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. 2021 Jan 19;141:105412. doi: 10.1016/j.worlddev.2021.105412

Table A1.

Variable Definitions and Data Sources.

Variables Definition Sources
DR1 (Mortality rate) The ratio of the total number of deaths to total number of infections John Hopkins CSSE GitHub Data Source
DR2 (Mortality rate per 100,000 people)
The ratio of total number of deaths to population
Excess death is calculated as the difference between the observed that for the period and average deaths over the last 5 years for the same period.
The ratio is defined as the number of excess deaths to the expected number of deaths for the corresponding period.
John Hopkins CSSE GitHub Data Source
The Economist
The New York Times
Human Mortality Database https://www.mortality.org/
Excess death ratio
GDP Growth Average GDP growth rate for 2018 and 2019 IMF
GDP per capita Gross Domestic Product per capita World Bank
Density Population density (people per square kilometre of land area) World Bank
Pop65 Population aged 65 and above as percentage of population World Bank
Health Exp Total health expenditure including government and external expenditure expressed as a ratio of total public spending World Bank
Hospital Beds Number of hospital beds expressed per 10,000 people UNDP
Stringency A composite index derived from information on 17 indicators of government responses; including containment and closure policies; economic policies; and health system policies https://www.bsg.ox.ac.uk/research/research-projects/coronavirus-government-response-tracker
Climate Risk Cumulative climate risk index based on the impact of extreme whether events both in terms of fatalities and economic losses from 1999 to 2018. https://germanwatch.org/en/cri
ND-Gain A measure of climate change adaptation based on the vulnerability and readiness of the country. Higher score indicates higher adaptation Notre Dame Global Adaptation Initiative
Readiness The country’s ability to leverage investments and convert them to adaptation actions considering three components: economic, social and governance readiness Notre Dame Global Adaptation Initiative
Individualism Individualism score of the countries which is defined as a preference of loosely-knit social framework https://hi.hofstede-insights.com/national-culture
Regions
  • 1.

    East Asia and Pacific

    Europe and Central Asia

  • 2.

    Latin America and The Caribbean

  • 3.

    Middle East and North Africa

  • 4.

    North America

  • 5.

    South Asia

  • 6.

    Sub-Saharan Africa

World Bank