Thailand TH: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data was reported at 2.141 % in 2016. This records an increase from the previous number of 1.790 % for 2013. Thailand TH: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data is updated yearly, averaging 1.965 % from Dec 2013 (Median) to 2016, with 2 observations. The data reached an all-time high of 2.141 % in 2016 and a record low of 1.790 % in 2013. Thailand TH: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Thailand – Table TH.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

All cities with a population > 1000 or seats of adm div (ca 80.000)Sources and ContributionsSources : GeoNames is aggregating over hundred different data sources. Ambassadors : GeoNames Ambassadors help in many countries. Wiki : A wiki allows to view the data and quickly fix error and add missing places. Donations and Sponsoring : Costs for running GeoNames are covered by donations and sponsoring.Enrichment:add country name

United States US: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data was reported at 11.989 % in 2015. This records an increase from the previous number of 11.617 % for 2014. United States US: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data is updated yearly, averaging 11.617 % from Dec 2013 (Median) to 2015, with 3 observations. The data reached an all-time high of 11.989 % in 2015 and a record low of 11.208 % in 2013. United States US: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s USA – Table US.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Context

Late in December 2019, the World Health Organisation (WHO) China Country Office obtained information about severe pneumonia of an unknown cause, detected in the city of Wuhan in Hubei province, China. This later turned out to be the novel coronavirus disease (COVID-19), an infectious disease caused by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) of the coronavirus family. The disease causes respiratory illness characterized by primary symptoms like cough, fever, and in more acute cases, difficulty in breathing. WHO later declared COVID-19 as a Pandemic because of its fast rate of spread across the Globe.

Content

The COVID-19 datasets organized by continent contain daily level information about the COVID-19 cases in the different continents of the world. It is a time-series data and the number of cases on any given day is cumulative. The original datasets can be found on this John Hopkins University Github repository. I will be updating the COVID-19 datasets on a regular basis with every update from John Hopkins University. I have also included the World COVID-19 tests data scraped from Worldometer and 2020 world population also scraped from worldometer.

The datasets

COVID-19 cases covid19_world.csv. It contains the cumulative number of COVID-19 cases from around the world since January 22, 2020, as compiled by John Hopkins University. covid19_asia.csv, covid19_africa.csv, covid19_europe.csv, covid19_northamerica.csv, covid19.southamerica.csv, covid19_oceania.csv, and covid19_others.csv. These contain the cumulative number of COVID-19 cases organized by the continent.

Field description - ObservationDate: Date of observation in YY/MM/DD - Country_Region: name of Country or Region - Province_State: name of Province or State - Confirmed: the number of COVID-19 confirmed cases - Deaths: the number of deaths from COVID-19 - Recovered: the number of recovered cases - Active: the number of people still infected with COVID-19 Note: Active = Confirmed - (Deaths + Recovered)

COVID-19 tests covid19_tests.csv. It contains the cumulative number of COVID tests data from worldometer conducted since the onset of the pandemic. Data available from June 01, 2020.

Field description Date: date in YY/MM/DD Country, Other: Country, Region, or dependency TotalTests: cumulative number of tests up till that date Population: population of Country, Region, or dependency Tests/1M pop: tests per 1 million of the population 1 Testevery X ppl: 1 test for every X number of people

2020 world population world_population(2020).csv. It contains the 2020 world population as reported by woldometer.

Field description Country (or dependency): Country or dependency Population (2020): population in 2020 Yearly Change: yearly change in population as a percentage Net Change: the net change in population Density(P/km2): population density Land Area(km2): land area Migrants(net): net number of migrants Fert. Rate: Fertility Rate Med. Age: median age Urban pop: urban population World Share: share of the world population as a percentage

Acknowledgements

1. John Hopkins University for making COVID-19 datasets available to the public: https://github.com/CSSEGISandData/COVID-19/tree/master/csse_covid_19_data/csse_covid_19_daily_reports
2. John Hopkins University COVID-19 Dashboard: https://coronavirus.jhu.edu/map.html
3. COVID-19 Africa dashboard: http://covid-19-africa.sen.ovh/
4. Worldometer: https://www.worldometers.info/
5. United Nations Department of General Assembly and Conference Management: https://www.un.org/depts/DGACM/RegionalGroups.shtml
6. wallpapercave.com: https://wallpapercave.com/covid-19-wallpapers

Sao Tome and Principe ST: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data was reported at 0.000 % in 2012. Sao Tome and Principe ST: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data is updated yearly, averaging 0.000 % from Dec 2012 (Median) to 2012, with 1 observations. Sao Tome and Principe ST: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Sao Tome and Principe – Table ST.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Montenegro was the country where the highest cumulative share of the population above 25 years had completed at least a bachelor's degree. 61.1 percent of the population in the country had some form of higher education as of 2022. The United Arab Emirates followed behind with 51.1 percent.

Norway NO: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data was reported at 11.353 % in 2015. This records an increase from the previous number of 10.979 % for 2014. Norway NO: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data is updated yearly, averaging 11.166 % from Dec 2014 (Median) to 2015, with 2 observations. The data reached an all-time high of 11.353 % in 2015 and a record low of 10.979 % in 2014. Norway NO: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Norway – Table NO.World Bank.WDI: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Marshall Islands MH: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data was reported at 1.028 % in 2011. Marshall Islands MH: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data is updated yearly, averaging 1.028 % from Dec 2011 (Median) to 2011, with 1 observations. Marshall Islands MH: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Marshall Islands – Table MH.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Belgium BE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data was reported at 18.704 % in 2022. This records a decrease from the previous number of 19.239 % for 2021. Belgium BE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data is updated yearly, averaging 15.900 % from Dec 2010 (Median) to 2022, with 13 observations. The data reached an all-time high of 19.239 % in 2021 and a record low of 0.000 % in 2012. Belgium BE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Belgium – Table BE.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;

Papua New Guinea Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data was reported at 0.345 % in 2022. Papua New Guinea Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data is updated yearly, averaging 0.345 % from Dec 2022 (Median) to 2022, with 1 observations. The data reached an all-time high of 0.345 % in 2022 and a record low of 0.345 % in 2022. Papua New Guinea Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Papua New Guinea – Table PG.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;

Guyana Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Female data was reported at 0.406 % in 2019. This records an increase from the previous number of 0.376 % for 2018. Guyana Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Female data is updated yearly, averaging 0.391 % from Dec 2018 (Median) to 2019, with 2 observations. The data reached an all-time high of 0.406 % in 2019 and a record low of 0.376 % in 2018. Guyana Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Female data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Guyana – Table GY.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;

Nauru Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data was reported at 0.276 % in 2021. Nauru Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data is updated yearly, averaging 0.276 % from Dec 2021 (Median) to 2021, with 1 observations. The data reached an all-time high of 0.276 % in 2021 and a record low of 0.276 % in 2021. Nauru Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Nauru – Table NR.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;

Panama PA: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data was reported at 2.372 % in 2010. Panama PA: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data is updated yearly, averaging 2.372 % from Dec 2010 (Median) to 2010, with 1 observations. Panama PA: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Panama – Table PA.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Nepal NP: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data was reported at 2.957 % in 2011. Nepal NP: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data is updated yearly, averaging 2.957 % from Dec 2011 (Median) to 2011, with 1 observations. Nepal NP: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Nepal – Table NP.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Guyana Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative data was reported at 0.450 % in 2019. This records a decrease from the previous number of 0.525 % for 2018. Guyana Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative data is updated yearly, averaging 0.488 % from Dec 2018 (Median) to 2019, with 2 observations. The data reached an all-time high of 0.525 % in 2018 and a record low of 0.450 % in 2019. Guyana Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Guyana – Table GY.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;

United Kingdom UK: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data was reported at 8.660 % in 2014. This records a decrease from the previous number of 8.690 % for 2013. United Kingdom UK: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data is updated yearly, averaging 8.675 % from Dec 2013 (Median) to 2014, with 2 observations. The data reached an all-time high of 8.690 % in 2013 and a record low of 8.660 % in 2014. United Kingdom UK: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Male: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s UK – Table UK.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Georgia GE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data was reported at 17.088 % in 2014. This records a decrease from the previous number of 27.101 % for 2012. Georgia GE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data is updated yearly, averaging 22.094 % from Dec 2012 (Median) to 2014, with 2 observations. The data reached an all-time high of 27.101 % in 2012 and a record low of 17.088 % in 2014. Georgia GE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Georgia – Table GE.World Bank.WDI: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Romania RO: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data was reported at 9.270 % in 2014. This records an increase from the previous number of 0.000 % for 2013. Romania RO: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data is updated yearly, averaging 4.635 % from Dec 2013 (Median) to 2014, with 2 observations. The data reached an all-time high of 9.270 % in 2014 and a record low of 0.000 % in 2013. Romania RO: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Total: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Romania – Table RO.World Bank: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.; ; UNESCO Institute for Statistics; ;

Germany DE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data was reported at 11.679 % in 2022. This records an increase from the previous number of 11.610 % for 2021. Germany DE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data is updated yearly, averaging 10.480 % from Dec 2010 (Median) to 2022, with 13 observations. The data reached an all-time high of 11.679 % in 2022 and a record low of 0.000 % in 2013. Germany DE: Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: Female: % Cumulative data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Germany – Table DE.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;

Vanuatu Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data was reported at 0.683 % in 2020. This records an increase from the previous number of 0.000 % for 2019. Vanuatu Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data is updated yearly, averaging 0.683 % from Dec 2010 (Median) to 2020, with 3 observations. The data reached an all-time high of 1.320 % in 2010 and a record low of 0.000 % in 2019. Vanuatu Educational Attainment: At Least Master's or Equivalent: Population 25+ Years: % Cumulative: Male data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Vanuatu – Table VU.World Bank.WDI: Social: Education Statistics. The percentage of population ages 25 and over that attained or completed Master's or equivalent.;UNESCO Institute for Statistics (UIS). UIS.Stat Bulk Data Download Service. Accessed April 5, 2025. https://apiportal.uis.unesco.org/bdds.;;