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CountryData SDMX for Development Indicators
MDG DSD vs. the Di Database: Using the Mapping Tool
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MDG Data Structure Definition (DSD) background
Developed by SDMX Task Team of IAEG on MDGs Supports exchange of MDG Indicator data between international agencies (UN, UNICEF, UNESCO, …) Implemented in SDMX 2.0 Latest version (2.4) finalised in Feb 2013
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DevInfo (Di) background
Data dissemination software supported and promoted by UNICEF DevInfo7 (Di7) launched in Nov 2012 SDMX 2.1 & 2.0 compliant Web base software 9 out of 11 project countries using DevInfo Stable version compare to previous releases
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Simple relation between Di & DSD
Di Database MDG DSD Frequency (Default = “Annual”) Reference Area Series Units of measurement Unit multiplier (Default = 0) Location (Default = “Total”) Age group (Default = “All Ages”) Sex (Default = “Both Sexes”) Source Type (Default = “NA”) Source details Time Period Time period details Nature of data points (Default = “C”) Footnotes Area Indicator Unit Subgroup (i.e. Sex, Age, Location etc.) Source Time Period Footnotes
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Mapping to the DSD DSD dimensional structure means
values are mandatory for LOCATION, SEX & AGE GROUP. Due the nature of this domain (i.e. MDGs), not obvious which values should be used in these dimensions For example, what is SEX for “Births attended by skilled personnel”: Not Applicable? Total? Female?
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Mapping to the DSD Inconsistent mappings lead to duplications and other anomalies In CountryData, mappings for indicators/ time series are agreed before data exchange (see mapping for MDGs from 1st workshop) However, this is just one side of the story…
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Mapping to the DSD Understanding the structure and contents of the origin database is fundamental to the mapping process Mapping to the DSD requires the data to enter into certain ‘restrictions’ it’s not bound by in the database (and vice versa).
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Mapping to the DSD The mapping tool in di software is
designed to work with the di database as simply as possible… the tool is based on mapping between the codelists of the DSD and origin database; certain situations require some further manual effort to map a time series; and sometimes a “fix” is required to the database where the data simply isn’t valid or it’s duplicated. Therefore it’s good to review di structure to understand where these issues usually occur.
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Di Data Architecture Area, hierarchical dimension
IUS = Indicator, Unit and Subgroup Time series data are stored with the combination of the 3 dimensions Indicator Unit Subgroup: Combination of one or more sub-dimensions Source & Time Period Together with IUS “uniquely” defines each data value Footnote “Free text” field stored with data value
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Di INDICATOR IUS: Indicator Unit Subgroup Indicator, for example:
Infant Mortality AIDS Death Malaria Death Similar to SERIES in the DSD Contains only Indicator specific values
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Di UNIT IUS: Indicator Unit Subgroup Unit:
Percentage Number USD Square KM Similar to UNIT of Measurement in DSD Contains only Unit specific values
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Di SUBGROUP Combination of one or more sub-dimensions
IUS: Indicator Unit Subgroup SubGroup Dimension: Combination of one or more sub-dimensions “Age”, “Sex”, “Location” and “Other” sub-dimensions are set initially in database Specific values can be created under each sub-dimension Relate to SEX, AGE GROUP and LOCATION in DSD.
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Di SUBGROUP IUS: Indicator Unit Subgroup Formation Logic:
Sub-Dimension Age Sex Location Other Sub-Dimension values < 1 Year < 5 Year 5 – 10 Year Male Female Urban Rural Total Rice Wheat SUBGROUP (Combination) <1 Year Male <5 Year Female Rural Urban
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Di SUBGROUP
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Di SUBGROUP
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Di SOURCE
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Di TIME PERIOD
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Di Mapping Tool: Introduction
Once data exists in di7 web-based software then data can be mapped and published which conforms with the MDG DSD. This is all done online through the di7 web-based repository through the administration profile, so let’s begin…
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Getting Started…
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Scroll down to ‘Registry’ menu
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Log onto administrative profile
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Log onto administrative profile
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Full access to ‘Registry’ features
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Prepare the Dbase for mapping
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Prepares the SDMX artefactes
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Ready to ‘Upload’ the DSD
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Choose a DSD from your folders
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Choose a DSD from your folders
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DSD Upload is a success…
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Now you are ready to map…
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1st Step: Codelist mapping
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1st Step: DSD Codelists Indicator CodeList SH_HIV_INCD
HIV incidence rate SH_MLR_MORT Notified cases of malaria SE_ADT_1524 Literacy rate SE_PRM_CMPL Primary completion rate Location CodeList T T Total (national level) U U Urban R R Rural SEX CodeList NA Not applicable F Female M Male T Both sexes UNIT CodeList NA Not applicable CUR_LCU Local currency USD NUMBER Number RATIO Ratio PERCENT Percent KM2 Square kilometers T Metric Tons PER_100_LIVE_BIRTHS Per 100 live births PER_100_POP Per 100 population PER_1000_LIVE_BIRTHS Per 1,000 live births PER_1000_POP Per 1,000 population PER_100000_LIVE_BIRTHS Per 100,000 live births PER_100000_POP Per 100,000 population AGE CodeList NA Not applicable 000_099_Y All age ranges 000_006_M under 6 month olds 000_005_Y under 5 year olds 000_001_Y under 1 year olds 000_018_Y under 18 year olds 000_006_Y under 6 year olds 010_005_Y 10-14 year olds 015_005_Y 15-19 year olds 015_010_Y 15-24 year olds 015_035_Y 15-49 year olds 006_054_M 6-59 months old 006_009_Y 6-14 year olds 005_013_Y 5-17 year olds 015_050_Y 15-64 year olds
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1st Step: (A) Map Indicator codes
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1st Step: (B) Map Unit codes
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1st Step: (C) Map Subgroup codes
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1st Step: (C) Choose Subgroup list
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1st Step: (C) Map Age subgroup
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1st Step: (C) Map Sex & Location
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1st Step: (D) Map Area
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1st Step: Save codelist mappings
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1st Step: Ignore warning
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1st Step: Confirm mapping saved
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Exercise 1: Codelist mapping
Use unstats.un.org/unsd/demodiweb[1-6] Username = Password = Map the codelists (where possible) for Unit Age Sex Location Area And just one indicator, “Antenatal care coverage for at least one visit”
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1st Step: Complete
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2nd Step: Confirm IUS mapping
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2nd Step: Save IUS Mappings
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Exercise 2: mapping time series
Use unstats.un.org/unsd/demodiweb[1-6] Username = Password = Map the time series for “Antenatal care coverage for at least four visits” “Employment to population ratio” “Literacy rate of year-olds” “Death rate associated with malaria” “Proportion of population using solid fuels”
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2nd Step: Complete
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Final Step: Register the mappings
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Final Step: Select mappings
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Final Step: Generate SDMX-ML
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Final Step: Complete
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Exercise 3: Publish time series
Use unstats.un.org/unsd/demodiweb[1-6] Username = Password = Publish/ register the time series for “Antenatal care coverage for at least four visits” “Employment to population ratio” “Literacy rate of year-olds” “Death rate associated with malaria” “Proportion of population using solid fuels”
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Why the 2nd step? The default values for SEX, LOCATION or AGE GROUP mapping may not be applicable to all mappings The codelist mapping may only provide a partial mapping of the time series (i.e. more information is required) These changes are made in the 2nd step. This is all done online through the di7 web-based repository through the administration profile, so let’s begin…
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Where are the default values?
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Admin panel: Application settings
Insert screens shot/details of admin panel and default value storage…
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Application settings has all mapping default values
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Manual mapping of SUBGROUP
Where a subgroup value is missing the default values will apply, for example… Unit Indicator Default Values Location = T … ?
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Manual mapping of SUBGROUP
So subgroups coverage affects the number of manual changes which have to be made… Indicator Unit Subgroup for Age and Sex? Default Values … Age Group = 000_099_Y Sex = T
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Manual mapping of SUBGROUP
Common example of where default subgroup mapping do not apply Indicator Unit Subgroups? Default Values Location = T Age Group = 000_099_Y Sex = Both sexes
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Manual mapping of SUBGROUP
Common example of where default subgroup mapping do not apply Subgroup for Sex? Indicator Unit Default Values … Sex = T
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Manual mapping of SUBGROUP
Common example of where default subgroup mapping do not apply Indicator Unit ? Default Values Location = T Age Group = 000_099_Y Sex = T Subgroup for Location, Age and Sex?
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Manual mapping of SUBGROUP
If the subgroups are sorted more simply, this also helps with the mapping: Indicator Unit Default Values Location = T … ?
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Manual mapping of SUBGROUP
Common example of where default subgroup mapping do not apply Indicator Unit ? Default Values Location = T Age Group = 000_099_Y Sex = T Subgroup for Location, Age and Sex?
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Back to mapping…
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2nd Step: Amend Indicator
When using the check box to tick the mapping, you are “fixing” the mapped DSD values. If the box is unchecked again and the mappings saved, then DSD values revert to those mapped at codelist/ default values (i.e. any manual changes are undone.)
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Final Step: Register new mappings
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Exercise 4: Amend time series
Use unstats.un.org/unsd/demodiweb[1-6] Map/ amend/ publish the time series for; “Antenatal coverage rate” “Children orphaned by AIDS” “Children under-five sleeping under insecticide-treated net (ITN)” “Proportion of births attended by skilled health personnel” “Share of women in wage employment in the non-agricultural sector” “Proportion of urban population living in slums”
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More complex mappings under the 1st and 2nd mapping step?
The most common changes made to mappings are between subgroups and the Sex, Age Group and Location dimensions But sometimes manual changes are required between di and DSD indicator and unit, either… More than one di code relates to a single DSD code OR More than one DSD code relates to a single di code
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Many-to-one mapping for Indicator codelist (Example 1)
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Many-to-one mapping for Indicator codelist (Example 2)
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Many-to-one mapping for Indicator codelist (Example 3)
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Many-to-one mapping for Unit codelist (Example 1)
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Manual mapping of INDICATOR
? Unit Manual change
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Manual mapping of INDICATOR
Unit Indicator ? Manual change
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Manual mapping of UNIT Indicator Unit Manual change Unit = “Ratio”
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Back to mapping…
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1st Step: many di to 1 DSD code
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2nd Step: 1 di to many DSD codes
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Final Step: Register new mappings
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Exercise 5: Complex time series
Use unstats.un.org/unsd/demodiweb[1-6] Map/ amend/ publish the time series for; “Contraceptive prevalence rate” “Primary completion rate” “Gender parity index in primary education” “Seats held by men in national parliament” “Seats held by women in national parliament” “Telephone lines”
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Other issues encountered with generating SDMX from DevInfo
The MDG DSD requires any data point to be uniquely described by the following dimensions; However, DevInfo allows data to be stored in overlapping time intervals and with multiple sources. These issues need to be resolved to conform to the “uniqueness” required by the MDG DSD.
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Multiple sources Allowable in DevInfo but not in the DSD
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Overlapping time This issue is only a problem where overlapping periods begin from the same year, as the mapping tool takes the first year in the period as the value for the “Time Period” dimension.
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Targets in the database
Targets are also an issue when found in the database since they should not be exchanged as observed values
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Target in database (Example 1)
Sometimes stored as subgroup which can be ignored at the 2nd stage…
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Target in database (Example 2)
But other times can be found as a time period among observed values…
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Use of filters at registration
To deal with the issues of; multiple sources for a given time period, overlapping time period beginning at the same year; And targets presented alongside observed values The mapping tool provides a feature to filter out data from a generated SDMX message associated with specific time periods and source references.
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Back to mapping…
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Final Step: Filter by time/ source
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Final Step: Select source filter
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Final Step: Select time filter
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Final Step: Register new mappings
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Final Step: Complete
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Exercise 6: Filter time series
Use unstats.un.org/unsd/demodiweb[2-6] Map/ amend/ publish the time series for; “Under-five mortality rate” “Maternal mortality ratio (MMR)” “Net enrolment ratio in primary education (NER)” “Orphans primary school enrolment” “Tuberculosis prevalence rate” “Proportion of the population using improved sanitation facilities”
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DSD Maintenance The mapping and registry tool allows users to edit and delete the DSD as well as upload. For when the DSD is updated, it is recommended to edit the DSD rather than delete DSD deletion has the effect of removing all the mappings and subscriptions used for that DSD
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DSD Maintenance…
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DSD Header…
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