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Local and Small Area Estimation

Below are links to data visualizations, data, publications, and other resources from local and small area estimation work at IHME. This work aims to produce estimates of health outcomes and related measures that cover entire countries or continents, but to do so at a very fine, local resolution.

Local and Small Area Data Visualizations

Explore the latest local and small area estimates through these interactive mapping tools.

Datasets

Terms and Conditions of Data Use:

Data made available for download on the GHDx can be used, shared, modified, or built upon by non-commercial users via the Open Data Commons Attribution License. For more information (and inquiries about commercial use), visit IHME Terms and Conditions.

Record Related Publications and Visualizations Data and Documentation
Global Exclusive Breastfeeding Prevalence Geospatial Estimates 2000-2019
FileSize
PDF icon Data Release Information Sheet654.28 KB
File Data Input Sources [XLSX]47.5 KB
Package icon Codebooks [CSV]215.57 KB
Sub-Saharan Africa HIV Incidence and Mortality Geospatial Estimates 2000-2018
FileSize
PDF icon Data Release Information Sheet767.36 KB
File Data Input Sources [XLSX]77.91 KB
Package icon HIV Incidence [CSV]5.1 MB
Package icon HIV Mortality [CSV]5.1 MB
Package icon Codebooks [CSV]42.39 KB
Latin American Country HIV Mortality Geospatial Estimates by Age and Sex 2000-2017
FileSize
PDF icon Data Release Information Sheet768.99 KB
File Data Input Sources [XLSX]17.46 KB
Package icon Admin 0 Location Estimates: Count, 2000-2017 [CSV]116.71 KB
Package icon Admin 1 Location Estimates: Count, 2000-2017 [CSV]3 MB
Package icon Admin 2 Location Estimates: Count, 2000-2008 [CSV]125.77 MB
Package icon Admin 2 Location Estimates: Count, 2009-2017 [CSV]130.97 MB
Package icon Admin 0 Location Estimates: Rate, 2000-2017 [CSV]122.6 KB
Package icon Admin 1 Location Estimates: Rate, 2000-2017 [CSV]3.25 MB
Package icon Admin 2 Location Estimates: Rate, 2000-2008 [CSV]132.47 MB
Package icon Admin 2 Location Estimates: Rate, 2009-2017 [CSV]138.31 MB
Package icon Codeooks [CSV]75.5 KB
Package icon Shapefile138.17 MB
Senegal, Mali, and Sierra Leone Oral Rehydration Therapy Geospatial Estimates 2000-2018
FileSize
PDF icon Data Release Information Sheet873.11 KB
Package icon Estimates: Any oral rehydration solutions [CSV]59.73 KB
Package icon Estimates: Recommended home fluids only [CSV]60.88 KB
Package icon Estimates: No oral rehydration therapy [CSV]59.01 KB
File Codebook [CSV]4.35 KB
File Data Input Sources [XLSX]11.82 KB
Low- and Middle-Income Country MCV1 Coverage Geospatial Estimates 2000-2019
FileSize
Package icon Admin 1 Location Estimates: Data [CSV]894.77 KB
Package icon Admin 2 Location Estimates: Data [CSV]9.69 MB
File Codebook [CSV]764.67 KB
File Data Input Sources [XLSX]55.02 KB
PDF icon Data Release Information Sheet644.63 KB
Global Child Growth Failure Geospatial Estimates 2000-2019
FileSize
PDF icon Data Release Information Sheet672.17 KB
File Data Input Sources [XLSX]62.46 KB
Package icon Codebooks [CSV]298.81 KB
Global Malaria Incidence, Prevalence, and Mortality Geospatial Estimates 2000-2019
FileSize
PDF icon Data Release Information Sheet650.13 KB
File Data Input Sources [XLSX]9.11 MB
Package icon Codebooks [CSV]238.7 KB
Package icon Code Files61.85 KB
Global Under-5 Diarrhea Incidence, Prevalence, and Mortality Geospatial Estimates 2000-2019
FileSize
PDF icon Data Release Information Sheet670.52 KB
File Data Input Sources [XLSX]61.82 KB
Package icon Codebooks [CSV]247.57 KB
Global Under-5 Overweight Prevalence Geospatial Estimates 2000-2019
FileSize
PDF icon Data Release Information Sheet778.2 KB
File Data Input Sources [XLSX]56.31 KB
Package icon Codebooks [CSV]232.43 KB
Global Lymphatic Filariasis Prevalence Geospatial Estimates 2000-2018
FileSize
PDF icon Data Release Information Sheet627.57 KB
File Data Input Sources [XLSX]77.91 KB
Package icon Admin 0 Location Estimates: Data and Codebook [CSV]73.73 KB
Package icon Admin 1 Location Estimates: Data and Codebook [CSV]924.57 KB
Package icon Admin 2 Location Estimates: Data and Codebook [CSV]8.03 MB
Package icon LF Prevalence 2000-2018: Count, Mean Estimates [GeoTiff]30.94 MB
Package icon LF Prevalence 2000-2018: Count, Lower Estimates [GeoTiff]8.84 MB
Package icon LF Prevalence 2000-2018: Count, Upper Estimates [GeoTiff]43.92 MB
Package icon LF Prevalence 2000-2018: Rate, Mean Estimates [GeoTiff]116.79 MB
Package icon LF Prevalence 2000-2018: Rate, Lower Estimates [GeoTiff]118.5 MB
Package icon LF Prevalence 2000-2018: Rate, Upper Estimates [GeoTiff]116.45 MB
Package icon LF Prevalence: Posterior Probability that Prevalence Was Lower than 2% in 2018 [GeoTiff]3.34 MB
Low- and Middle-Income Country Drinking Water and Sanitation Facilities Access Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet884.55 KB
File Water Data Input Sources Sources [XLSX]67.93 KB
File Sanitation Data Input Sources Sources [XLSX]65.03 KB
Package icon Codebooks [CSV]233.44 KB
Rift Valley Fever Environmental Suitability and Spillover Potential Geospatial Estimates
FileSize
PDF icon Data Release Information Sheet673.31 KB
Package icon Mean environmental suitability prediction by month, Jan-Mar, 1995-2016 [GeoTIFF]113.75 MB
Package icon Mean environmental suitability prediction by month, Apr-Jun, 1995-2016 [GeoTIFF] 113.69 MB
Package icon Mean environmental suitability prediction by month, Jul-Sep, 1995-2016 [GeoTIFF]113.27 MB
Package icon Mean environmental suitability prediction by month, Oct-Dec, 1995-2016 [GeoTIFF]113.43 MB
Package icon Average months of environmental suitability per year, 1995-2016 [GeoTIFF]10.4 MB
Package icon Administrative level 2 units’ average spillover quintile by month [CSV]5.64 MB
Package icon Administrative level 2 units’ average months per year in the top quintile of spillover values [CSV]470.5 KB
Package icon Occurrence data from publications and the FAO EMPRES-i database [CSV]318.85 KB
Package icon Custom polygons [Shapefiles]4.8 MB
Low- and Middle-Income Country Oral Rehydration Therapy Coverage Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet774.7 KB
File Oral Rehydration Solution (ORS) Data Input Sources180.82 KB
File Recommended Home Fluids (RHF) Data Input Sources160.26 KB
File Oral Rehydration Therapy (ORS or RHF) Data Input Sources176.33 KB
Package icon Admin 0 Location Estimates: Data and Codebook [CSV]246.41 KB
Package icon Admin 1 Location Estimates: Data and Codebook [CSV]4 MB
Package icon Admin 2 Location Estimates: Data and Codebook [CSV]44.12 MB
Package icon Oral Rehydration Solution (ORS) 2000-2017: Number, Mean Estimates [GeoTiff]32.01 MB
Package icon Oral Rehydration Solution (ORS) 2000-2017: Number, Lower Estimates [GeoTiff]29.03 MB
Package icon Oral Rehydration Solution (ORS) 2000-2017: Number, Upper Estimates [GeoTiff]34.07 MB
Package icon Oral Rehydration Solution (ORS) 2000-2017: Percent, Mean Estimates [GeoTiff]150.49 MB
Package icon Oral Rehydration Solution (ORS) 2000-2017: Percent, Lower Estimates [GeoTiff]152.52 MB
Package icon Oral Rehydration Solution (ORS) 2000-2017: Percent, Upper Estimates [GeoTiff]149.26 MB
Package icon Recommended Home Fluids (RHF) 2000-2017: Number, Mean Estimates [GeoTiff]33.88 MB
Package icon Recommended Home Fluids (RHF) 2000-2017: Number, Lower Estimates [GeoTiff]30.53 MB
Package icon Recommended Home Fluids (RHF) 2000-2017: Number, Upper Estimates [GeoTiff]35.46 MB
Package icon Recommended Home Fluids (RHF) 2000-2017: Percent, Mean Estimates [GeoTiff]151.55 MB
Package icon Recommended Home Fluids (RHF) 2000-2017: Percent, Lower Estimates [GeoTiff]154.55 MB
Package icon Recommended Home Fluids (RHF) 2000-2017: Percent, Upper Estimates [GeoTiff]150.5 MB
Package icon Oral Rehydration Therapy (ORS or RHF) 2000-2017: Number, Mean Estimates [GeoTiff]30.09 MB
Package icon Oral Rehydration Therapy (ORS or RHF) 2000-2017: Number, Lower Estimates [GeoTiff]26.11 MB
Package icon Oral Rehydration Therapy (ORS or RHF) 2000-2017: Number, Upper Estimates [GeoTiff]32.91 MB
Package icon Oral Rehydration Therapy (ORS or RHF) 2000-2017: Percent, Mean Estimates [GeoTiff]148.44 MB
Package icon Oral Rehydration Therapy (ORS or RHF) 2000-2017: Percent, Lower Estimates [GeoTiff]151.28 MB
Package icon Oral Rehydration Therapy (ORS or RHF) 2000-2017: Percent, Upper Estimates [GeoTiff]146.88 MB
Sub-Saharan Africa Male Circumcision Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet767.76 KB
File Data Input Sources18.13 KB
Package icon Admin 0 Location Estimates: Data and Codebook [CSV]67.43 KB
Package icon Admin 1 Location Estimates: Data and Codebook [CSV]951.35 KB
Package icon Admin 2 Location Estimates: Data and Codebook [CSV]5.61 MB
Package icon Male Circumcision Prevalence 2000-2017: Mean Estimates [GeoTiff]67.36 MB
Package icon Male Circumcision Prevalence 2000-2017: Lower Estimates [GeoTiff]71.08 MB
Package icon Male Circumcision Prevalence 2000-2017: Upper Estimates [GeoTiff]58.27 MB
Package icon Number of Circumcised Men 2000-2017: Mean Estimates [GeoTiff]71.67 MB
Package icon Number of Circumcised Men 2000-2017: Lower Estimates [GeoTiff]72.36 MB
Package icon Number of Circumcised Men 2000-2017: Upper Estimates [GeoTiff]70.61 MB
Package icon Number of Uncircumcised Men 2000-2017: Mean Estimates [GeoTiff]72.87 MB
Package icon Number of Uncircumcised Men 2000-2017: Lower Estimates [GeoTiff]73.75 MB
Package icon Number of Uncircumcised Men 2000-2017: Upper Estimates [GeoTiff]72.45 MB
Low- and Middle-Income Country Under-5 Diarrhea Incidence, Prevalence, and Mortality Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet993.03 KB
File Data Input Sources472.14 KB
Package icon Codebooks [CSV]220.03 KB
Low- and Middle-Income Country Childhood Overweight and Wasting Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet262.04 KB
File Data Input Sources205.04 KB
File Disputed Territories Information14.17 KB
Package icon Codebooks [CSV]249.06 KB
Low- and Middle-Income Country Child Growth Failure Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet618.17 KB
File Data Input Sources66.51 KB
File Disputed Territories Information14.17 KB
Package icon Codebooks [CSV]233.9 KB
Low- and Middle-Income Country Educational Attainment Geospatial Estimates 2000-2017
FileSize
PDF icon Data Release Information Sheet684.24 KB
File Data Input Sources173.88 KB
Package icon Codebooks [CSV]244.28 KB
Low- and Middle-Income Country Neonatal, Infant, and Under-5 Mortality Geospatial Estimates 2000-2017
FileSize
Package icon Neonatal Mortality 2000-2017: Number, Mean Estimates [GeoTiff]139.15 MB
Package icon Neonatal Mortality 2000-2017: Number, Upper Estimates [GeoTiff]139.09 MB
Package icon Neonatal Mortality 2000-2017: Number, Lower Estimates [GeoTiff]139.43 MB
Package icon Infant Mortality 2000-2017: Number, Mean Estimates [GeoTiff]139.31 MB
Package icon Infant Mortality 2000-2017: Number, Upper Estimates [GeoTiff]139.09 MB
Package icon Infant Mortality 2000-2017: Number, Lower Estimates [GeoTiff]139.63 MB
Package icon Under-5 Mortality 2000-2017: Number, Mean Estimates [GeoTiff]139.41 MB
Package icon Under-5 Mortality 2000-2017: Number, Upper Estimates [GeoTiff]139.2 MB
Package icon Under-5 Mortality 2000-2017: Number, Lower Estimates [GeoTiff]139.7 MB
Package icon Neonatal Mortality 2000-2017: Probability of Death, Mean Estimates [GeoTiff]133.97 MB
Package icon Neonatal Mortality 2000-2017: Probability of Death, Upper Estimates [GeoTiff]133.56 MB
Package icon Neonatal Mortality 2000-2017: Probability of Death, Lower Estimates [GeoTiff]134.58 MB
Package icon Infant Mortality 2000-2017: Probability of Death, Mean Estimates [GeoTiff]134.72 MB
Package icon Infant Mortality 2000-2017: Probability of Death, Upper Estimates [GeoTiff]134.39 MB
Package icon Infant Mortality 2000-2017: Probability of Death, Lower Estimates [GeoTiff]135.2 MB
Package icon Under-5 Mortality 2000-2017: Probability of Death, Mean Estimates [GeoTiff]135.17 MB
Package icon Under-5 Mortality 2000-2017: Probability of Death, Upper Estimates [GeoTiff]134.82 MB
Package icon Under-5 Mortality 2000-2017: Probability of Death, Lower Estimates [GeoTiff]135.69 MB
Package icon Admin 0 Location Estimates: Data and Codebook [CSV]332.87 KB
Package icon Admin 1 Location Estimates: Data and Codebook [CSV]5.29 MB
Package icon Admin 2 Location Estimates: Data and Codebook [CSV]51.64 MB
File Data Input Sources212.79 KB
File Disputed Territories Information14.19 KB
PDF icon Data Release Information Sheet712.45 KB
Africa Under-5 Lower Respiratory Infection Incidence, Prevalence, and Mortality Geospatial Estimates 2000-2017
FileSize
Package icon LRI Incidence 2000-2017: Number, Mean Estimates [GeoTiff]76.11 MB
Package icon LRI Incidence 2000-2017: Number, Upper Count Estimates [GeoTiff]76.03 MB
Package icon LRI Incidence 2000-2017: Number, Lower Estimates [GeoTiff]76.23 MB
Package icon LRI Incidence 2000-2017: Rate, Mean Estimates [GeoTiff]71.48 MB
Package icon LRI Incidence 2000-2017: Rate, Upper Count Estimates [GeoTiff]71.2 MB
Package icon LRI Incidence 2000-2017: Rate, Lower Estimates [GeoTiff]71.62 MB
Package icon LRI Incidence 2000-2017: Probability and Annualized Rate of Change (AROC) Estimates [GeoTiff]14.49 MB
Package icon LRI Prevalence 2000-2017: Number, Mean Estimates [GeoTiff]76.59 MB
Package icon LRI Prevalence 2000-2017: Number, Upper Estimates [GeoTiff]76.56 MB
Package icon LRI Prevalence 2000-2017: Number, Lower Estimates [GeoTiff]76.65 MB
Package icon LRI Prevalence 2000-2017: Rate, Mean Estimates [GeoTiff]71.4 MB
Package icon LRI Prevalence 2000-2017: Rate, Upper Estimates [GeoTiff]71.19 MB
Package icon LRI Prevalence 2000-2017: Rate, Lower Estimates [GeoTiff]71.99 MB
Package icon LRI Mortality 2000-2017: Number, Mean Estimates [GeoTiff]76.75 MB
Package icon LRI Mortality 2000-2017: Number, Upper Estimates [GeoTiff]76.75 MB
Package icon LRI Mortality 2000-2017: Number, Lower Estimates [GeoTiff]76.81 MB
Package icon LRI Mortality 2000-2017: Rate, Mean Estimates [GeoTiff]72.25 MB
Package icon LRI Mortality 2000-2017: Rate, Upper Estimates [GeoTiff]72.17 MB
Package icon LRI Mortality 2000-2017: Rate, Lower Estimates [GeoTiff]72.49 MB
Package icon LRI Mortality 2000-2017: Probability and Annualized Rate of Change (AROC) Estimates [GeoTiff]16.72 MB
Package icon Admin 0 Location Estimates: Data and Codebook [CSV]182.39 KB
Package icon Admin 1 Location Estimates: Data and Codebook [CSV]2.53 MB
Package icon Admin 2 Location Estimates: Data and Codebook [CSV]19.66 MB
File Data Input Sources85.97 KB
PDF icon Data Release Information Sheet714.26 KB
Africa – Travel Time to Health Facilities and Viral Hemorrhagic Fever Outbreak Preparedness
FileSize
PDF icon Data Release Information Sheet800.38 KB
PDF icon Country Profiles Readme688.6 KB
Package icon Code files used to produce these data1.96 MB
Africa Exclusive Breastfeeding Prevalence Geospatial Estimates 2000-2017
FileSize
Package icon EBF Prevalence 2000-2017: Mean Estimates [GeoTiff]101.69 MB
Package icon EBF Prevalence 2000-2017: Lower Estimates [GeoTiff]102.92 MB
Package icon EBF Prevalence 2000-2017: Upper Estimates [GeoTiff]100.59 MB
Package icon Admin 0 Location Estimates: Data and Codebook [CSV]28.96 KB
Package icon Admin 1 Location Estimates: Data and Codebook [CSV]404.77 KB
Package icon Admin 2 Location Estimates: Data and Codebook [CSV]3.36 MB
File Data Input Sources27.67 KB
PDF icon Data Release Information Sheet708.92 KB
Geopositioned Middle East Respiratory Syndrome Coronavirus Occurrences Database 1983-2017
FileSize
File Geopositioned MERS-CoV Occurrences Database1.66 MB
PDF icon Data Input Sources905.91 KB
PDF icon Data Release Information Sheet618.16 KB
Global Geo-Referenced Dengue Occurrence Database 1960-2015
FileSize
Package icon Database files [CSV]136.41 KB
PDF icon Data Release Information Sheet684.28 KB
Onchocerciasis Prevalence Geopositioned Database
FileSize
Package icon Database and Codebook [CSV]158.48 KB
File Diagnostic Conversion File14.65 KB
Package icon Systematic Review Screening Sheet [XLSX]3.29 MB
PDF icon Data Release Information Sheet705.46 KB

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