Knoema

Sources: 2020 polls average - RCP; 2016 polls average - HuffPost Polster

Afghanistan Regional Atlas Fact Dataset Source :  http://cso.gov.af/en https://en.wikipedia.org/wiki/Afghanistan https://knoema.com/AFDST2018/development-statistics-of-afghanistan

This is a crowd sourced effort to collect information about hospitals such as number of doctors, number of beds and list of healthcare services  offerred by the hospitals.  List of Indicators: 1. Hospital Name 2. GIS data 3. Location name (e.g.: Zorzor city, Lofa country) 4. Hospital ownership model (public/ private-for-profit/ NGO) 5. Referral level (primary, secondary, tertiary, quaternary) 6. # of staff total (Full time employees) 7. # of nurses (Full time employees) 8. # of doctors (Full time employees) 9. Current number of beds 10. Max number of beds 11. Current Occupancy Rate 12. # of operating rooms 13. Running water (Yes/No/Sometimes) 14. Electricity (Yes/No/Sometimes) 15. List of main healthcare services offered

Albania Regional Atlas Fact Dataset, October 2018  Source: https://knoema.com/ALDEMOGR2018/albania-demographic-indicators https://knoema.com/ALERD2017/economy-rural-development-of-albania https://knoema.com/ALHS2014/households-characteristics-of-albania-2014 http://www.instat.gov.al/en/Home.aspx  

Algeria Regional Atlas Fact Dataset   Datasets used: https://knoema.com/ALPAS2008/population-by-age-and-sex-2008-algeria https://knoema.com/ALDR2011/demography-by-region-2011-algeria https://knoema.com/ALEC2011/economic-census-2011-algeria

Angola Regional Atlas Fact Dataset Dataset Used: https://knoema.com/AOKI2012/key-indicators-2014-angola  

Argentina Regional Atlas Fact Dataset Source: https://knoema.com/ARGREGDTS

Armenia Regional Atlas Fact Dataset, September 2018 Source :  https://knoema.com/vzirqbc/armenia-regional-dataset

Australia Atlas Fact Dataset Source: https://en.wikipedia.org/wiki/Australia https://knoema.com/aixoao http://www.abs.gov.au/  

Austria Regional Atlas Fact Dataset source: https://knoema.com/nama_10r_2gdp-20180409 https://knoema.com/ES_hlth_cd_acdr2013 https://knoema.com/demo_r_pjanaggr3-20170316 https://knoema.com/demo_r_gind3 https://knoema.com/lfst_r_lfe2emprt-20170328

Azerbaijan Regional Atlas Fact Dataset   Sources: https://knoema.com/AZHS2014/health-statistics-of-azerbaijan https://knoema.com/AZLAS2018/azerbaijan-labour-statistics https://knoema.com/AZTRANS2015/transport-statistics-of-azerbaijan https://knoema.com/AZES2015/education-statistics-of-azerbaijan https://knoema.com/AZCS2015/crime-statistics-of-azerbaijan  

Bahamas Regional Atlas Fact Dataset Data Sources: https://en.wikipedia.org/wiki/The_Bahamas http://www.bahamas.gov.bs/wps/portal/public/Key%20Statistics/Social%20Statistics/!ut/p/b1/vZTZjqs4FEW_pT4ghQEzPUIgTDEzBHhBIWQAwhQIkHz9pVsltVrdt-rlCp8nW9ta52x5G4uxEIvr45hfj0Pe1Mf7X_uYTmwB2O6eI3lWlCDgacgzAuWQMqSxAxYGEZhFqE471Uu25ai0V1ZqdUug5S3iZ9S3D3c8yEbK52yV1H1qdEdms6FdCaIo07dx2Gn1SeFOdQXQTZWip-7sJ9MzTf25u-haPOzuSj7Mutex6DHKqVEzKZlsSZrpmvry6EvpNvbUw4ZmV_XbcCjM6_7gC88cxmIRH8NdcH2-bQXmKHOPhXEYTsQu5ejaSuDj1lw_liGjZUjwm8WD7zwAO_zr_jeCHz2M_5aQQEY8D1kkU4AGqm_teYtRCBOCL8F3LX7fJIFFi4D5rSAAmIeFACZu8WrVd_l2irc9IYAbqEALAdeNMvEN_24ag2AYe0ddzkxDNAw3jYDHOCoaLlYWOL7Ai8OsZJufgPjaQHJdoAzg2kB6bSC1MlAGawOJtYF_PhYaFudp9Tmdqk_wiVOQgoCmAWA5mgAEFmjRixOb5feW4osQHZnTM-n1WnqLOaPaZdcSjbdpLcLFH-e6PFen2lSmWWdHacuWmn7wpyP1BEh2gv2F8QTNI6QrIUTBxdja9Fm4WvXIuZNjaUm4Sx_L9T4itYo4Frn7EIas22VJ1gvUcMvOKQeSk3KrNlXFf3xghtJU5x_sYv_nybsvQ1QnTzRfQPQnF5Ce4Um4a5i4J0oEkBYLvfPsSZSGimCPOO_Lri2-na3gJyCzMtCEawPxtYFrWwr_vKX_yhhkISRYnAQcwTAUy2JB4dOM2KuTZD2D_a1u40MsqsKVR6GthcH22FZdOWr2ybuMZI1av_fEuM_JVDV5Su0jDsJX6FcP7xk0uzkp-gfaoHl26Ll-alJ7buTgIjRJpDJ-WwlIgUvWNkrK0hBG09kn-1Y3EC3lw3TncVzmX3J5uN_fgjN3JNXhkAhvpl-GUTGFbJ1vqJeiHPL7WyrvWjqRQVXQagzkrGlO2RRbk20TuG9b9HBtufHGM8NhFNgPrK1GfU87yjv8T53lsfqnlnD_ArN9nOo!/dl4/d5/L2dBISEvZ0FBIS9nQSEh/ https://knoema.com/BSHS2018/health-statistics-of-bahamas

Bahrain Data Atlas, June 2018 Source: http://www.data.gov.bh/ https://knoema.com/ntapetd/bahrain-statistics-by-governorate-2007-2011    

Bangladesh Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/BDHS2018 http://www.bbs.gov.bd/site/page

Belgium Regional Atlas Fact Dataset, August 2018 Source: https://statbel.fgov.be/en https://knoema.com/nama_10r_2gdp-20180409 https://knoema.com/trng_lfse_04-20151008 https://knoema.com/lfst_r_lfu3rt  

Belize Regional Atlas Fact Dataset, October 2018 Source Details: https://en.wikipedia.org/wiki/Belize https://knoema.com/BZDS2014/ https://knoema.com/BZMUS2014/ https://knoema.com/BZES2016/ https://knoema.com/BZHS2014/ https://knoema.com/BZLF2016/ https://knoema.com/BZTTS2014/ https://knoema.com/BZHC2010/ http://sib.org.bz/publications/abstracts-of-statistics/

Benin Regional Atlas Fact Dataset Data Sources: https://en.wikipedia.org/wiki/Departments_of_Benin http://www.statoids.com/ubj.html https://knoema.com/BJHES2006 https://knoema.com/BJEDS2016 https://knoema.com/BJP2011 https://knoema.com/BJHES2006 https://knoema.com/BJHC2016  

Bhutan Regional Atlas Fact Dataset Data Sources: http://www.nsb.gov.bt/publication/publications.php?id=2 https://knoema.com/NSBHTOUR2017 https://knoema.com/BTAI2018  

Bolivia Regional Atlas Fact Dataset, September 2018 Source: https://en.wikipedia.org/wiki/Bolivia https://knoema.com/BOPOP2014 https://knoema.com/BOEDC2010 https://knoema.com/BOENV2010 https://knoema.com/BOHS2013 https://knoema.com/BOHLT2017 https://knoema.com/BOPOV2001

Bosnia and Herzegovina Regional Atlas Fact Dataset   Source:   https://knoema.com/BADS2014/demography-statistics-of-bosnia-and-herzegovina-2014  

Botswana Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/CSOBWDA2016/demographics-1994-2026-botswana https://knoema.com/BWE2011/botswana-education-statistics

Brazil Regional Atlas Fact Dataset Data Source: https://knoema.com/wnvoxkg/brazil-regional-dataset-may-2015

Sources: IMF (Regional Economic Reports, January 2015 and November 2015), http://www.imf.org/external/pubs/ft/reo/reorepts.aspx?ddlYear=-1&ddlRegions=9 The Wall Street Journal, http://graphics.wsj.com/lists/opec-meeting  

Source: https://knoema.com/nama_10r_3gdp/gross-domestic-product-gdp-at-current-market-prices-by-nuts-3-regions https://knoema.com/demo_r_pjanaggr3-20170316/population-on-1-january-by-broad-age-group-sex-and-nuts-3-region https://knoema.com/lfst_r_lfu3rt/unemployment-rates-by-sex-age-and-nuts-2-regions

Burkina Faso Regional Atlas Fact Dataset Data Source: https://en.wikipedia.org/wiki/Burkina_Faso https://knoema.com/BFD2009/ https://knoema.com/BFDAT2010/ https://knoema.com/BFHS2016/ https://knoema.com/BFES2007/ https://knoema.com/BFT2008/

https://en.wikipedia.org/wiki/Burundi https://en.wikipedia.org/wiki/List_of_current_provincial_governors_in_Burundi https://knoema.com/BIPH2017/population-and-health-statistics-of-burundi https://knoema.com/BIEDS2017/educational-statistics-of-burundi https://knoema.com/BIHFAHR2004/health-facilities-and-human-resources-of-burundi-2004

Cabo Verde Data Atlas, May 2017 Data sets used: https://knoema.com/CVP2012/population-1990-2010-cape-verde https://knoema.com/CVE2012/education-2010-cape-verde https://knoema.com/CVEMP2012/labor-force-and-unemployment-2010-cape-verde

Source: https://en.wikipedia.org/wiki/Cambodia https://knoema.com/CBDGS2017/ https://knoema.com/CBEDS2015/

Cameroon Regional Atlas Fact Dataset Wikipedia - Capital, Languages, Government Websites, First Person, First Person Title, Second Person, Second Person Title https://en.wikipedia.org/wiki/Cameroon Population, Area in (square kilometer), Population Density, Unemployment rate of people aged 15-64 years (%), Employee rate, Time in business (in months), Depth of poverty (%), Severity of poverty (%), Proportion of Births attended by skilled health personal, Ratio pop Nurses (per 10000), Doctors pop ratio (for 10000), Incidence of poverty. http://www.statistics-cameroon.org/news.php?id=83   Reference Link: https://knoema.com/CAMCP2010 https://knoema.com/CAMIOAJ2010 https://knoema.com/CAMED2009 https://knoema.com/CAMEI2016 https://knoema.com/CAMTS2008 https://knoema.com/CAMHEALTH2010 https://knoema.com/CAMHLC2016  

Canada Data Atlas, Aug 2018 Source: https://www150.statcan.gc.ca/n1/daily-quotidien/180322/dq180322c-eng.htm https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=3610040201 https://knoema.com/kbbaolc  

Central African Republic Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Central_African_Republic https://knoema.com/CFP2011/ https://knoema.com/atlas/sources/General-Directorate-of-Statistics-Economic-and-Social-Studies-Central-African-Republic http://data.un.org/en/iso/cf.html

Chad Atlas Fact Dataset, May 2019 https://en.wikipedia.org/wiki/Chad https://knoema.com/TDPH2009/

Chile Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Chile https://knoema.com/maewwcg/ https://redatam-ine.ine.cl/redbin/RpWebEngine.exe/Portal?BASE=CENSO_2017&lang=esp

China Regional Atlas Fact Dataset, February 2019 Data sources: https://en.wikipedia.org/wiki/China https://knoema.com/eamfgub/demographic-statistics-of-china https://knoema.com/lzkbjjc/gdp-of-china https://knoema.com/NBSCN_P_A_A040A/ https://knoema.com/NBSCN_A_A040I/ https://knoema.com/skesztc/ https://knoema.com/vcdhjge/ https://knoema.com/NBSCN_P_A_A040C/ https://knoema.com/NBSCN_A_A040N/ https://knoema.com/NBSCN_P_A_A0O01/ https://knoema.com/NBSCN_A_A0O01/

Colombia Data Atlas, June 2018   https://knoema.com/ftdupoc/colombia-regional-statistics-2015

Comoros Regional Atlas Fact Dataset Data Sources: https://en.wikipedia.org/wiki/Comoros https://knoema.com/KMDE2005/ https://knoema.com/KMEDS2000/ https://knoema.com/KMHS2004/ https://knoema.com/KMHIP2005/  

Conflict fatalities in 1400-1988 - Conflict Catalog by Dr. Peter Brecke http://brecke.inta.gatech.edu/research/conflict/ Conflict fatalities in 1989-2018 - Uppsala Conflict Data Program (UCDP) http://ucdp.uu.se/downloads/ World population - Maddison Project; UN DESA

This dataset has all health facilities available in Africa. In addition, it contains individual hospital information for the following countries: Cape Verde, DR Congo, Ghana, Kenya, Liberiya, Mauritania, Nigeria, Senegal, Sierra Leone, Tunisia, Uganda.  

The dataset presents the data on the COVID-19 deaths and confirmed cases from the Center for Systems Science and Engineering at JHU as of March 24, as well as data on the share of the population above 75 from the United Nations Department of Economic and Social Affairs as of 2020. The death rate is calculated by Knoema as the share of deaths relative to total confirmed cases.

Sources: Crime Statistics - 4 week moving average from Chicago Data Portal; Weather Data - historical average from Weather Source

List of hospitals from which the cost of essential healthcare services is getting collected by crowd sourced data collectors across Africa.

Cost of health consulting services, diagnostics services and clinical procedures in major cities/towns and the public and private healthcare services points in each location.

Collect the cost of Consulting Services, diagnostics services and clinical procedures. If you are residing in Major cities/towns where you have both Public and Private Healthcare services, you can join this project and earn money.

Costa Rica Regional Atlas Fact Dataset, October 2018 Source:  https://knoema.com/CRHO2014 http://www.inec.go.cr/ https://en.wikipedia.org/wiki/List_of_mayors_in_Costa_Rica https://knoema.com/CRHS2014/ https://knoema.com/CREMS2014

Data Sources: https://knoema.com/CIP2014/

Country Risk Assessment Database, 2012. Source: Multiple Sources - EuroStat, WB, IMF, OECD, UNCTAD

Knoema estimates based on data from Our World In Data

Sources: COVID-19 statistics (as of 7 Mar. 2021) - JHU; Prevalence of overweight among adults (2018) - WHO; Population (2019) - World Bank

Sources: The Global Health Security Index and The Center for Systems Science and Engineering at JHU

Sources: TTCT Creativity Scores - Kyung Hee Kim (2011): The Creativity Crisis: The Decrease in Creative Thinking Scores on the Torrance Tests of Creative Thinking, Creativity Research Journal, 23:4, 285-295 Link to this article: http://dx.doi.org/10.1080/10400419.2011.627805   Social Interaction vs electronic media use - Sigman A. (2009) Well Connected? The Biological Implications of 'social networking' Biologist. 56(1): 14-20. Link to the article: http://www.aricsigman.com/IMAGES/Sigman_lo.pdf   Average amount of time spent on mobile device, 0-8 years old - 2017 Common Sense Census. Common Sense Media. Link to the report: https://www.commonsensemedia.org/sites/default/files/uploads/research/0-8_executivesummary_release_final_1.pdf

Source Details: First Person Details: https://en.wikipedia.org/wiki/Croatia Data added by: https://knoema.com/demo_r_gind3/ https://knoema.com/demo_r_d3area/ https://knoema.com/demo_r_d3dens-20170327/ https://knoema.com/demo_r_gind3/ https://knoema.com/nama_10r_3gdp/

Cuba Regional Atlas Fact Dataset, October 2018 Sources:   Capital, First Name and First Name Title https://en.wikipedia.org/wiki/Provinces_of_Cuba Other Indicators: http://knoema.com/CUPS2013 https://knoema.com/CUTA2016/ https://knoema.com/CUENVS2016/ https://knoema.com/CUHS2016/ https://knoema.com/CUEHS2016/

Czech Republic Atlas Fact Dataset Source: https://knoema.com/nama_10r_3gdp/gross-domestic-product-gdp-at-current-market-prices-by-nuts-3-regions https://knoema.com/demo_r_gind3/population-change-demographic-balance-and-crude-rates-at-regional-level-nuts-3 https://knoema.com/demo_r_pjanaggr3-20170316/population-on-1-january-by-broad-age-group-sex-and-nuts-3-region https://knoema.com/demo_r_d3area/area-by-nuts-3-region https://knoema.com/lfst_r_lfu3rt-20181128/unemployment-rates-by-sex-age-and-nuts-2-regions    

Democratic Republic of Congo Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Democratic_Republic_of_the_Congo https://knoema.com/DRPDH2010/population-distribution-by-province-of-the-drc-2010

Denmark Data Atlas, August 2018 Source: http://www.statbank.dk/statbank5a/selectvarval/saveselections.asp http://www.statbank.dk/statbank5a/default.asp?w=1366 https://knoema.com/demo_r_frate2-20170405 https://knoema.com/hlth_rs_prsrg-20150814 https://knoema.com/lfst_r_lfu3rt https://knoema.com/lfst_r_lfe2emprt-20170328  

Dataset Used: https://knoema.com/DJPFSP2010/population-by-food-security-profile-of-djibouti-2013 https://knoema.com/DJDAT2010/djibouti-development-indicators-2010 https://knoema.com/DJIEPRP2002/incidence-of-extreme-poverty-and-relative-poverty-of-djibouti-2002

Source: Governor List: https://en.wikipedia.org/wiki/List_of_provincial_governors_in_the_Dominican_Republic Population and other Measures: http://www.one.gob.do/ https://en.wikipedia.org/wiki/Dominican_Republic https://knoema.com/DOPOP2016/ https://knoema.com/DOEDU2012/ https://knoema.com/DOHLT2012/ https://knoema.com/DOHLD2002/ https://knoema.com/DONACC2010

DPR Korea Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/WBHNPS2018Oct https://knoema.com/KPDS2014

COVID-19 cases and deaths as of June 30, 2020. Source: JHU   GDP Growth in Q2 2020. Source: World Bank

Note- One time compilation from selected sources: World Bank, OECD, National Statistics Offices, University of Oxford

Sources: OECD; Eurostat; World Bank; Our World in Data

Ecuador Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Provinces_of_Ecuador ttp://www.ecuadorencifras.gob.ec/actividades-y-recursos-de-salud/ https://knoema.com/ECPAD2012/ https://knoema.com/ECHLS2012/ https://knoema.com/ECUBANDDE2018/ecuador-birth-and-death-statistics  

Data taken from the following data sets: https://knoema.com/EGPHC2017 https://knoema.com/EGDAT2008 https://knoema.com/EGTRS2018

Source: https://en.wikipedia.org/wiki/El_Salvador http://www.geohive.com/cntry/elsalvador.aspx https://knoema.com/SVPHDS2007/ https://knoema.com/SVES2007/ https://knoema.com/SVCPH2007/

Dataset provides indicators to calculate energy intensity and conduct cross country comparison of energy intensity and gasoline prices

Equatorial Guinea Regional Atlas Fact Dataset, October 2018 Source: http://www.dgecnstat-ge.org/ https://knoema.com/GQPS2001/ http://www.guineaecuatorialpress.com/imgdb/2013/NombramientoGobernadoresProvinciales.pdf  

Eritrea Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/WBPEP2018Oct  

Sources: OECD, World Bank, NBS China

Estonia Data Atlas, August 2018 Source: https://knoema.com/nama_10r_3gdp https://knoema.com/demo_r_pjanaggr3-20170316    

Ethiopia, Atlas Fact Dataset, May 2020.  Source: First person details: http://www.worldstatesmen.org/Ethiopia. Population data taken from https://knoema.com/EHPH2007, CPI data from https://knoema.com/CSARCP2019

Source : United States Department of Agriculture; International Monetary Fund; UN Department of Economic and Social Affairs; Food and Agriculture Organization, The World Bank

Falkland Islands Data Atlas, 8 Nov 2017

Farms; Input Size; Crop; Current Yield; Next season yield; Yield growth

Based on UN DESA Estimates

DescriptionReference Link: https://en.wikipedia.org/wiki/Fiji http://www.statsfiji.gov.fj/statistics/population-censuses-and-surveys https://knoema.com/FJDS2014/

Finland Regional Atlas Fact Dataset, August 2018 Source : https://knoema.com/demo_r_pjanaggr3-20170316 https://knoema.com/demo_r_d3area/ https://knoema.com/demo_r_gind3/ https://knoema.com/nama_10r_3gdp/ https://knoema.com/tgs00026/ https://knoema.com/demo_r_frate3/ https://knoema.com/FILFSP2016  

Version - 2  Note: Added new location

 

France Regional Atlas Fact Dataset, August 2018 Data source: http://ec.europa.eu/eurostat/help/new-eurostat-website Population: https://knoema.com/demo_r_pjanaggr3-20170316/ https://www.insee.fr/fr/accueil

Sources used: https://knoema.com/GAPS2008/population-statistics-of-gabon-2008 https://knoema.com/GAES2008/education-statistics-of-gabon-2008 https://knoema.com/GAHPDRS2008/health-personnel-by-drs-of-gabon-2009 https://knoema.com/GAH2008/households-gabon-2008 https://en.wikipedia.org/wiki/Gabon

https://en.wikipedia.org/wiki/The_Gambia https://knoema.com/GMPHS2015/ https://knoema.com/GMHS2007/ https://knoema.com/GMPS2003/ https://knoema.com/GMES2007/ https://knoema.com/GMDAT2010/

Sources: US Department of Energy; European Commission; IMF

Georgia Data Atlas, August 2018 Source: http://geostat.ge/index.php?action=page&p_id=32&lang=eng https://beta.knoema.org/GEDS2014/demographic-statistics-of-georgia  

Germany Regional Atlas Fact Dataset, September 2018 Source: https://en.wikipedia.org/wiki/Germany http://www.geohive.com/cntry/germany.aspx https://knoema.com/dfljjuc/ https://www.destatis.de/EN/FactsFigures/CountriesRegions/RegionalStatistics/RegionalStatistics.html https://knoema.com/demo_r_frate2-20170405

For latest data, please visit here: Federal Statistical Office of Germany-  https://knoema.com/atlas/sources/Federal-Statistical-Office-of-Germany Eurostat - https://knoema.com/atlas/sources/Eurostat  

Ghana Regional Atlas Fact Dataset Source: https://knoema.com/GHPHC2010 https://knoema.com/GHHSFF2018 https://knoema.com/GHPCP2012 https://knoema.com/GHPO1992

Knoema's Global Commodities Summary dataset covers select major commodities traded globally with summary information on pricing and trade from major international data sources. The dataset is available exclusively to subscribers to the Knoema Commodities Data Pack collection.

The dataset contains data on the standard deviation of the current account balance in each year among the largest countries by GDP. The data is calculated on the basis of the IMF: World Economic Outlook (WEO) Database, October 2018.

Greece Regional Atlas Fact Dataset, August 2018 Data source: https://knoema.com/demo_r_gind3/ https://knoema.com/demo_r_pjanaggr3-20170316/ https://knoema.com/nama_10r_3gdp/ http://appsso.eurostat.ec.europa.eu/

Source: Population (persons): http://www.ine.gob.gt/ https://en.wikipedia.org/wiki/Guatemala http://knoema.com/GTSS2013 http://knoema.com/GTAS2013 http://knoema.com/GTHS2013 http://knoema.com/GTPOP2011

Guinea, Regional Atlas Fact Dataset Source: Population - http://www.stat-guinee.org/index.php/statistiques/donnees-structurelles/demographie   Reference Link: https://knoema.com/GNEPI2012/evolution-of-poverty-and-inequality-guinea-2012 https://knoema.com/GNHS2008/health-statistics-of-guinea-2008 https://knoema.com/GNES2010/education-statistics-of-guinea-2010 https://knoema.com/GNEPI2012/evolution-of-poverty-and-inequality-guinea-2012  

1. https://worldpopulationreview.com/states/gun-ownership-by-state/ 2.TheDailyBeast - http://www.thedailybeast.com/articles/2010/06/28/states-with-the-most-guns.html 2.USliberals - http://usliberals.about.com/od/Election2012Factors/a/Gun-Owners-As-Percentage-Of-Each-States-Population.htm 3.WashingtonPost - http://www.washingtonpost.com/wp-srv/health/interactives/guns/ownership.html 4.FBI - http://www.fbi.gov/about-us/cjis/nics/reports/1998_2014_state_program_to_date_purpose_ids.pdf

Guyana Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/GYDMS2018 http://www.statisticsguyana.gov.gy/pubs.html#mics5

Haiti Atlas Fact Dataset, as of 26 April 2017 Source: http://www.ihsi.ht/pdf/projection/Estimat_PopTotal_18ans_Menag2015.pdf

Source: https://en.wikipedia.org/wiki/Honduras http://www.geohive.com/cntry/honduras.aspx https://knoema.com/HNPOP2016/ https://knoema.com/HNHOU2016/ https://knoema.com/HNHEL2016/ https://knoema.com/HNEDU2016/

DescriptionThis is a crowd sourced effort to collect information about hospitals such as number of doctors, number of beds and list of healthcare services  offerred by the hospitals.  List of Indicators: 1. Hospital Name 2. GIS data 3. Location name (e.g.: Zorzor city, Lofa country) 4. Hospital ownership model (public/ private-for-profit/ NGO) 5. Referral level (primary, secondary, tertiary, quaternary) 6. # of staff total (Full time employees) 7. # of nurses (Full time employees) 8. # of doctors (Full time employees) 9. Current number of beds 10. Max number of beds 11. Current Occupancy Rate 12. # of operating rooms 13. Running water (Yes/No/Sometimes) 14. Electricity (Yes/No/Sometimes) 15. List of main healthcare services offered

Updated the hospital list with List of services offered.

Hungary Regional Atlas Fact Dataset, September 2018 Source: https://knoema.com/nama_10r_3gdp https://knoema.com/demo_r_gind3 https://knoema.com/demo_r_pjanaggr3-20170316

Iceland Data Atlas, August 2018 Source: http://px.hagstofa.is/pxen/pxweb/en/?rxid=16d83d99-6389-45a2-97fc-bcae4dd03c5f https://knoema.com/ISDS2014/development-statistics-of-iceland-2014  

Index of Grain Price Vulnerability is estimated as a share of expenditures on imported grains in total final household consumption normalized by relative level of GDP per capita. Sources: FAO, USDA, World Bank

Regional Fact sheet of India Data has been taken from followings 1. https://knoema.com/INDAT2012r/india-development-indicators-revised-2012 2. https://knoema.com/atlas/sources/Ministry-of-Statistics-and-Programme-Implementation-Government-of-India

Indonesia Regional Atlas Fact Dataset, September 2018 Source: http://www.bps.go.id/Subjek/view/id/12#subjekViewTab3|accordion-daftar-subjek1

Sources: Bank for International Settlements, IMF, OECD, National Central Banks

Sources: Bank for International Settlements, IMF, OECD, National Central Banks

Source:  https://en.wikipedia.org/wiki/Iran https://knoema.com/IRCOM2018/communication-of-iran https://knoema.com/IRLS2018/labour-statistics-of-iran https://knoema.com/IRHS2014/health-statistics-of-iran-statistical-yearbook-2015-2016 https://knoema.com/IRES2018/education-statistics-of-iran

Iraq Regional Atlas Fact Dataset Data Source:  https://knoema.com/atlas/sources/Central-Statistical-Organization-Iraq

Ireland Data Atlas, June 2018 Ireland Data Atlas, June 2018 https://knoema.com/demo_r_pjanaggr3-20170316/population-on-1-january-by-broad-age-group-sex-and-nuts-3-region https://knoema.com/demo_r_gind3/population-change-demographic-balance-and-crude-rates-at-regional-level-nuts-3 ttps://www.cso.ie/en/index.html      

Sources: Population: http://statinja.gov.jm/Demo_SocialStats/PopulationStats.aspx Mayor List (First Person): http://www.localgovjamaica.gov.jm/mayors.aspx https://en.wikipedia.org/wiki/Jamaica Datasets: https://knoema.com/JMPOP2011/population-statistics-of-jamaica https://knoema.com/JMDAT2017/jamaica-development-indicators-2017  

Japan Fact Dataset, May 2015

Sources:Arntz, Gregory and  Zierahn (2016)Hawksworth, Berriman and Goel (2018)Chang and Huynh (2016)Frey and Osborne (2013)Bruegel (2014)ETLA (2014)Frey and Osborne; Deloitte (2014)SSF (2014)Unionen (2014)Frey and Rahbari (2016)World Bank (2016)World Economic Forum (2017)MGI (2016)MGI (2017)

Jordan Data Atlas, August 2018 Sources used: 1. https://knoema.com/JO_Health_Table3_Health/employees-in-health-sector-governorate-2009-2015-jordan 2. https://en.wikipedia.org/wiki/Jordan 3. http://dosweb.dos.gov.jo/ 4. https://knoema.com/JODS2014/   

Dataset allows to conduct comparison of US state Kentucky with other states, comparison of Eastern and Western Kentucky and comparison of Kentucky counties.

Kenya Regional Atlas Fact Dataset, March 2019 Source: https://en.wikipedia.org/wiki/Kenya https://knoema.com/KEPHC2009/ https://knoema.com/KEDAT2012/ https://knoema.com/KEES2012/ https://knoema.com/KEHS2006/ https://knoema.com/KEDWPR2009/ https://www.knbs.or.ke

Knoema's Alternative Data Economic Activity Composite Index for the United States is constructed as weighted sum of symmetrical percent changes of components. Weighting is based on inverse standard deviations of separate components. 7-day moving average is used for smoothing. Some of components were seasonally adjusted.   List of Components: - Travelers Screened at TSA Checkpoint (TSA) - Mobility Trends for Workplaces (Google) - Mobility Trends for Retail and Recreation Areas (Google) - Number of Small Businesses Open (Womply) - Revenue of Small Businesses (Womply) - Credit/Debit Card Spending (Affinity) - S&P 500 Index (Investing.com)  

Knoema's China Macroeconomic Indicators dataset brings together data from multiple official government sources to simplify access to critical economic information for China and its provinces and major cities. This dataset is available exclusively to subscribers to the Knoema China Data Pack collection.

Knoema U.S. CPI Inflation Index is constructed as a weighted average of year-over-year growth rates of components. Weighting is based on equation coefficients estimates, where dependent variable is year-over-year growth rate of official U.S. CPI Index and independent variables are the year-over-year growth rates of monthly averages of the four high frequency indicators:Gasoline RBOB FuturesGold FuturesTrade Weighted U.S. Dollar Index: Broad, Goods and Services5-Year Breakeven Inflation Rate

Data collector networks till 15-Jun-2016

Sources of historical data: The World Bank and University of Oxford

Knoema Global Energy Transition Ranking is constructed based on battery electric cars stock data from IEA, wind and solar electricity capacity data from IRENA, and CO2 emissions from energy combustion data from Global Carbon Atlas

Kuwait Regional Atlas Fact Dataset, February 2023 Data source: Population, Area (square km), Population Density: https://knoema.com/KWPH2013/population-and-households-of-kuwait?accesskey=syjkosd Education Indicators: https://knoema.com/KWES2018/education-statistics-of-kuwait Live Birth: https://knoema.com/KWVSBD2013/vital-statistics-births-and-deaths-of-kuwait?accesskey=xijimec Govt Hospital: https://knoema.com/KWVSBD2013/vital-statistics-births-and-deaths-of-kuwait?accesskey=agyfoqg Private Hospital: https://knoema.com/KWVSBD2013/vital-statistics-births-and-deaths-of-kuwait?accesskey=jtttuwf

Kyrgyzstan Data Atlas, June 2018   Source: http://www.stat.kg/en/statistics/naselenie/ https://knoema.com/KGDS2017/demography-statistics-of-kyrgyzstan      

Sources: https://en.wikipedia.org/wiki/Laos https://knoema.com/LARS2013/ https://www.lsb.gov.la/wp-content/uploads/2017/05/Labor-force_report-22-june_ENG.pdf https://www.lsb.gov.la/wp-content/uploads/2017/05/Lao-Social-Inndicator-Survey-Lsis-II-2017.pdf

Latvia Regional Atlas Fact Dataset, August 2018 Source: https://knoema.com/nama_10r_3gdp https://knoema.com/demo_r_gind3 https://knoema.com/demo_r_pjanaggr3-20170316 https://www.csb.gov.lv/en

Source: https://en.wikipedia.org/wiki/Lebanon https://knoema.com/LBPS2014/ https://knoema.com/LBES2014/ https://knoema.com/LBHES2014/ https://knoema.com/LBLS2014/ https://knoema.com/LBHS2014/ http://www.cas.gov.lb/  

Source : http://www.bos.gov.ls/

Source: https://en.wikipedia.org/wiki/Liberia http://www.geohive.com/cntry/liberia.aspx https://knoema.com/LRLFS2010/ https://knoema.com/LRPHC2008/ https://knoema.com/LREDS2010/ https://knoema.com/LRHS2011/

Country values added from - http://dataportal.opendataforafrica.org/bbkawjf

This dataset covers all possible port cities in the world. Data has been collated by Knoema team.

Lithuania Regional Atlas Fact Dataset, June 2018 Source: https://en.wikipedia.org/wiki/Lithuania https://knoema.com/nama_10r_3gdp https://knoema.com/demo_r_pjanaggr3-20170316    

Reference Links: https://en.wikipedia.org/wiki/Republic_of_Macedonia https://knoema.com/MKDS2014/ https://knoema.com/MKEDS2014/ https://knoema.com/MKES2014/ https://knoema.com/MKCIE2014/ https://knoema.com/MKFGDP2014/ https://knoema.com/MKAS2014/ https://knoema.com/MKTTS2014/

Madagascar, Regional Atlas Fact Dataset, October 2018 Source: Population - http://instat.mg/madagascar-en-chiffres-2016/ First Person - http://www.worldstatesmen.org/Madagascar_prov.html#Antsiranana

Malawi Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/MWMS2011/malawi-statistics-2015

Malaysia Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Malaysia https://knoema.com/MYRDEMOG2017/malaysia-regional-dataset

Maldives Data Atlas,

Sources used: https://knoema.com/MLPS2009/population-statistics-of-mali-2009 https://knoema.com/MLDAT2006/mali-regional-development-indicators-2012 https://knoema.com/MLPS2011/demography-of-mali-2009 https://knoema.com/MLH2011/housing-mali-2009

Mauritania Regional Atlas Fact Dataset Data Sources: https://en.wikipedia.org/wiki/Mauritania https://knoema.com/MRP2011/population-statistics-of-mauritania https://knoema.com/MRHN2008/health-and-nutrition-mauritania-2008-2014 https://knoema.com/MRP2008/mauritania-poverty https://knoema.com/MRSCPH2017/socioeconomic-characteristics-of-the-population-and-households-mauritania https://knoema.com/MRE2018/education-of-mauritania https://knoema.com/MRH2010/health-statistics-of-mauritania

Sources: https://knoema.com/didykrd/mexico-regional-dataset https://en.wikipedia.org/wiki/List_of_current_state_governors_in_Mexico https://en.wikipedia.org/wiki/List_of_Mexican_states_by_population https://en.wikipedia.org/wiki/List_of_Mexican_states_by_area  

Moldova Regional Atlas Fact Dataset, October 2018 Source:  https://knoema.com/MDDS2017 https://knoema.com/MDEWS2015  

Mongolia Regional Atlas Fact Dataset, October 2018 Source: http://www.1212.mn/ https://knoema.com/MNGRD2017  

Montenegro Regional Atlas Fact Dataset, August 2018 Data source: First person details: https://en.wikipedia.org/wiki/Montenegro Data added by: https://knoema.com/MEDS2015/

Morocco Regional Atlas Fact Dataset   Reference Source: https://en.wikipedia.org/wiki/Morocco http://rgph2014.hcp.ma/downloads/Publications-RGPH-2014_t18649.html http://www.hcp.ma/Indices-de-pauvrete-vulnerabilite-et-inegalite-selon-la-region-2001-2014_a661.html https://knoema.com/MORGD2014/ https://knoema.com/MOURA2017/ https://knoema.com/MOIPVI2007/

Data Sources: https://en.wikipedia.org/wiki/Mozambique https://knoema.com/MNSORS2012Nov/

Dataset for automated API testing for KN-33139 'API for time series metadata'

Data Source: https://en.wikipedia.org/wiki/Myanmar https://knoema.com/marpqmg/    

Reference Link: https://data.humdata.org/dataset/namibia-health http://www.hpcna.com/images/publications/ANNUAL%20REPORT.pdf http://www.mhss.gov.na/files/downloads/aed_2016%20National%20HIV%20Sentinel%20Survey%20Report.pdf

Source: https://en.wikipedia.org/wiki/Regions_of_Namibia http://www.gov.na/population https://knoema.com/NMP2017/ https://knoema.com/NMPHC2012V2/ https://knoema.com/NMPV2012/

Nepal Regional Atlas Fact Dataset, October 2018 Source:  http://cbs.gov.np https://knoema.com/NPDST2014    

Source: IMF, Knoema calculations

Netherlands Regional Atlas Fact Dataset Source: https://knoema.com/nama_10r_2gdp-20180409 https://knoema.com/educ_regind https://knoema.com/hlth_rs_prsrg-20180720 https://knoema.com/tran_r_vehst-20150316 https://knoema.com/demo_r_pjanaggr3-20190228 https://knoema.com/demo_r_frate2-20190301 https://knoema.com/demo_r_d3area https://knoema.com/demo_r_gind3-20190301 https://knoema.com/lfst_r_lfu3rt-20181128 https://knoema.com/lfst_r_lfe2emprt-20181128

Source: https://knoema.com/atlas/sources/Statistics-New-Zealand

Nicaragua Data Atlas, June 2018   https://knoema.com/NIDS2014/demography-statistics-of-nicaragua  

Niger, Atlas Fact Dataset, April 2019 Sources Used: https://knoema.com/kncwwtlw/demographic-statistics-of-niger https://knoema.com/NEPS2018/poverty-statistics-of-niger https://knoema.com/NEDAT2012/niger-development-indicators-2012 https://knoema.com/NEHS2017/health-statistics-of-niger https://en.wikipedia.org/wiki/Niger

Data citied at: http://www.nigerianstat.gov.ng/ https://knoema.com/kniynrgrf https://knoema.com/NHESN2012/ https://knoema.com/atlas/Nigeria/GDP-based-on-PPP https://en.wikipedia.org/wiki/Subdivisions_of_Nigeria https://knoema.com/KNNGLBFRSTAT2016/

Norway Regional Atlas Fact Dataset, September 2018 Source: https://knoema.com/demo_r_pjanaggr3-20170316 https://knoema.com/demo_r_d3area https://knoema.com/ES_reg_dempoar_2013 https://knoema.com/nama_10r_3gdp https://www.ssb.no/en/akumnd  

Sources: OECD, Average annual wages;  ILO, Average monthly earnings of employees (local currency);  ILO, Mean nominal monthly earnings of employees by sex and economic activity -- Harmonized series;  The Economist, Big Mac Index.

Oil Prices have decreased significantly since Summer 2014. This affected everyone from producers to consumers. The dataset contains Oil prices needed to meet expenditure, Marginal cost of producing one more barrel of oil and Transportation costs. The data comes from IMF, Deutsche Bank, Citi Research and Reuters 

Oman Regional Atlas Fact Dataset Source: https://knoema.com/KNOMPOP2016/oman-population-statistics https://knoema.com/KNOMEDCT2016/oman-education-statistics https://knoema.com/KNOMHLTH2016/oman-health-statistics http://www.omanobserver.om/municipal-council-heads-governorates-take-oath/

The Water Quality Index (WQI) is a multi-dimensional index calculated to examine the factors that influence changes the water quality and provide a comparison tool for the worst practices. The index incorporates 7 performance indicators which have been calculated on the basis of reliable data from a range of international organizations and academic sources. It takes into account topics mentioned below.  All the indicators are from the worst to the best situation and normalized from 0 to 100%, where 100 is the worst. Conservation/Infrastructure:National protected areas (Terrestrial Protected Areas (National Biome Weights)). Obtained using data from Environmental Performance Index, 2016. The target for this indicator is the sample minimum which is equal to 0% and the low-performance benchmark is equal to 100%, a figure observed as the sample maximum. Water system pressure: Data used for this indexes was sourced from the WB’s WDI 2016Freshwater withdrawal (Annual freshwater withdrawals, total (% of internal resources)). The target for this indicator is the sample maximum which is equal to 8,935% for Bahrain and the low-performance benchmark is equal to 0,02%, a figure observed as the sample minimum.Agricultural water withdrawal (Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal). The target for this index is set equal to the sample maximum of 99,48% and the low-performance benchmark is the sample minimum of 0.0%. Supply/Access:Population using safely managed drinking water services. This data is taken from the United Nations Statistics Division. The target is set at the sample minimum, which is an average score of 39.96, and the low-performance benchmark is set at the sample maximum of 100. Sanitation:Population using improved sanitation. The data is obtained from the United Nations Statistics Division. The target is set at the sample minimum, which is an average score of 6,72, and the low-performance benchmark is set at the sample maximum of 100. Pollution:Wastewater treatment Obtained using data from Environmental Performance Index, 2016. The target for this index is set equal to the sample minimum of 0 % and the low-performance benchmark is the sample maximum of 100%. Water and Women:Women age 15+ usually collect water. Data from the world's Women 2015 report by the United Nations Statistics Division. The target for this index is set equal to the sample maximum of 82 % and the low-performance benchmark is the sample minimum of 0.4%. The overall index was estimated as an arithmetic mean and normalized too.The index is calculated as a percentage from 0% to 100% where 100% represents the Worst Performance Across Year of Water Issues. *The general formula to normalize the indicators is then given by 𝐼𝑛𝑑𝑖𝑐𝑎𝑡𝑜𝑟 = (Observed value − lower performance benchmark)/ (Target − lower performance benchmark)

  Pakistan Regional Atlas Fact Dataset, September 2018 Source: http://www.pbscensus.gov.pk http://www.statistics.gov.pk/census-results.html https://knoema.com/uyegecc

Palestine Data Atlas, August 2018 Source: http://www.pcbs.gov.ps/site/lang__en/507/default.aspx

Source: https://en.wikipedia.org/wiki/Panama http://www.geohive.com/cntry/panama.aspx https://knoema.com/PAPS2014/ https://knoema.com/PAHS2014/ https://knoema.com/PAES2014/ https://knoema.com/PALS2014/ https://knoema.com/PAAS2014/

Papua New Guinea Atlas Fact Dataset, 2013

Paraguay Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Paraguay https://knoema.com/PYPOP2015/ https://knoema.com/PYHLD2012/ https://knoema.com/PYHEA2012/ https://knoema.com/PYECO2010/ https://knoema.com/PYAGRI2017/

Source Details: Capital, first person title and first person names https://en.wikipedia.org/wiki/Peru Population, Population Density, Area, Crude Birth rate, Crude Death rate, life time net migration population, Total life expectancy at birth, Gross value added, gross value of agricultural production, unemployment rate ets.. http://www.inei.gob.pe/ https://knoema.com/ocjysee/

Pharmacies in Africa, 2015

Philippines Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/gpodlqc/ http://openstat.psa.gov.ph/

Poland Regional Atlas Fact dataset, August 2018 Source: https://knoema.com/nama_10r_2gdp-20180409 https://knoema.com/demo_r_pjanaggr3-20170316 https://knoema.com/demo_r_gind3 https://knoema.com/lfst_r_lfu3rt https://knoema.com/lfst_r_lfe2en2-20160224

Sources: Poll Results - FiveThirtyEight; COVID-19 Daily Cases % of Maximum - COVID Tracking Project; Knoema.

Portugal Fact Dataset, August 2018 Source: https://knoema.com/nama_10r_2gdp-20180409/gross-domestic-product-gdp-at-current-market-prices-by-nuts-2-regions https://knoema.com/nama_10r_2gfcf/gross-fixed-capital-formation-by-nuts-2-regionshttps://beta.knoema.org/ https://knoema.com/demo_r_pjanaggr3-20170316/population-on-1-january-by-broad-age-group-sex-and-nuts-3-region https://knoema.com/educ_renrlrg3/number-of-students-by-age-sex-and-nuts-2-regions https://www.ine.pt/xportal/xmain?xpid=INE&xpgid=ine_indicadores&indOcorrCod=0008015&contexto=bd&selTab=tab2

Knoema estimates based on data from EIA

Calculated by Knoema based on US Census 2016 estimates

Sources:  1. L. Badea and M. C. Mungiu-Pupӑzan, "The Economic and Environmental Impact of Bitcoin," in IEEE Access, vol. 9, pp. 48091-48104, 2021, doi: 10.1109/ACCESS.2021.3068636;   2. H. McCook, "An Order-of-Magnitude Estimate of the Relative Sustainability of the Bitcoin Network". 3. Yo-Der Song, Tomaso Aste "The Cost of Bitcoin Mining Has Never Really Increased". 4. Cambridge Centre for Alternative Finance

Republic of Congo Data Atlas, May 2017 Data sets used: https://knoema.com/CNSEEP2012/population-people-republic-of-congo-2012 https://knoema.com/CNSEET2017/transport-communication-statistics-republic-of-congo https://knoema.com/CNSEEWE2017/water-and-energy-regional-statistics-republic-of-congo

Romania Regional Atlas Fact Dataset, September 2018 Source: https://knoema.com/nama_r_e3vab95r2 https://knoema.com/demo_r_gind3 https://knoema.com/demo_r_pjanaggr3-20170316

Sources: IMF DOTS; national customs services

Rwanda Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/Rwanda https://knoema.com/NISRPHCP2012/ https://knoema.com/NISRES2011/ https://knoema.com/NISRHNS2016/

Calculations are based on Historical S&P close values

Sao Tome & Principe Data Atlas, July 2018   https://knoema.com/STDI2003/demographics-indicators-of-sao-tome-principe-2003 https://www.ine.st/

Saudi Arabia Regional Atlas Fact Dataset, September 2018 source: https://en.wikipedia.org/wiki/Saudi_Arabia https://knoema.com/SAHS2011 https://knoema.com/SAHS2011 https://knoema.com/SAPHC2018 https://knoema.com/SAES2017

Senegal, Atlas Fact Dataset, May 2017 Data taken from the following data sets: https://knoema.com/SERSSD2011/population-of-senegal-2013 https://knoema.com/SEPFS2011/population-financial-statistics-of-senegal-2011 https://knoema.com/SEIPC2006/incidence-of-poverty-and-contribution-of-senegal-2006 https://knoema.com/SEES2012/crop-production-of-senegal https://knoema.com/SEDHSMI2011/demographic-and-health-survey-multiple-indicator-of-senegal-2011

Serbia Regional Atlas Fact Dataset, September 2018 Source Details:  Serbia Regional Atlas Fact Dataset, September 2018 Source Details: https://en.wikipedia.org/wiki/Serbia https://knoema.com/RSDS2017/development-statistics-of-serbia https://knoema.com/demo_r_pjanaggr3-20170316

References: 1.https://en.wikipedia.org/wiki/Seychelles 2.https://en.wikipedia.org/wiki/Districts_of_Seychelles 3.http://www.geohive.com/cntry/seychelles.aspx 4.https://knoema.com/SCPH2010/population-and-housing-2013-seychelles 5.https://knoema.com/SCDG2018/demographics-statistics-of-seychelles

Sierra Leone Atlas Fact Dataset, May 2019 Source: https://en.wikipedia.org/wiki/Sierra_Leone https://www.statistics.sl/ https://knoema.com/SLPH2004/ https://knoema.com/SLEDS2004/ https://knoema.com/SLMM2004/ https://knoema.com/SLNF2019/ https://knoema.com/SLELF2018/

Singapore Data Atlas - 2013-11-19

Slovakia Data Atlas, August 2018 Source: https://knoema.com/nama_10r_3gdp https://knoema.com/demo_r_pjanaggr3-20170316 https://knoema.com/demo_r_gind3  

Slovenia Data Atlas, June 2018   http://www.stat.si/StatWeb/en https://knoema.com/nama_10r_3gdp/gross-domestic-product-gdp-at-current-market-prices-by-nuts-3-regions https://knoema.com/demo_r_pjanaggr3-20170316/population-on-1-january-by-broad-age-group-sex-and-nuts-3-region https://knoema.com/demo_r_d3area/area-by-nuts-3-region        

Solomon Islands Regional Atlas Fact Dataset, October 2018 Source: http://www.statistics.gov.sb/ https://knoema.com/SBSSSI2009

Somalia Atlas Fact dataset, January 2019   Data sources: https://en.wikipedia.org/wiki/Somalia https://knoema.com/SOPS1997/ https://knoema.com/SOES2012/ https://knoema.com/SORF1990/  

  Source : https://knoema.com/SALFS2012/ https://knoema.com/SAEGAD2017/ https://knoema.com/SAPS2011/ https://knoema.com/SALCH2009/ https://knoema.com/SAMCD2017/  

Source: Population, First Person https://en.wikipedia.org/wiki/States_of_South_Sudan Data added by: https://knoema.com/SSSY2011/ https://knoema.com/SSLS2008/ https://knoema.com/SSHSN2010/

Spain Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/nama_10r_2gdp-20180409 https://knoema.com/road_eqs_carhab-20161219 https://knoema.com/demo_r_find2-20170316 https://knoema.com/demo_r_minfind-20170316 http://www.ine.es https://en.wikipedia.org/wiki/Autonomous_communities_of_Spain

Algeria - https://knoema.com/ALDGE2016/national-agency-of-investment-development-of-algeria-diesel-gasoline-electricity-of-algeria-2016 Tunisia Natural Gas Prices: http://knoema.com/TUNG2015/ministry-of-industry-energy-and-mining-natural-gas-of-tunisia-2014 Electricity Gas Prices: http://knoema.com/TUEL2015/ministry-of-industry-energy-and-mining-electricity-of-tunisia-2014 Egypt Take Electricity Prices from this dataset: http://knoema.com/EELE2015/etnn-news-on-facebook-electricity-of-egypt-2012 Take Gas Prices from this dataset: http://knoema.com/ENG2015/youm7-natural-gas-of-egypt-2015

Market share of EVs in California - https://electrek.co/2018/11/22/tesla-sales-california-ev-market-share/ Global EV sales - https://insideevs.com/global-sales-in-december-full-year-2018-2-million-plug-in-cars-sold/ Global EVs market share in 2014 - IEA, World Energy Outlook, 2018; BNEF, Electric Vehicle Outlook, 2018; OPEC World Oil Outlook, 2018; S&P,  Changing Lanes – a Roadmap for Transport and Future Energy Markets, 2018; Goldman Sachs, Electric Vehicle Boom: ICE-ing The Combustion Engine, 2017; BP, Energy Outlook, 2018; EnerData, EnerFuture World Energy Scenarios to 2040, 2018  

Sri Lanka Regional Atlas Fact Dataset, October 2018 Source:   https://knoema.com/SLE2017 https://knoema.com/LADCS2017 https://knoema.com/PIS2016 http://www.statistics.gov.lk/ http://www.ds.gov.lk/

Structures Hospitalières_île Brava, Cabo Verde, January 2015

Sudan Regional Atlas Fact Dataset, January 2019   Data sets used: 1. https://knoema.com/SDHHC2008/households-and-housing-characteristics-2008-sudan 2. https://knoema.com/SDIPP2009/industrial-and-petroleum-production-of-sudan-2009 3. https://knoema.com/SDFA2008/fertility-analysis-2009-sudan 4. https://knoema.com/SDLE2018/literacy-and-illiteracy-rate-of-sudan-by-region 5. https://knoema.com/SDDAT2018/sudan-development-indicators 6. https://knoema.com/SDHS2009/health-statistics-of-sudan-2009 7. https://knoema.com/SDCPIR2015/consumer-price-indices-and-inflation-rates-of-sudan-2015 8. http://sudan.gov.sd/index.php/en/pages/details/51/2

Sources: http://mofa.gov.bs/visit-ambassador-bahamas-coronie-district-suriname/ https://www.maxwell.syr.edu/exed/People/Students/Humphrey_Fellows/Fall_2018/Mr__Mavrick_Boejoekoe/ https://knoema.com/SRDEM2017/suriname-demographic-statistics

Swaziland Regional Atlas Fact Dataset Sources: https://en.wikipedia.org/wiki/Swaziland http://www.swazistats.org.sz/images/reports/Multiple%20Indicator%20Cluster%20Survey%202014.pdf  

Sweden Regional Atlas Fact Dataset Source: https://knoema.com/demo_r_pjanaggr3-20190228 https://knoema.com/demo_r_gind3-20190301 https://knoema.com/nama_10r_3gdp-20190226 https://knoema.com/lfst_r_lfu3rt-20181128

Data Source: https://en.wikipedia.org/wiki/Switzerland http://www.swisscommunity.org/en/explore-switzerland/aargau/politics https://knoema.com/SWRP2017/ https://knoema.com/SWGVACI2010/

Syrian Arab Republic Atlas Fact Dataset, May 2019 Source: http://cbssyr.sy/index-EN.htm https://en.wikipedia.org/wiki/Syria https://knoema.com/SYDS2014/

Tanzania Regional Atlas Fact Dataset, October 2018 Data sets used: https://knoema.com/TANALU2012/area-of-land-ha-by-land-use-area-of-tanzania-2012 https://knoema.com/TANES2010/economic-statistics-of-tanzania-2013 https://knoema.com/TANDFIS2018/important-demographics-health-and-trade-statistics-of-tanzania https://knoema.com/TANEM2011/employment-statistics-of-tanzania-2014 https://knoema.com/TANPOP2006/population-projection-of-tanzania-2006

Telecommunication services: Telecommunication service to a school is based on a 20 km proximity of the school to a tower. Any school more than 20 km from a tower was considered to have "no service". For schools with telecommunication services, the three nearest towers are identified within the dataset by GPS coordinates. For schools determined to have no service, the nearest tower and its distance from the school was identified. The type of telecommunication service to a school was determined by the type of service insured (2G or 3G) for each tower; the service type was codified into the name of the tower and extracted for this dataset for ease of filtering.

Average temperature in Moscow in Apr.-Sep. period and Russian agricultural production

Thailand Regional Atlas Fact Dataset, October 2018 Source: https://knoema.com/wtxids/thailand-regional-dataset-october-2013

Timor-Leste Regional Atlas Fact Dataset   https://knoema.com/TLDST2014/

Data Sources: http://www.stat-togo.org/index.php/statistiques-demographiques http://www.stat-togo.org/index.php/sante-primaire http://www.stat-togo.org/index.php/protection-des-enfants http://www.stat-togo.org/contenu/pdf/pb/pb-rapport-2017-surveillance-commerciale-au-Togo.pdf https://knoema.com/TGSNA2016Jun/ https://knoema.com/TGHLC2011/ https://knoema.com/TGE2011/ https://knoema.com/TGPS2010/ https://knoema.com/TGEDS2017/  

Source: Knoema calculations based on UNCTAD data

Trinidad and Tobago Regional Atlas Fact Dataset September, 2018 Source : https://knoema.com/TTPOP05/demographics-statistics-of-trinidad-tobago

Tunisia Regional Atlas Fact Dataset, April 2019 Source Used: https://knoema.com/TNINSDCP2018/tunisia-demographic-characteristics-of-the-population https://knoema.com/TNINSHC2012/tunisia-regional-housing-characteristics-2004 https://knoema.com/TNINSHCLC2018/tunisia-household-characteristics-and-living-conditions https://knoema.com/TNINSECP2018/tunisia-economic-characteristics-of-the-population https://en.wikipedia.org/wiki/Governorates_of_Tunisia  

Data Sources: https://en.wikipedia.org/wiki/Turkey https://knoema.com/demo_r_pjanaggr3-20170316/ https://knoema.com/demo_r_d3area/ https://knoema.com/demo_r_d3dens-20170327/ https://knoema.com/demo_r_gind3/

Turkmenistan Data Atlas, June 2018   https://knoema.com/TMDST2014/development-statistics-of-turkmenistan-2014  

State-level Data on Demographics, Economy, Labor, Income and Welfare, Crime, Health, Education and Agriculture.   Two indicators: "Enrollment in public elementary and secondary school" and "Public high school graduates" have forecast data points. References: http://nces.ed.gov/ http://quickstats.nass.usda.gov/ http://usda.mannlib.cornell.edu/ http://wonder.cdc.gov/mortSQL.html http://www.acf.hhs.gov/ http://www.bea.gov/iTable http://www.bls.gov/mls/ http://www.census.gov/ http://www.dhs.gov/ http://www.fbi.gov/about-us/cjis/ucr/crime-in-the-u.s http://www.infoplease.com/ http://www.usgovernmentspending.com/  

List of protest was retrieved from https://en.wikipedia.org/wiki/List_of_George_Floyd_protests Additional data on number of protestors, violent crimes, and activation of National Guard was collected from the internet.

Uganda Regional Atlas Fact Dataset   Source: https://unstats.un.org/ https://unstats.un.org/unsd/demographic/sources/census/wphc/Uganda/UGA-2016-05-23.pdf https://en.wikipedia.org/wiki/Districts_of_Uganda https://knoema.com/UGCNSDT2016/ https://knoema.com/UGRI2011/ https://knoema.com/UBOSCS2016 https://knoema.com/UBDAT2012 https://knoema.com/UBOSRPS2018Jul/ https://knoema.com/UBOSRHS2011 https://knoema.com/UBOSRES2011

Source: 1. Total Land Area, Sq km https://knoema.com/reg_area3-20181015/area-by-nuts-3-region?accesskey=jqizuuc 2. Population on 1 January, Persons Except England: https://knoema.com/demo_r_gind3-20190301/population-change-demographic-balance-and-crude-rates-at-regional-level-nuts-3?accesskey=hcpldgb England: https://knoema.com/ONSPE2018/population-estimates-for-uk-england-and-wales-scotland-and-northern-ireland?accesskey=lsnaulf 3. Median Gross Weekly Earnings, £ https://knoema.com/ONSGWE2018/gross-weekly-earnings-of-full-time-employees-in-uk-by-region?accesskey=umyolec 4. Employment Rate, % https://knoema.com/lfst_r_lfe2emprt-20181128/employment-rates-by-sex-age-and-nuts-2-regions?accesskey=tuhgjb 5. Unemployment Rate, % https://knoema.com/lfst_r_lfu3rt-20181128/unemployment-rates-by-sex-age-and-nuts-2-regions?accesskey=mqcrnxf 6. Gross Disposable Household Income per head, £ https://www.ons.gov.uk/economy/regionalaccounts/grossdisposablehouseholdincome/bulletins/regionalgrossdisposablehouseholdincomegdhi/2015 Table 2: NUTS1 gross disposable household income (GDHI)1, UK, 2015 7. Total Gross Value Added (GVA), £ million https://knoema.com/nama_10r_3gva-20190226/gross-value-added-at-basic-prices-by-nuts-3-regions?accesskey=blolhvd 8. Average Weekly Household Expenditure, £ https://www.ons.gov.uk/peoplepopulationandcommunity/personalandhouseholdfinances/expenditure/datasets/householdexpenditurebycountriesandregionsuktablea33 9. Total Recorded Crime (excluding fraud) per 1,000 population https://www.ons.gov.uk/peoplepopulationandcommunity/crimeandjustice/datasets/policeforceareadatatables Table P3

Please use below links for latest data: ONS - https://knoema.com/atlas/sources/ONS Eurostat -  https://knoema.com/atlas/sources/Eurostat   Note: This dataset includes data from UK Office of National Statistics (https://www.ons.gov.uk) and Eurostat (http://ec.europa.eu/eurostat/data/database)  

Ukraine Regional Atlas Fact Dataset   Inflation Rate, % Change of CPI from the Previous Year = (Current Value-Previous Value)/Previous Value*100 Data has taken from this dataset: https://knoema.com/ijllqx/ukraine-regional-dataset-december-2014 Source: http://www.ukrstat.gov.ua/

United Arab Emirates Regional Atlas Fact Dataset, April 2019 Data source: https://en.wikipedia.org/wiki/United_Arab_Emirates https://knoema.com/iyamhlc/ https://knoema.com/KNFCSADEM2017/ https://knoema.com/KNUAEDCTN2017/ https://knoema.com/KNFCSAHLTH2017/ http://fcsa.gov.ae/en-us/Pages/Statistics/Statistics-by-Subject.aspx#

Data cited at: https://en.wikipedia.org/wiki/United_States https://knoema.com/USRAGE2017 https://knoema.com/USCACSDC2020 https://knoema.com/KPMGSC2015 https://knoema.com/USCBDC2020 https://knoema.com/KPMGHOC2017 https://knoema.com/USNAICS2012 https://knoema.com/USRFEDG2020 https://knoema.com/USALA2013 https://knoema.com/calculation https://knoema.com/bjcvbhc https://knoema.com/BEARegional https://knoema.com/USS2301 https://knoema.com/PRUSCBMPT2018/  

  Sources:SIPRI: 1949-2019 US defense spendingUS Bureau of Economic Analysis (BEA): 1929-2019 US GDPLouis Johnston and Samuel H. Williamson, "The Annual Real and Nominal GDP for the United States, 1789 - Present." Economic History Services, April 2002, http://www.eh.net/hmit/gdp, 1870-1928 US GDPUS Bureau of Labor Statistics (BLS): US CPI, 1913-2019US Congressional Research Service: US OCO/GWOT Spending, 2001-2020

Knoema estimates based on data retrieved from Federal Reserve Bank of St. Louis

Number of protests and fatalities - ACLED US Crisis Monitor Biden's advantage over Trump - RCP poll average

Sources of data: Average hourly earnings from 1965 to 2008 are taken from the dataset Hourly Earnings (MEI) by OECD, from 2008 onwards - from the dataset Employment Statistics of U.S.  by BLS. CPI inflation from 1965 to 2008 is taken from the dataset U.S. Prices by FRED, from 2008 onwards - from the dataset U.S. Consumer Prices for All Urban Consumers by BLS. The unemployment rate is taken from the dataset U.S. Labor Force Statistics from the Current Population Survey (SIC) by BLS. Real average hourly earnings y-o-y growth is calculated as average hourly earnings y-o-y growth minus inflation.

Sources:World Bank, Global Economic Monitor: world GDP growthPeterson Institute for International Economics: US and China import tariffs on bilateral merchandise tradeEstimates by Knoema: trend of world GDP growth; world GDP loss due to US-China trade war

Venezuela Regional Atlas Fact Dataset, October 2018 Source: https://en.wikipedia.org/wiki/List_of_Governors_of_States_of_Venezuela https://knoema.com/VERS2013

Source:  https://knoema.com/VNEDU2017/vietnam-education-statistics https://knoema.com/xqdquqe/demographics-statistics-of-vietnam https://knoema.com/VNHSTAT2017/healthcare-facilities-statistics-of-vietnam https://knoema.com/VNINPST2016/industry-production-statistics-of-vietnam  

Sources: Crime Statistics - Chicago Data Portal; Weather Data - Weather Source

  World Atlas Fact Dataset 2023 Data Sources: https://knoema.com/WBWDI2019Jan/ https://knoema.com/PSGDPEX2021 https://knoema.com/TWNAGDP2019/ https://knoema.com/UNWPP2022/

Sources: UNSD; calculations by Knoema

Data Sources: https://en.wikipedia.org/wiki/Yemen https://en.wikipedia.org/wiki/Governorates_of_Yemen https://knoema.com/YEDEMS2015 https://knoema.com/YEEDUS2015 https://knoema.com/YEHS2015 https://knoema.com/YETRPS2015

Zambia Regional Atlas Fact Dataset, September 2018 Source: http://www.parliament.gov.zm/ministers/provincial https://en.wikipedia.org/wiki/Zambia https://knoema.com/ZMHIVEP2012/ https://knoema.com/ZMHSB2012 https://knoema.com/ZMLFS2012 https://knoema.com/ZMRSZA2015 https://knoema.com/ZMPH2012 https://knoema.com/ZMES2004

Zimbabwe Regional Atlas Fact Dataset, October 2018 Source : https://en.wikipedia.org/wiki/List_of_current_provincial_governors_of_Zimbabwe http://www.zimstat.co.zw/sites/default/files/img/ICDS_2017.pdf  

Доходы государственных служащих Пермского края, Май 2013

Имущество государственных служащих Пермского края, Май 2013