiv05

like other variables in DHS datasets, decimal points are not included in the weight variable. Analysts need to divide the sampling weight they are using by 1,000,000. Examples:

In Stata:

generate wgt = v005/1000000
tab var [iweight=wgt]

In SPSS:

COMPUTE WGT = V005/1000000.
WEIGHT by WGT.

These are just examples; other types of weights are available in different software packages.

Step 8: Consider special values. As you analyze, make sure to account for missing values and other exceptions. If you're trying to replicate tables in the DHS final report, check the notes here or the FAQs.  To produce some of the more complex DHS indicators, the Guide to DHS Statistics (or the online Guide to DHS Statistics) is an invaluable resource, and like all DHS publications, is free to download and use.
 

Happy analyzing!

If you're having a problem using DHS data, and you've done all of the following:

Finally, if you are still have a problem related to DHS data (rather than a problem using statistical software), post a question to the DHS Program User Forum where we will answer your question.

Download Datasets

The DHS Program is authorized to distribute, at no cost, unrestricted survey data files for legitimate academic research. Registration is required for access to data.

Guide to Using Datasets


Debugging Information
ColdFusion Server Standard 2018,0,07,316715
Template /data/Using-Datasets-for-Analysis.cfm
Time Stamp 27-Nov-21 05:30 AM
Locale English (US)
User Agent CCBot/2.0 (https://commoncrawl.org/faq/)
Remote IP 54.227.97.219
Host Name 54.227.97.219


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602 ms 55 ms 11 C:/inetpub/wwwroot/commonspot/utilities/ct-render-named-element.cfm
602 ms 602 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm
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31 ms 31 ms 1 C:/inetpub/wwwroot/commonspot/site-application.cfm
31 ms 31 ms 1 C:/inetpub/wwwroot/dhs/data/Application.cfm
19 ms 19 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc | checkFileExists(C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/5/p13612-c0-l90-t0-dlame.read, 0) ] from C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/5/p13612-c1432-l70-t51-dAny.read
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/5/p13612-c19174-l70-t51-dAny.read
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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 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | GetPageCacheStatus(13612, 5, 2352, 0) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 3 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | GetPageCacheStatus(2352, 5, 2, 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 | ProcessDBQueue(noWait) ] 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([complex value], [complex value], 5, 13612, 2352, 0, 0, 2) ] 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([complex value], [complex value], 5, 13612, 2352, 0, 0, 90) ] 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(5) ] 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, 5) ] 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(13612) ] 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(5) ] 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 | GetTemplatePageData(2352) ] from C:/inetpub/wwwroot/commonspot/components/cache/template-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/template-cache.cfc | LoadTemplateProperties(template-Data-Template.cfm, 2352, 5) ] 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) ] 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('site' Remote Requests processed) ] 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' Remote Requests processed) ] 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=5)) ] 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(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 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/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/visitor-context-rule-actions.cfc | onPageVisit(13612, 5) ] 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 = ) ] from C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc | getDelimitedListForObject(objectID = 13612) ] from C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc | getTags(13612) ] from C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc
0 ms  STARTUP, PARSING, COMPILING, LOADING, & SHUTDOWN
906 ms  TOTAL EXECUTION TIME
red = over 250 ms average execution time


SQL Queries

pendingRequests (Datasource=commonspot-sites, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\udf\remote.cfm @ 05:30:27.027
				SELECT params,RequestSequenceID
				  FROM ServerRemoteRequests
				 WHERE DestServerID = ?
					AND RequestMode = 3
			 ORDER BY RequestSequenceID
			
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

pendingRequests (Datasource=commonspot-sites, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\udf\remote.cfm @ 05:30:27.027
			SELECT *
			  FROM ServerRemoteRequests
			 WHERE DestServerID = ? 
				AND RequestMode IN (0,2)
		
		 ORDER BY RequestSequenceID, SourceServerID
		
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

get (Datasource=dhs_legacy_live, Time=0ms, Records=217) in C:\inetpub\wwwroot\dhs\custom-application.cfm @ 05:30:27.027
    	SELECT lang_text_var, lang_text_en
        FROM dataset_lang_dictionary
    
pendingRequests (Datasource=commonspot-users, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\udf\remote.cfm @ 05:30:27.027
				SELECT params,RequestSequenceID
				  FROM UsersRemoteRequests
				 WHERE DestServerID = ?
					AND RequestMode = 3
			 ORDER BY RequestSequenceID
			
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

pendingRequests (Datasource=commonspot-users, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\udf\remote.cfm @ 05:30:27.027
			SELECT *
			  FROM UsersRemoteRequests
			 WHERE DestServerID = ? 
				AND RequestMode IN (0,2)
		
		 ORDER BY RequestSequenceID, SourceServerID
		
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

pendingRequests (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\udf\remote.cfm @ 05:30:27.027
				SELECT params,RequestSequenceID
				  FROM RemoteRequests
				 WHERE DestServerID = ?
					AND RequestMode = 3
			 ORDER BY RequestSequenceID
			
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

pendingRequests (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\udf\remote.cfm @ 05:30:27.027
			SELECT *
			  FROM RemoteRequests
			 WHERE DestServerID = ? 
				AND RequestMode IN (0,2)
		
		 ORDER BY RequestSequenceID, SourceServerID
		
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

GetPageRec (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\utilities\verify-stub-data.cfm @ 05:30:27.027
		SELECT *
		  FROM SitePages
		 WHERE ID=?
			AND AudienceID=0
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

GetPageRec (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\utilities\build-and-write-stub.cfm @ 05:30:27.027
	SELECT *
	  FROM SitePages
	 WHERE ID=? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

inheritedCacheSettings (Datasource=commonspot-site-dhs, Time=0ms, Records=3) in C:\inetpub\wwwroot\commonspot\utilities\populate-page.cfm @ 05:30:27.027
		SELECT StaleCacheMaxKeepTime,DynamicContentCacheKeepTime
		  FROM SitePages
		 WHERE (ID IN (?,?,?)) 
	 ORDER BY ID
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 2352

GetBaseTemplateSubSiteID (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\utilities\populate-page.cfm @ 05:30:27.027
		SELECT DISTINCT SitePages.SubSiteID
		  FROM SitePages, Subsites
		 WHERE SitePages.SubSiteID = Subsites.ID
		
			AND Subsites.ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

qParentTemplateInfo (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\utilities\populate-page.cfm @ 05:30:27.027
			SELECT PageType
			  FROM SitePages
			 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 2352

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\core.cfm @ 05:30:27.027
					SELECT SubsiteID
					  FROM SitePages
					 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 05:30:27.027
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2,8,6,3,11,14,15))
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

qryKeywords (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\components\keywords-tags\keywords-tags-base.cfc @ 05:30:27.027
		SELECT OriginalString AS Word 
				, KeywordType As KeywordTypeID
				
		  FROM ObjectKeywords
		 WHERE ObjectID = ? 
			AND KeywordType = ? 
	 ORDER BY Position, OriginalString
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612
Parameter #2(CF_SQL_TINYINT) = 0

GetRenderOptions (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\utilities\populate-page.cfm @ 05:30:27.027
			SELECT GeneralCategories.Category, RenderOptions.PageID
			  FROM RenderOptions, GeneralCategories
			 WHERE GeneralCategories.ID = RenderOptions.CategoryID
				AND GeneralCategories.CategoryTypeID = ?
				AND (RenderOptions.PageID IN (?,?,?,?)) 
		 ORDER BY RenderOptions.PageID Desc
		
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 12
Parameter #2(CF_SQL_INTEGER) = 1
Parameter #3(CF_SQL_INTEGER) = 2
Parameter #4(CF_SQL_INTEGER) = 2352
Parameter #5(CF_SQL_INTEGER) = 13612

getPageInfo (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\metadata\build-struct.cfm @ 05:30:27.027
	SELECT PageType, SubSiteID, CategoryID, InheritedTemplateList, DocType, Uploaded
	  FROM SitePages
	 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

FormData (Datasource=commonspot-site-dhs, Time=16ms, Records=15) in C:\inetpub\wwwroot\commonspot\metadata\build-struct.cfm @ 05:30:27.027
	SELECT Data_FieldValue.PageID, Data_FieldValue.FieldValue, FormInputControl.FieldName, FormInputControl.type, FormControl.FormName,
			 FormControl.ID AS FormControlID, FormInputControl.ID AS ficID,
			 Data_FieldValue.MemoValue, Data_FieldValue.listid, FormInputControl.params AS fieldParams
						  
	  FROM FormInputControl,FormControl,FormInputControlMap,Data_FieldValue,FormControlMap
	 WHERE (Data_FieldValue.PageID IN (?,?,?,?))  
		AND Data_FieldValue.FieldID = FormInputControl.ID
		AND Data_FieldValue.FormID = FormControl.ID
		AND FormInputControl.ID = FormInputControlMap.FieldID
		AND FormControl.ID = FormInputControlMap.FormID
		AND FormControl.ID = FormControlMap.FormID
	
		
		AND (
				
				(
					(FormControlMap.ClassConstant = 4)
				
					AND (FormControlMap.ClassID IN (?,?)) 
				)
				
				
					OR (
								 (FormControlMap.ClassConstant = 1)
							AND ( (FormControlMap.ClassID IN (?,?,?)) )
						)
				
				
					OR (
								 (FormControlMap.ClassConstant = 2)
							AND (FormControlMap.ClassID = ?)
						)
				
				

				
			 )
	
 ORDER BY PageID DESC, FormControl.ID, FormInputControl.ID
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 2352
Parameter #4(CF_SQL_INTEGER) = 13612
Parameter #5(CF_SQL_INTEGER) = 1
Parameter #6(CF_SQL_INTEGER) = 5
Parameter #7(CF_SQL_INTEGER) = 1
Parameter #8(CF_SQL_INTEGER) = 2
Parameter #9(CF_SQL_INTEGER) = 2352
Parameter #10(CF_SQL_INTEGER) = 9

NamedClasses (Datasource=commonspot-site-dhs, Time=0ms, Records=2) in C:\inetpub\wwwroot\commonspot\style\load-page-classes.cfm @ 05:30:27.027
	SELECT *
	  FROM Data_ClassNames
	 WHERE (PageID IN (?,?,?,?)) 
		AND VersionState = ?
		AND OutputTypeID = 0
 ORDER BY PageID DESC, ControlID DESC
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 2352
Parameter #4(CF_SQL_INTEGER) = 13612
Parameter #5(CF_SQL_INTEGER) = 2

StyleSheetGroups (Datasource=commonspot-site-dhs, Time=0ms, Records=2) in C:\inetpub\wwwroot\commonspot\utilities\set-style-vars.cfm @ 05:30:27.027
		SELECT *
		  FROM Data_StyleSheetGroups
		 WHERE (PageID IN (?,?,?,?)) 
			AND VersionState = ?
	 ORDER BY PageID DESC, ItemPos ASC
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 2352
Parameter #4(CF_SQL_INTEGER) = 13612
Parameter #5(CF_SQL_INTEGER) = 2

PageStyleSheets (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\utilities\set-style-vars.cfm @ 05:30:27.027
		SELECT *
		  FROM Data_StyleSheets
		 WHERE (PageID IN (?,?,?,?)) 
			AND ControlID = ?
			AND VersionState = ?
	 ORDER BY PageID DESC, ItemPos
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 2352
Parameter #4(CF_SQL_INTEGER) = 13612
Parameter #5(CF_SQL_INTEGER) = 3474
Parameter #6(CF_SQL_INTEGER) = 2

CheckCustomRender (Datasource=commonspot-site-dhs, Time=0ms, Records=27) in C:\inetpub\wwwroot\commonspot\utilities\populate-page.cfm @ 05:30:27.027
		SELECT *
		  FROM Data_Custom_Render
		 WHERE (PageID IN (?,?,?,?)) 
			AND VersionState >= ?
			AND ModuleID <> 0
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 2352
Parameter #4(CF_SQL_INTEGER) = 13612
Parameter #5(CF_SQL_INTEGER) = 2

SecurityRecords (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\utilities\populate-page.cfm @ 05:30:27.027
	SELECT DISTINCT ControlID
	  FROM ItemSecurity
	 WHERE PageID = ?
		AND ApplyTo = 0 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

ParentTemplateInfo (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\utilities\write-stub.cfm @ 05:30:27.027
		SELECT SubsiteID,Filename,PageType
		  FROM SitePages
		 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 2352

SelectedCustomRenderElements (Datasource=commonspot-site-dhs, Time=0ms, Records=27) in C:\inetpub\wwwroot\commonspot\set-page-vars.cfm @ 05:30:27.027
		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) = 2352
Parameter #4(CF_SQL_INTEGER) = 13612
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 @ 05:30:27.027
			SELECT *
			  FROM Param_Page
			 WHERE (PageID=13612 OR (PageID IN (2352,2,1) 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 @ 05:30:27.027
					SELECT SubsiteID
					  FROM SitePages
					 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 05:30:27.027
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 13612

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\commands\livebookmarks.cfc @ 05:30:27.027
		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) = 13612
Parameter #2(CF_SQL_INTEGER) = 11

CacheUpdate (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\components\cache\cache-status.cfc @ 05:30:28.028
					UPDATE ElementInstance
						SET CacheFormat=?,
							 CacheValidUntil=?,
							 ContentValidUntil=?,
							 DataPageID=?,
							 DependentObjectID=?,
							 DynamicStatus=?,
							 HasChildren=?,
							 HasData=?,
							 HasDynamicContent=?,
							 IndexStatus=?,
							 IsDeviceDependent=?,
							 ParamPageID=?,
							 PrintStatus=?,
							 ShareStatus=?,
							 ConflictList=?
					 WHERE ServerID=?
						AND SubsiteID=?
						AND PageID=?
						AND ControlID=?
						AND CacheLevel=?
						AND IsWIP=? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 0
Parameter #2(CF_SQL_VARCHAR) = 2121-11-27 05:30:27
Parameter #3(CF_SQL_VARCHAR) = 2121-11-27 05:30:27
Parameter #4(CF_SQL_INTEGER) = 0
Parameter #5(CF_SQL_INTEGER) = 0
Parameter #6(CF_SQL_VARCHAR) =
Parameter #7(CF_SQL_INTEGER) = 0
Parameter #8(CF_SQL_INTEGER) = 1
Parameter #9(CF_SQL_INTEGER) = 2
Parameter #10(CF_SQL_INTEGER) = 0
Parameter #11(CF_SQL_INTEGER) = 0
Parameter #12(CF_SQL_INTEGER) = 0
Parameter #13(CF_SQL_INTEGER) = 0
Parameter #14(CF_SQL_INTEGER) = 0
Parameter #15(CF_SQL_VARCHAR) =
Parameter #16(CF_SQL_INTEGER) = 1
Parameter #17(CF_SQL_INTEGER) = 5
Parameter #18(CF_SQL_INTEGER) = 13612
Parameter #19(CF_SQL_INTEGER) = 0
Parameter #20(CF_SQL_INTEGER) = 2
Parameter #21(CF_SQL_INTEGER) = 0


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
adf=Struct (88)
adfscheduler=Struct (0)
applicationname=site1
blogcache=Struct (4)
cachedimages=Struct (20)
cacheinfocache=Struct (51)
confidentiality=Array (5)
controlinstance_toplevel_cache=Struct (126)
covid_articlecount=6
covid_newsarticlecount=24
covid_pressreleasecount=4
covid_pubcount=2
cs_element_cache=Struct (0)
cs_resourcesmissing=Struct (0)
cs_rewriterulescache=Struct (21)
cs_subsitecachemanager=Struct (28)
customerscope=Struct (18)
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 (3)
pendingstubrequests=Struct (0)
rsscache=Struct (2)
search_archive_next_clean=2021-11-28 03:10:48
search_orphan_next_clean=2021-11-28 03:10:48
serverstatus=Struct (1)
site=Struct (71)
sitescope=Struct (9)
styleids=Struct (248)
stylenames=Struct (248)
subsitecache=Struct (44)
subsitecachebysecuritypageid=Struct (44)
taxonomy=Struct (2)
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=256
CERT_SECRETKEYSIZE=2048
CERT_SERIALNUMBER=
CERT_SERVER_ISSUER=C=US, S=Illinois, L=Chicago, O="Trustwave Holdings, Inc.", CN="Trustwave Organization Validation SHA256 CA, Level 1", E=ca@trustwave.com
CERT_SERVER_SUBJECT=CN=*.dhsprogram.com, O=ICF International, L=Fairfax, S=Virginia, C=US
CERT_SUBJECT=
CF_TEMPLATE_PATH=C:\inetpub\wwwroot\dhs\data\Using-Datasets-for-Analysis.cfm
CONTENT_LENGTH=0
CONTENT_TYPE=
CONTEXT_PATH=
GATEWAY_INTERFACE=CGI/1.1
HTTPS=on
HTTPS_KEYSIZE=256
HTTPS_SECRETKEYSIZE=2048
HTTPS_SERVER_ISSUER=C=US, S=Illinois, L=Chicago, O="Trustwave Holdings, Inc.", CN="Trustwave Organization Validation SHA256 CA, Level 1", E=ca@trustwave.com
HTTPS_SERVER_SUBJECT=CN=*.dhsprogram.com, O=ICF International, L=Fairfax, S=Virginia, C=US
HTTP_ACCEPT=text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8
HTTP_ACCEPT_ENCODING=br,gzip
HTTP_ACCEPT_LANGUAGE=en-US,en;q=0.5
HTTP_CONNECTION=Keep-Alive
HTTP_COOKIE=
HTTP_HOST=preview.dhsprogram.com
HTTP_REFERER=
HTTP_URL=/data/Using-Datasets-for-Analysis.cfm
HTTP_USER_AGENT=CCBot/2.0 (https://commoncrawl.org/faq/)
LOCAL_ADDR=10.0.0.111
PATH_INFO=
PATH_TRANSLATED=C:\inetpub\wwwroot\dhs\data\Using-Datasets-for-Analysis.cfm
QUERY_STRING=
REMOTE_ADDR=54.227.97.219
REMOTE_HOST=54.227.97.219
REMOTE_USER=
REQUEST_METHOD=GET
SCRIPT_NAME=/data/Using-Datasets-for-Analysis.cfm
SERVER_NAME=preview.dhsprogram.com
SERVER_PORT=443
SERVER_PORT_SECURE=1
SERVER_PROTOCOL=HTTP/1.1
SERVER_SOFTWARE=Microsoft-IIS/10.0
WEB_SERVER_API=
Cookie Variables:
CFID=1876022
CFTOKEN=a176da95936e110-BEBB99E5-949C-04FB-6EEF2464A96BBED7
Request Parameters:
anonnoreadelements=
applockname=CS_App_Site1_1
archiveemail=archive@dhsprogram.com
assetsdir=/assets/
author_approve_whereclause=(VersionState = 2)
authormode=0
authorok=1
autologinhandled=0
blupfront=
browser=Struct (13)
browserallincluded=1
cachefilesused=40
cachestatus=Complex type
cfflushcount=0
cgivars=Struct (49)
cloudfrontkeypairid=K3LSHNFSZFMIUC
cloudfronturl=d1vyaiefsqy4pf
constants=Complex type
cors.isCorsRequest=NO
cp=Struct (124)
cs_includedobjects=nwjs
cs_init_timings=Struct (23)
cs_isdashboardcmd=0
cs_runningdashboardcmdcode=0
customcfupfront=
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 (41)
elementrundetail=Struct (0)
elementsrun=0
environment=Struct (5)
finalreportids=5,26,21,10,18,30,39
finalreportna=139,315,445,488,107,138
formattedtimestamp=2021-11-27 05:30:27
getghost=
hivbold=1,3,8,9
ignoreauthuser=0
imageupfront=
imgdir=/images/
includerootdir=/
initialsiteid=1
initticks=1637991027585
jswarnmessage=
linkdataupfront_itempos=
linkdataupfront_itemtitle=
lockid=0
mainpage=Struct (86)
master_cfm_used=1
maxperms=Complex type
metadata=Struct (1)
modeorderbyclause=VersionID Desc
modewhereclause=(VersionState = 2)
modewhereclause_page=(VersionState = 2)
multisectionupfront=
noauthorreason=
nocacheelementtypes=
nondashboardincludedone=1
obcountires=EG,ZM
package=Struct (0)
page=Struct (85)
pagedata=Struct (1)
pagedhtmlitems=
pagedhtmlmenus=
pageperms=Complex type
pagesync=Struct (4)
params=Struct (4)
parentisbasetemplate=0
parenttemplate=Struct (3)
previewmode=0
readmodewhereclause=(VersionState = 2)
rebuilt_stubs=
renderedelements=Struct (0)
renderelementdata=Struct (0)
renderfordiff=0
renderforprint=0
renderstate=Struct (72)
req_cam_callcount=1
req_inittimestamp=2021-11-27 05:30:27.570
req_sequenceid=58554
req_startticks=1637991027570
rootdir=/
rootpath=
rooturldatasetadmin=https://preview.dhsprogram.com/data/dataset_admin
scheduleupfront=
serverdatasource=commonspot-sites
sessionlockname=Session_1_9D3CF5E054548119717413494F286789.cfusion
sessionstring=1_9D3CF5E054548119717413494F286789.cfusion
sicupfront=
sicupfrontparam=
site=Struct (71)
siteid=1
standardrenderhandlers=
styleids=Struct (248)
stylenames=Struct (248)
subsite=Struct (0)
subsitecache=Struct (44)
subsitecachebysecuritypageid=Struct (44)
subsiteid=5
taiupfrontparam=
tbupfront=
tbupfrontparam=
templatecachestatus=Struct (1)
templaterootdir=/
timestamp={ts '2021-11-27 05:30:27'}
trustcachestatus=1
typefactory=Complex type
udslockname=CS_Customer_commonspot-users
updatingschemas=0
user=Struct (27)
usersdatasource=commonspot-users
wanterrorsrethrown=0
warnmessage=
xmlbrowser=Struct (13)
Server Variables:
ADF=Struct (15)
COMMONSPOT=Struct (40)
EMAILALERTKEY=LZIA60f/S/A4a/iAH17Viw==
coldfusion=Struct (10)
os=Struct (5)
system=Struct (2)
Session Variables:
adf=Struct (0)
authormode=0
contributemode=read
currentpageid=13612
debugmode=0
debugstate=Struct (1)
editmode=0
hasusertempfiles=0
language=Struct (216)
lastupdate=Struct (2)
lastuserupdate=1637991027585
lockid=0
lockobjectid=0
lockobjecttype=
locktype=
logintime=
ownedobjecttypes=
pendingapprovalpages=
pendingapprovals=
previewmode=0
requestedversioncounter=
requestedversiontimestamp=
sessionid=9D3CF5E054548119717413494F286789.cfusion
urltoken=CFID=1876022&CFTOKEN=a176da95936e110-BEBB99E5-949C-04FB-6EEF2464A96BBED7&jsessionid=9D3CF5E054548119717413494F286789.cfusion
usagelist=
user=Struct (27)
Debug Rendering Time: 16 ms