name: Economic Fitness Metric (Legacy) - Bhutan

country_id: BT


name: Economic Fitness Metric (Legacy) - Central African Republic

country_id: CF

ns: wb

description: Economic Fitness (EF) is both a measure of a country’s diversification and ability to produce complex goods on a globally competitive basis.  Countries with the highest levels of EF have capabilities to produce a diverse portfolio of products, ability to upgrade into ever-increasing complex goods, tend to have more predictable long-term growth, and to attain good competitive position relative to other countries.   Countries with low EF levels tend to suffer from poverty, low capabilities, less predictable growth, low value-addition, and trouble upgrading and diversifying faster than other countries.  The starting data is the COMTRADE list of products exported by each country. This data defines a bipartite network of countries and products, or goods and services. A suitably designed mathematical algorithm applied to this network leads to the Economic Fitness of all countries and the Complexity of all products. The comparison of the Fitness to the GDP reveals hidden information for the development and the growth of the countries.

key: id

type: original

key: IndicatorName

value: Economic Fitness Metric

key: Limitationsandexceptions

value: The trade data are necessary to define a coherent network for all countries and all products. This may have some limitations for countries in which the exported products are not a good proxy of its industrial competitiveness. Also export refers generally to manufacturing. Services can be included but the corresponding database trade in services are less granular. In principle the approach could use other data like the labor statistics which automatically include all services. A basic concept of the algorithm is the importance of diversification. This is correct at the level of countries but it becomes gradually problematic if one moves to smaller scales like regions, cities up to individual firms where specialization becomes dominant. In these cases suitable modifications should be considered.  The COMTRADE dataset comes at different levels of granularity. Each level has advantages and disadvantages which should be considered in relation to the problem addressed.

key: Longdefinition

key: Periodicity

value: Annual

key: Source

value: World Bank, Economic Fitness project. For more details, please visit https://www.nature.com/articles/srep00723 and http://documents.worldbank.org/curated/en/632611498503242103/On-the-predictability-of-growth

key: Statisticalconceptandmethodology

value: The new literature of Economic Fitness uses techniques which, differently from traditional index construction approaches, do not try to average out the complexity of the system, but embraces it by explicitly building on the heterogeneity of individual actors, activities and interactions to extract relevant parameters to characterize the system.  In this way, information about production capabilities may be extracted from trade in goods.  The interaction among products traded, and the relatively unique combinations are a precursor to future competitiveness and long-term growth.   A basic characteristic of Economic Fitness is being parameter free. The standard methods of analysis consider many elements and sum them up in some suitable way. This sum of incommensurate elements leads to a major problem of controlling noise while increasing signal. The Fitness approach starts by considering a single dataset to control noise problems.  Other data can then be added later in a controlled hierarchical framework 9e.g, services, technologies). The algorithm is designed on simple and transparent economical concepts which have a clear meaning and have been extensively tested. The evolution of each country is defined in the GDP-Fitness space which shows a strong heterogeneity in the dynamics. There is zone characterized by regular flow and another one which is more chaotic. This implies that growth forecasting should consider this heterogeneity and go beyond standard regressions. This novel approach to the analysis and long-term forecasting has been shown to outperform the standard methods even if it requires much less data.

key: Topic

value: Economic Policy & Debt

ftype: VARCHAR

description: A unique identifier for the indicator being reported.

description: The name or title of the indicator providing a human-readable label.

description: A unique identifier code for the country associated with the indicator.

description: The full name of the country relevant to the indicator data.

sem_type: encountryname

description: The ISO 3166-1 alpha-3 code—a three-letter country code standard—for the country.

date

description: The date or year the indicator measurement or observation pertains to.

sem_type: year

value

description: The numerical or measured value of the indicator for the given country and date.

unit

description: The unit of measurement in which the indicator value is expressed.

description: The observation status indicating any special conditions or qualifiers about the data value.

decimal

ftype: BIGINT

description: The number of decimal places to which the indicator value is reported or rounded.

schema: wb


name: Economic Fitness Metric (Legacy) - Cyprus

country_id: CY

value: Economic Fitness (EF) is both a measure of a country’s diversification and ability to produce complex goods on a globally competitive basis.  Countries with the highest levels of EF have capabilities to produce a diverse portfolio of products, ability to upgrade into ever-increasing complex goods, tend to have more predictable long-term growth, and to attain good competitive position relative to other countries.   Countries with low EF levels tend to suffer from poverty, low capabilities, less predictable growth, low value-addition, and trouble upgrading and diversifying faster than other countries.  The starting data is the COMTRADE list of products exported by each country. This data defines a bipartite network of countries and products, or goods and services. A suitably designed mathematical algorithm applied to this network leads to the Economic Fitness of all countries and the Complexity of all products. The comparison of the Fitness to the GDP reveals hidden information for the development and the growth of the countries.


name: Economic Fitness Metric (Legacy) - France

country_id: FR


name: Economic Fitness Metric (Legacy) - Guinea

country_id: GN


name: Economic Fitness Metric (Legacy) - Guyana

country_id: GY


name: Economic Fitness Metric (Legacy) - India

country_id: IN


Economic Fitness Metric (Legacy) - Iraq

country_id: IQ


name: Economic Fitness Metric (Legacy) - Libya

country_id: LY


name: Economic Fitness Metric (Legacy) - Lithuania

country_id: LT


name: Economic Fitness Metric (Legacy) - Latvia

country_id: LV


name: Economic Fitness Metric (Legacy) - Macedonia, FYR

country_id: MK


Economic Fitness Metric (Legacy) - Mali

country_id: ML


name: Economic Fitness Metric (Legacy) - Nicaragua

country_id: NI


name: Economic Fitness Metric (Legacy) - Singapore

country_id: SG


name: Economic Fitness Metric (Legacy) - Ukraine

country_id: UA


name: Economic Fitness Metric (Legacy) - Belarus

country_id: BY


name: Economic Fitness Metric (Legacy) - Belize

country_id: BZ


name: Economic Fitness Metric (Legacy) - Bolivia

country_id: BO


name: Economic Fitness Metric (Legacy) - Brazil

country_id: BR


name: Economic Fitness Metric (Legacy) - Congo, Dem. Rep.

country_id: CD


name: Economic Fitness Metric (Legacy) - Ecuador

country_id: EC


name: Economic Fitness Metric (Legacy) - Estonia

country_id: EE


name: Economic Fitness Metric (Legacy) - Cambodia

country_id: KH


name: Economic Fitness Metric (Legacy) - Niger

country_id: NE


name: Economic Fitness Metric (Legacy) - Nigeria

country_id: NG


name: Economic Fitness Metric (Legacy) - Netherlands

country_id: NL


name: Economic Fitness Metric (Legacy) - Pakistan

country_id: PK


Economic Fitness Metric (Legacy) - Peru

country_id: PE


name: Economic Fitness Metric (Legacy) - Rwanda

country_id: RW


name: Economic Fitness Metric (Legacy) - Sierra Leone

country_id: SL


name: Economic Fitness Metric (Legacy) - Syrian Arab Republic

country_id: SY


name: Economic Fitness Metric (Legacy) - Yemen, Rep.

country_id: YE


name: Economic Fitness Metric (Legacy) - Bosnia and Herzegovina

country_id: BA


name: Economic Fitness Metric (Legacy) - Cote d'Ivoire

country_id: CI


name: Economic Fitness Metric (Legacy) - Cameroon

country_id: CM


name: Economic Fitness Metric (Legacy) - Germany

country_id: DE


name: Economic Fitness Metric (Legacy) - Denmark

country_id: DK


name: Economic Fitness Metric (Legacy) - Ethiopia

country_id: ET


name: Economic Fitness Metric (Legacy) - Gabon

country_id: GA


name: Economic Fitness Metric (Legacy) - United Kingdom

country_id: GB


name: Economic Fitness Metric (Legacy) - Gambia, The

country_id: GM


name: Economic Fitness Metric (Legacy) - Greenland

country_id: GL


name: Economic Fitness Metric (Legacy) - Indonesia

country_id: ID


name: Economic Fitness Metric (Legacy) - Kazakhstan

country_id: KZ


name: Economic Fitness Metric (Legacy) - Kyrgyz Republic

country_id: KG


name: Economic Fitness Metric (Legacy) - Lebanon

country_id: LB


name: Economic Fitness Metric (Legacy) - Morocco

country_id: MA


name: Economic Fitness Metric (Legacy) - Malawi

country_id: MW


Economic Fitness Metric (Legacy) - Oman

country_id: OM


name: Economic Fitness Metric (Legacy) - Saudi Arabia

country_id: SA


name: Economic Fitness Metric (Legacy) - Somalia

country_id: SO


name: Economic Fitness Metric (Legacy) - Serbia

country_id: RS


name: Economic Fitness Metric (Legacy) - Turkmenistan

country_id: TM


name: Economic Fitness Metric (Legacy) - Tunisia

country_id: TN


name: Economic Fitness Metric (Legacy) - Turkey

country_id: TR


name: Economic Fitness Metric (Legacy) - Tanzania

country_id: TZ


name: Economic Fitness Metric (Legacy) - Venezuela, RB

country_id: VE


name: Economic Fitness Metric (Legacy) - Zambia

country_id: ZM


name: Economic Fitness Metric (Legacy) - Angola

country_id: AO


name: Economic Fitness Metric (Legacy) - Australia

country_id: AU


name: Economic Fitness Metric (Legacy) - Azerbaijan

country_id: AZ


name: Economic Fitness Metric (Legacy) - Chile

country_id: CL


name: Economic Fitness Metric (Legacy) - Finland

country_id: FI


name: Economic Fitness Metric (Legacy) - Georgia

country_id: GE


name: Economic Fitness Metric (Legacy) - Ireland

country_id: IE


name: Economic Fitness Metric (Legacy) - Israel

country_id: IL


name: Economic Fitness Metric (Legacy) - Korea, Rep.

country_id: KR


name: Economic Fitness Metric (Legacy) - Kuwait

country_id: KW


name: Economic Fitness Metric (Legacy) - Mozambique

country_id: MZ


name: Economic Fitness Metric (Legacy) - Malaysia

country_id: MY


name: Economic Fitness Metric (Legacy) - Panama

country_id: PA


name: Economic Fitness Metric (Legacy) - Poland

country_id: PL


name: Economic Fitness Metric (Legacy) - Romania

country_id: RO


name: Economic Fitness Metric (Legacy) - Slovenia

country_id: SI


Economic Fitness Metric (Legacy) - Togo

country_id: TG


name: Economic Fitness Metric (Legacy) - Thailand

country_id: TH


name: Economic Fitness Metric (Legacy) - Uruguay

country_id: UY


name: Economic Fitness Metric (Legacy) - United Arab Emirates

country_id: AE


name: Economic Fitness Metric (Legacy) - Argentina

country_id: AR


name: Economic Fitness Metric (Legacy) - Austria

country_id: AT


name: Economic Fitness Metric (Legacy) - Burundi

country_id: BI


name: Economic Fitness Metric (Legacy) - Canada

country_id: CA


name: Economic Fitness Metric (Legacy) - Colombia

country_id: CO


name: Economic Fitness Metric (Legacy) - Algeria

country_id: DZ


name: Economic Fitness Metric (Legacy) - Lao PDR

country_id: LA


name: Economic Fitness Metric (Legacy) - Myanmar

country_id: MM


name: Economic Fitness Metric (Legacy) - Montenegro

country_id: ME


name: Economic Fitness Metric (Legacy) - Norway

country_id: NO


name: Economic Fitness Metric (Legacy) - Paraguay

country_id: PY


name: Economic Fitness Metric (Legacy) - Uganda

country_id: UG


name: Economic Fitness Metric (Legacy) - United States

country_id: US


name: Economic Fitness Metric (Legacy) - South Africa

country_id: ZA


name: Economic Fitness Metric (Legacy) - Andorra

country_id: AD


name: Economic Fitness Metric (Legacy) - Armenia

country_id: AM


name: Economic Fitness Metric (Legacy) - Belgium

country_id: BE


name: Economic Fitness Metric (Legacy) - Benin

country_id: BJ


name: Economic Fitness Metric (Legacy) - Bahrain

country_id: BH


name: Economic Fitness Metric (Legacy) - Egypt, Arab Rep.

country_id: EG


name: Economic Fitness Metric (Legacy) - Eritrea

country_id: ER


name: Economic Fitness Metric (Legacy) - Iceland

country_id: IS


name: Economic Fitness Metric (Legacy) - Italy

country_id: IT


name: Economic Fitness Metric (Legacy) - Jordan

country_id: JO


name: Economic Fitness Metric (Legacy) - Philippines

country_id: PH


name: Economic Fitness Metric (Legacy) - Korea, Dem. Rep.

country_id: KP


name: Economic Fitness Metric (Legacy) - Portugal

country_id: PT


name: Economic Fitness Metric (Legacy) - Qatar

country_id: QA


name: Economic Fitness Metric (Legacy) - Sudan

country_id: SD


name: Economic Fitness Metric (Legacy) - Senegal

country_id: SN


name: Economic Fitness Metric (Legacy) - El Salvador

country_id: SV


name: Economic Fitness Metric (Legacy) - Suriname

country_id: SR


name: Economic Fitness Metric (Legacy) - Tajikistan

country_id: TJ


name: Economic Fitness Metric (Legacy) - Burkina Faso

country_id: BF


name: Economic Fitness Metric (Legacy) - Switzerland

country_id: CH


name: Economic Fitness Metric (Legacy) - Costa Rica

country_id: CR


name: Economic Fitness Metric (Legacy) - Spain

country_id: ES


name: Economic Fitness Metric (Legacy) - Ghana

country_id: GH


name: Economic Fitness Metric (Legacy) - Greece

country_id: GR


name: Economic Fitness Metric (Legacy) - Honduras

country_id: HN


name: Economic Fitness Metric (Legacy) - Croatia

country_id: HR


name: Economic Fitness Metric (Legacy) - Hungary

country_id: HU


name: Economic Fitness Metric (Legacy) - Liberia

country_id: LR


name: Economic Fitness Metric (Legacy) - Madagascar

country_id: MG


name: Economic Fitness Metric (Legacy) - Mongolia

country_id: MN


name: Economic Fitness Metric (Legacy) - Mauritania

country_id: MR


name: Economic Fitness Metric (Legacy) - Nepal

country_id: NP


name: Economic Fitness Metric (Legacy) - Russian Federation

country_id: RU


name: Economic Fitness Metric (Legacy) - Sweden

country_id: SE


Economic Fitness Metric (Legacy) - Chad

country_id: TD


name: Economic Fitness Metric (Legacy) - Uzbekistan

country_id: UZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Benin

country_id: BJ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Cameroon

country_id: CM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Congo, Dem. Rep.

country_id: CD


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Estonia

country_id: EE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - United Kingdom

country_id: GB


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Georgia

country_id: GE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Hungary


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Indonesia

country_id: ID


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Liberia


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Madagascar


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Mexico

country_id: MX


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Macedonia, FYR

country_id: MK


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Mali

country_id: ML


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Mozambique

country_id: MZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Oman

country_id: OM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Panama

country_id: PA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Paraguay

country_id: PY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Suriname

country_id: SR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Tanzania

country_id: TZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Belgium

country_id: BE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Belize

country_id: BZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Switzerland

country_id: CH


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Chile

country_id: CL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Denmark

country_id: DK


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Algeria

country_id: DZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Ecuador

country_id: EC


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Spain

country_id: ES


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Ethiopia

country_id: ET


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Greece

country_id: GR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Honduras

country_id: HN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Croatia

country_id: HR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Japan

country_id: JP


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Lao PDR

country_id: LA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Mauritania

country_id: MR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Niger

country_id: NE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Nepal

country_id: NP


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Pakistan

country_id: PK


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Poland

country_id: PL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Rwanda

country_id: RW


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Singapore

country_id: SG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Serbia

country_id: RS


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Togo

country_id: TG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Uzbekistan

country_id: UZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - South Africa

country_id: ZA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Albania

country_id: AL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Andorra

country_id: AD


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Argentina

country_id: AR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Azerbaijan

country_id: AZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Bahrain

country_id: BH


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Cambodia

country_id: KH


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Libya

country_id: LY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Malta

country_id: MT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Montenegro

country_id: ME


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Nigeria

country_id: NG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Portugal

country_id: PT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Sweden

country_id: SE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Zambia

country_id: ZM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Burkina Faso

country_id: BF


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Belarus

country_id: BY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Brazil

country_id: BR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - China

country_id: CN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Congo, Rep.

country_id: CG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Colombia

country_id: CO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Czech Republic

country_id: CZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Gabon

country_id: GA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Guyana

country_id: GY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Russian Federation

country_id: RU


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Slovenia

country_id: SI


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Syrian Arab Republic

country_id: SY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Tunisia

country_id: TN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Yemen, Rep.

country_id: YE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Zimbabwe

country_id: ZW


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - United Arab Emirates

country_id: AE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Burundi

country_id: BI


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Bangladesh

country_id: BD


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Bolivia

country_id: BO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Central African Republic

country_id: CF


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Costa Rica

country_id: CR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Ghana

country_id: GH


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Guatemala

country_id: GT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Iceland

country_id: IS


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Italy

country_id: IT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Jordan

country_id: JO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Kyrgyz Republic

country_id: KG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Kuwait

country_id: KW


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Lebanon

country_id: LB


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Mongolia

country_id: MN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Malawi

country_id: MW


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Norway

country_id: NO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Philippines

country_id: PH


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Somalia

country_id: SO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Chad

country_id: TD


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Turkmenistan

country_id: TM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Uruguay

country_id: UY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - United States

country_id: US


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Bulgaria

country_id: BG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Bosnia and Herzegovina

country_id: BA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Eritrea

country_id: ER


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Kenya

country_id: KE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Latvia

country_id: LV


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Myanmar

country_id: MM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - New Zealand

country_id: NZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Qatar

country_id: QA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Sudan

country_id: SD


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - El Salvador

country_id: SV


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Armenia

country_id: AM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Bhutan

country_id: BT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Canada

country_id: CA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Germany

country_id: DE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Finland

country_id: FI


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - France

country_id: FR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - India

country_id: IN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Iran, Islamic Rep.

country_id: IR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Israel

country_id: IL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Kazakhstan

country_id: KZ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Malaysia

country_id: MY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Nicaragua

country_id: NI


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Netherlands

country_id: NL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Peru

country_id: PE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Romania

country_id: RO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Saudi Arabia

country_id: SA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Sierra Leone

country_id: SL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Slovak Republic

country_id: SK


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Thailand

country_id: TH


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Tajikistan

country_id: TJ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Venezuela, RB

country_id: VE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Afghanistan

country_id: AF


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Angola

country_id: AO


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Australia

country_id: AU


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Austria

country_id: AT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Brunei Darussalam

country_id: BN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Cote d'Ivoire

country_id: CI


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Cyprus

country_id: CY


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Egypt, Arab Rep.

country_id: EG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Guinea

country_id: GN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Gambia, The

country_id: GM


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Guinea-Bissau

country_id: GW


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Greenland

country_id: GL


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Ireland

country_id: IE


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Iraq

country_id: IQ


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Korea, Rep.

country_id: KR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Lithuania

country_id: LT


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Morocco

country_id: MA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Korea, Dem. Rep.

country_id: KP


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Senegal

country_id: SN


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Turkey

country_id: TR


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Uganda

country_id: UG


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Ukraine

country_id: UA


name: Economic Fitness Ranking (1 = high, 149 = low) (Legacy) - Vietnam

country_id: VN


name: Universal Economic Fitness Metric - Albania

country_id: AL

description: The Universal Economic Fitness (UEF) is both a measure of a country’s diversification and ability to export complex goods and services on a globally competitive basis.  Countries with the highest levels of UEF have capabilities to produce a diverse portfolio of products and services, ability to upgrade into ever-increasing complex sectors, tend to have more predictable long-term growth, and to attain good competitive position relative to other countries. Countries with low UEF levels tend to suffer from poverty, low capabilities, less predictable growth, low value-addition, and trouble upgrading and diversifying faster than other countries.  The starting data is the UN-COMTRADE list of products and the IMF-BOP list of services exported by each country. This data defines a bipartite network of countries and sectors, or goods and services. A suitably designed mathematical algorithm applied to this network leads to the Universal Economic Fitness of all countries and the Complexity of all sectors. The comparison of the Fitness to the GDP reveals hidden information for the development and the growth of the countries.

key: Developmentrelevance

value:
Development encompasses many factors - economic, environmental, cultural, educational, and institutional -
which are difficult to measure, compare, and assemble in a unified picture. The Economic Fitness approach assumes that such factors are summed up in the possible export competitiveness of countries, and algorithmically extracts this information directly from data.

value: Universal Economic Fitness Metric

value: The trade data are necessary to define a coherent network for all countries and all traded sectors (products and services). This may have some limitations for countries in which the exported products and services are not a good proxy of their industrial competitiveness. While the fitness analysis usually refers to manufacturing only, in the Universal Fitness also services are included. However, being the corresponding database less granular (i.e., more aggregated), also the products database has been aggregated and this can mildly impact on the algorithm outputs. In the final, universal dataset the relative weight of products and services reflects the respective importance in the international trade flow. A basic concept of the algorithm is the importance of diversification. This is correct at the level of countries but it becomes gradually problematic if one moves to smaller scales like regions, cities up to individual firms where specialization becomes dominant. In these cases suitable modifications should be considered. Finally, some countries have well known reporting issues in both products and services. For instance, some countries report only at some aggregation levels. Two notable examples are Ireland and China. In order to obtain a complete and more diversified database we adopt an interpolation procedure for such misreporting countries using the average declaration of similar countries and considering different aggregation levels. We can expect the final results to mildly change if export records will change in the future.

value:
World Bank, Economic Fitness project. For more details please visit the following links.
For a detailed discussion of the data preprocessing, the computation of the universal fitness, and the economical implications: www.nature.com/articles/s41597-022-01732-5
and http://documents.worldbank.org/curated/en/309521529586431853/Integrating-services-in-the-economic-fitness-approach
The Fitness and Complexity algorithm has been introduced in: https://www.nature.com/articles/srep00723
The convergence criterion of the Fitness and Complexity algorithm is discussed in: https://link.springer.com/article/10.1140/epjst/e2015-50118-1

value: The literature of Economic Fitness uses techniques which, differently from traditional index construction approaches, do not try to average out the complexity of the system, but embraces it by explicitly building on the heterogeneity of individual actors, activities and interactions to extract relevant parameters to characterize the system.  In this way, information about production capabilities may be extracted from trade in goods and, in the case of Universal Fitness, services.  The interaction among products and services traded, and the relatively unique combinations are a precursor to future competitiveness and long-term growth.   A basic characteristic of Economic Fitness is being parameter free. The standard methods of analysis consider many elements and sum them up in some suitable way. This sum of incommensurate elements leads to a major problem of controlling noise while increasing signal. The Fitness approach starts by considering a single dataset to control noise problems.  Other data can then be added later in a controlled hierarchical framework (e.g, science, technologies). The algorithm is designed on simple and transparent economical concepts which have a clear meaning and have been extensively tested, and consists in two coupled equations to be iterated up to convergence. The iterations are stopped when a rank-based criterion is met, that is, when we estimate that the next change in ranking will be in a very large number of iterations. The evolution of each country is defined in the GDP-Fitness space which shows a strong heterogeneity in the dynamics. This novel approach to the analysis and long-term forecasting has been shown to outperform the standard methods even if it requires much less data. While the Economic Fitness is computed considering the RCA values, the Universal Economic Fitness is computed using the market shares and so while the former is intensive, the latter is extensive, that is more correlated with countries size. As a consequence, while the natural counterpart of the Economic Fitness is GDP per capita, the Universal Fitness is more comparable with GDP.

value: CC BY-4.0

key: Unitofmeasure

value: Dimensionless

key: Relatedindicators

value: Economic Fitness Metric (EF.EFM.PROD.XD)


name: Universal Economic Fitness Metric - Andorra

country_id: AD

value: The Universal Economic Fitness (UEF) is both a measure of a country’s diversification and ability to export complex goods and services on a globally competitive basis.  Countries with the highest levels of UEF have capabilities to produce a diverse portfolio of products and services, ability to upgrade into ever-increasing complex sectors, tend to have more predictable long-term growth, and to attain good competitive position relative to other countries. Countries with low UEF levels tend to suffer from poverty, low capabilities, less predictable growth, low value-addition, and trouble upgrading and diversifying faster than other countries.  The starting data is the UN-COMTRADE list of products and the IMF-BOP list of services exported by each country. This data defines a bipartite network of countries and sectors, or goods and services. A suitably designed mathematical algorithm applied to this network leads to the Universal Economic Fitness of all countries and the Complexity of all sectors. The comparison of the Fitness to the GDP reveals hidden information for the development and the growth of the countries.


name: Universal Economic Fitness Metric - Australia

country_id: AU


name: Universal Economic Fitness Metric - Austria

country_id: AT


name: Universal Economic Fitness Metric - Belize

country_id: BZ


name: Universal Economic Fitness Metric - Chile

country_id: CL


name: Universal Economic Fitness Metric - Costa Rica

country_id: CR


name: Universal Economic Fitness Metric - Denmark

country_id: DK


name: Universal Economic Fitness Metric - Ecuador

country_id: EC


name: Universal Economic Fitness Metric - Guinea-Bissau

country_id: GW


name: Universal Economic Fitness Metric - Greenland

country_id: GL


name: Universal Economic Fitness Metric - Iceland

country_id: IS


name: Universal Economic Fitness Metric - Japan

country_id: JP


name: Universal Economic Fitness Metric - Lesotho

country_id: LS


name: Universal Economic Fitness Metric - Latvia

country_id: LV


name: Universal Economic Fitness Metric - Moldova

country_id: MD


name: Universal Economic Fitness Metric - Montenegro

country_id: ME


name: Universal Economic Fitness Metric - Panama

country_id: PA


name: Universal Economic Fitness Metric - Peru

country_id: PE


name: Universal Economic Fitness Metric - Korea, Dem. People's Rep.

country_id: KP


name: Universal Economic Fitness Metric - French Polynesia

country_id: PF


name: Universal Economic Fitness Metric - Suriname

country_id: SR


name: Universal Economic Fitness Metric - Slovak Republic

country_id: SK


name: Universal Economic Fitness Metric - Chad

country_id: TD


name: Universal Economic Fitness Metric - Turkmenistan

country_id: TM


name: Universal Economic Fitness Metric - Uganda

country_id: UG


name: Universal Economic Fitness Metric - Burundi

country_id: BI


name: Universal Economic Fitness Metric - Benin

country_id: BJ


name: Universal Economic Fitness Metric - Czechia

country_id: CZ


name: Universal Economic Fitness Metric - Germany

country_id: DE


name: Universal Economic Fitness Metric - France

country_id: FR


name: Universal Economic Fitness Metric - Ghana

country_id: GH


name: Universal Economic Fitness Metric - Honduras

country_id: HN


name: Universal Economic Fitness Metric - India

country_id: IN


name: Universal Economic Fitness Metric - Korea, Rep.

country_id: KR


name: Universal Economic Fitness Metric - Liberia

country_id: LR


name: Universal Economic Fitness Metric - Libya

country_id: LY


name: Universal Economic Fitness Metric - Luxembourg

country_id: LU


name: Universal Economic Fitness Metric - Mali

country_id: ML


name: Universal Economic Fitness Metric - Namibia


name: Universal Economic Fitness Metric - Nepal

country_id: NP


name: Universal Economic Fitness Metric - Pakistan

country_id: PK


name: Universal Economic Fitness Metric - Papua New Guinea

country_id: PG


name: Universal Economic Fitness Metric - Qatar

country_id: QA


name: Universal Economic Fitness Metric - Serbia

country_id: RS


name: Universal Economic Fitness Metric - Togo

country_id: TG


name: Universal Economic Fitness Metric - Afghanistan

country_id: AF


name: Universal Economic Fitness Metric - Angola

country_id: AO


name: Universal Economic Fitness Metric - Burkina Faso

country_id: BF


name: Universal Economic Fitness Metric - Central African Republic

country_id: CF


name: Universal Economic Fitness Metric - Cote d'Ivoire

country_id: CI


name: Universal Economic Fitness Metric - Colombia

country_id: CO


name: Universal Economic Fitness Metric - Cabo Verde

country_id: CV


name: Universal Economic Fitness Metric - Cuba

country_id: CU


name: Universal Economic Fitness Metric - Cyprus

country_id: CY


name: Universal Economic Fitness Metric - Estonia

country_id: EE


name: Universal Economic Fitness Metric - Finland

country_id: FI


name: Universal Economic Fitness Metric - Georgia

country_id: GE


name: Universal Economic Fitness Metric - Greece

country_id: GR


name: Universal Economic Fitness Metric - Indonesia

country_id: ID


name: Universal Economic Fitness Metric - Ireland

country_id: IE


name: Universal Economic Fitness Metric - Lao PDR

country_id: LA


name: Universal Economic Fitness Metric - Sri Lanka

country_id: LK


name: Universal Economic Fitness Metric - Norway

country_id: NO


name: Universal Economic Fitness Metric - Portugal

country_id: PT


name: Universal Economic Fitness Metric - Russian Federation

country_id: RU


name: Universal Economic Fitness Metric - Syrian Arab Republic

country_id: SY


name: Universal Economic Fitness Metric - Tunisia

country_id: TN


name: Universal Economic Fitness Metric - Venezuela, RB

country_id: VE


name: Universal Economic Fitness Metric - Bulgaria

country_id: BG


name: Universal Economic Fitness Metric - Bolivia

country_id: BO


name: Universal Economic Fitness Metric - Bhutan

country_id: BT


name: Universal Economic Fitness Metric - Cameroon

country_id: CM


name: Universal Economic Fitness Metric - Eritrea

country_id: ER


name: Universal Economic Fitness Metric - Guatemala

country_id: GT


name: Universal Economic Fitness Metric - Haiti

country_id: HT


name: Universal Economic Fitness Metric - Hungary

country_id: HU


name: Universal Economic Fitness Metric - Israel

country_id: IL


name: Universal Economic Fitness Metric - Italy

country_id: IT


name: Universal Economic Fitness Metric - Kazakhstan

country_id: KZ


name: Universal Economic Fitness Metric - Kenya

country_id: KE


name: Universal Economic Fitness Metric - Madagascar

country_id: MG


name: Universal Economic Fitness Metric - Maldives

country_id: MV


name: Universal Economic Fitness Metric - Eswatini

country_id: SZ


name: Universal Economic Fitness Metric - Seychelles

country_id: SC


name: Universal Economic Fitness Metric - Trinidad and Tobago

country_id: TT


name: Universal Economic Fitness Metric - Turkiye

country_id: TR


name: Universal Economic Fitness Metric - Zimbabwe

country_id: ZW


name: Universal Economic Fitness Metric - Armenia

country_id: AM


name: Universal Economic Fitness Metric - Azerbaijan

country_id: AZ


name: Universal Economic Fitness Metric - Bahrain

country_id: BH


name: Universal Economic Fitness Metric - Bosnia and Herzegovina

country_id: BA


name: Universal Economic Fitness Metric - Botswana

country_id: BW


name: Universal Economic Fitness Metric - Dominican Republic

country_id: DO


name: Universal Economic Fitness Metric - Spain

country_id: ES


name: Universal Economic Fitness Metric - Mozambique

country_id: MZ


name: Universal Economic Fitness Metric - Malawi

country_id: MW


name: Universal Economic Fitness Metric - Malaysia

country_id: MY


name: Universal Economic Fitness Metric - Oman

country_id: OM


name: Universal Economic Fitness Metric - Poland

country_id: PL


name: Universal Economic Fitness Metric - Senegal

country_id: SN


name: Universal Economic Fitness Metric - Singapore

country_id: SG


name: Universal Economic Fitness Metric - Thailand

country_id: TH


name: Universal Economic Fitness Metric - Tanzania

country_id: TZ


name: Universal Economic Fitness Metric - Uzbekistan

country_id: UZ


name: Universal Economic Fitness Metric - South Africa

country_id: ZA


name: Universal Economic Fitness Metric - Brunei Darussalam

country_id: BN


name: Universal Economic Fitness Metric - Algeria

country_id: DZ


name: Universal Economic Fitness Metric - Egypt, Arab Rep.

country_id: EG


name: Universal Economic Fitness Metric - United Kingdom

country_id: GB


name: Universal Economic Fitness Metric - Equatorial Guinea

country_id: GQ


name: Universal Economic Fitness Metric - Kyrgyz Republic

country_id: KG


name: Universal Economic Fitness Metric - Mauritius

country_id: MU


name: Universal Economic Fitness Metric - Netherlands

country_id: NL


name: Universal Economic Fitness Metric - Somalia

country_id: SO


name: Universal Economic Fitness Metric - South Sudan

country_id: SS


name: Universal Economic Fitness Metric - Ukraine

country_id: UA


name: Universal Economic Fitness Metric - Uruguay

country_id: UY


name: Universal Economic Fitness Metric - United States

country_id: US


name: Universal Economic Fitness Metric - Viet Nam

country_id: VN


name: Universal Economic Fitness Metric - United Arab Emirates

country_id: AE


name: Universal Economic Fitness Metric - Argentina

country_id: AR


name: Universal Economic Fitness Metric - Belgium

country_id: BE


name: Universal Economic Fitness Metric - Belarus

country_id: BY


name: Universal Economic Fitness Metric - Brazil

country_id: BR


name: Universal Economic Fitness Metric - Switzerland

country_id: CH


name: Universal Economic Fitness Metric - China

country_id: CN


name: Universal Economic Fitness Metric - Ethiopia

country_id: ET


name: Universal Economic Fitness Metric - Fiji

country_id: FJ


name: Universal Economic Fitness Metric - Gabon

country_id: GA


name: Universal Economic Fitness Metric - Guinea

country_id: GN


name: Universal Economic Fitness Metric - Guyana

country_id: GY


name: Universal Economic Fitness Metric - Croatia

country_id: HR


name: Universal Economic Fitness Metric - Jamaica

country_id: JM


name: Universal Economic Fitness Metric - Jordan

country_id: JO


name: Universal Economic Fitness Metric - Cambodia

country_id: KH


name: Universal Economic Fitness Metric - Kuwait

country_id: KW


name: Universal Economic Fitness Metric - Lebanon

country_id: LB


name: Universal Economic Fitness Metric - North Macedonia

country_id: MK


name: Universal Economic Fitness Metric - Malta

country_id: MT


name: Universal Economic Fitness Metric - Myanmar

country_id: MM


name: Universal Economic Fitness Metric - Mauritania

country_id: MR


name: Universal Economic Fitness Metric - Niger

country_id: NE


name: Universal Economic Fitness Metric - Nicaragua

country_id: NI


name: Universal Economic Fitness Metric - New Zealand

country_id: NZ


name: Universal Economic Fitness Metric - Philippines

country_id: PH


name: Universal Economic Fitness Metric - Paraguay

country_id: PY


name: Universal Economic Fitness Metric - Rwanda

country_id: RW


name: Universal Economic Fitness Metric - Sierra Leone

country_id: SL


name: Universal Economic Fitness Metric - Slovenia

country_id: SI


name: Universal Economic Fitness Metric - Tajikistan

country_id: TJ


name: Universal Economic Fitness Metric - Zambia

country_id: ZM


name: Universal Economic Fitness Metric - Bangladesh

country_id: BD


name: Universal Economic Fitness Metric - Barbados

country_id: BB


name: Universal Economic Fitness Metric - Canada

country_id: CA


name: Universal Economic Fitness Metric - Congo, Dem. Rep.

country_id: CD


name: Universal Economic Fitness Metric - Congo, Rep.

country_id: CG


name: Universal Economic Fitness Metric - Gambia, The

country_id: GM


name: Universal Economic Fitness Metric - Iran, Islamic Rep.

country_id: IR


name: Universal Economic Fitness Metric - Iraq

country_id: IQ


name: Universal Economic Fitness Metric - Lithuania

country_id: LT


name: Universal Economic Fitness Metric - Morocco

country_id: MA


name: Universal Economic Fitness Metric - Mexico

country_id: MX


name: Universal Economic Fitness Metric - Mongolia

country_id: MN


name: Universal Economic Fitness Metric - Nigeria

country_id: NG


name: Universal Economic Fitness Metric - Romania

country_id: RO


name: Universal Economic Fitness Metric - Saudi Arabia

country_id: SA


name: Universal Economic Fitness Metric - Sudan

country_id: SD


name: Universal Economic Fitness Metric - El Salvador

country_id: SV


name: Universal Economic Fitness Metric - Sweden

country_id: SE


name: Universal Economic Fitness Metric - Yemen, Rep.

country_id: YE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - East Asia & Pacific

description: Access to clean fuels and technologies for cooking, rural is the proportion of rural population primarily using clean cooking fuels and technologies for cooking. Under WHO guidelines, kerosene is excluded from clean cooking fuels.

value: IEA, IRENA, UNSD, World Bank, WHO. 2023. Tracking SDG 7: The Energy Progress Report. World Bank, Washington DC. © World Bank. License: Creative Commons Attribution—NonCommercial 3.0 IGO (CC BY-NC 3.0 IGO).

value: Data for access to clean fuels and technologies for cooking are based on the World Health Organization’s (WHO) Global Household Energy Database. They are collected among different sources: only data from nationally representative household surveys (including national censuses) were used. Survey sources include Demographic and Health Surveys (DHS) and Living Standards Measurement Surveys (LSMS), Multi-Indicator Cluster Surveys (MICS), the World Health Survey (WHS), other nationally developed and implemented surveys, and various government agencies (for example, ministries of energy and utilities). Trends in the proportion of the population using each fuel type are estimated using a single multivariate hierarchical model, with urban and rural disaggregation. Estimates for overall ‘polluting’ fuels (unprocessed biomass, charcoal, coal, and kerosene) and ‘clean’ fuels (gaseous fuels, electricity, as well as an aggregation of any other clean fuels like alcohol) are produced by aggregating estimates of relevant fuel types. The model was used to derive clean fuel use estimates for 191 countries (ref. Stoner, O., Shaddick, G., Economou, T., Gumy, S., Lewis, J., Lucio, I., Ruggeri, G. and Adair-Rohani, H. (2020), Global household energy model: a multivariate hierarchical approach to estimating trends in the use of polluting and clean fuels for cooking. J. R. Stat. Soc. C, 69: 815-839). Countries classified by the World Bank as high income (57 countries) in the 2022 fiscal year are assumed to have universal access to clean fuels and technologies for cooking.

value: Environment: Energy production & use

key: Aggregationmethod

value: Weighted average


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - IBRD only

country_id: XF

value: Access to clean fuels and technologies for cooking, rural is the proportion of rural population primarily using clean cooking fuels and technologies for cooking. Under WHO guidelines, kerosene is excluded from clean cooking fuels.

value: Annual


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - IDA blend

country_id: XH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - IDA total

country_id: XG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Least developed countries: UN classification

country_id: XL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Post-demographic dividend


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - American Samoa

country_id: AS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Armenia

country_id: AM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Azerbaijan

country_id: AZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bahamas, The

country_id: BS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Benin

country_id: BJ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bosnia and Herzegovina

country_id: BA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bulgaria

country_id: BG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - China

country_id: CN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cuba

country_id: CU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - El Salvador


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Estonia

country_id: EE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - France

country_id: FR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Greece

country_id: GR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Hong Kong SAR, China

country_id: HK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Ireland

country_id: IE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Liberia

country_id: LR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Mauritius

country_id: MU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Mexico

country_id: MX


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Morocco

country_id: MA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Niger

country_id: NE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Panama

country_id: PA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Romania

country_id: RO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Senegal

country_id: SN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Singapore

country_id: SG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Spain

country_id: ES


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Tonga

country_id: TO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Venezuela, RB

country_id: VE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Viet Nam

country_id: VN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Virgin Islands (U.S.)

country_id: VI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Central Europe and the Baltics


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Euro area

country_id: XC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - High income

country_id: XD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Middle income

country_id: XP


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Aruba

country_id: AW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Austria

country_id: AT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Belgium

country_id: BE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bhutan

country_id: BT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Botswana

country_id: BW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Brunei Darussalam

country_id: BN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Burkina Faso

country_id: BF


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cabo Verde

country_id: CV


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cayman Islands

country_id: KY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Chile

country_id: CL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Croatia

country_id: HR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cyprus

country_id: CY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Gabon

country_id: GA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Gambia, The

country_id: GM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Gibraltar

country_id: GI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Guinea-Bissau

country_id: GW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Honduras

country_id: HN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Iraq

country_id: IQ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Kenya

country_id: KE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Kiribati

country_id: KI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Latvia

country_id: LV


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Lesotho

country_id: LS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Marshall Islands

country_id: MH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - New Caledonia

country_id: NC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Nigeria

country_id: NG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Oman

country_id: OM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Russian Federation

country_id: RU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - San Marino

country_id: SM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Slovak Republic

country_id: SK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sri Lanka

country_id: LK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - St. Vincent and the Grenadines

country_id: VC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Turkiye

country_id: TR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Uganda

country_id: UG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Ukraine

country_id: UA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Africa Western and Central

country_id: ZI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Europe & Central Asia


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Middle East & North Africa (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Pacific island small states


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sub-Saharan Africa

country_id: ZG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Andorra

country_id: AD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Argentina

country_id: AR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bangladesh

country_id: BD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Barbados

country_id: BB


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Chad

country_id: TD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Denmark

country_id: DK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Ecuador

country_id: EC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Eswatini

country_id: SZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Ethiopia

country_id: ET


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Germany

country_id: DE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Haiti

country_id: HT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - India

country_id: IN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Israel

country_id: IL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Jordan

country_id: JO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Lithuania

country_id: LT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Micronesia, Fed. Sts.

country_id: FM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Mongolia

country_id: MN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Myanmar

country_id: MM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Namibia


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Portugal

country_id: PT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Solomon Islands

country_id: SB


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - United Kingdom

country_id: GB


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Vanuatu

country_id: VU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Arab World


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - IDA & IBRD total

country_id: ZT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Lower middle income

country_id: XN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - OECD members

country_id: OE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Australia

country_id: AU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Brazil

country_id: BR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Burundi

country_id: BI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Channel Islands

country_id: JG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Costa Rica

country_id: CR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Equatorial Guinea

country_id: GQ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - French Polynesia

country_id: PF


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Greenland

country_id: GL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Guatemala

country_id: GT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Korea, Rep.

country_id: KR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Luxembourg

country_id: LU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Malawi

country_id: MW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Monaco

country_id: MC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Montenegro

country_id: ME


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Mozambique

country_id: MZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - New Zealand

country_id: NZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - North Macedonia

country_id: MK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Samoa

country_id: WS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sao Tome and Principe

country_id: ST


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Tajikistan

country_id: TJ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Trinidad and Tobago

country_id: TT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Tuvalu

country_id: TV


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Uzbekistan

country_id: UZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Zambia

country_id: ZM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - East Asia & Pacific (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Europe & Central Asia (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Heavily indebted poor countries (HIPC)

country_id: XE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - IDA only

country_id: XI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Latin America & the Caribbean (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Low & middle income

country_id: XO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - North America

country_id: XU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Other small states


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Small states


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sub-Saharan Africa (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Antigua and Barbuda

country_id: AG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bahrain

country_id: BH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Belarus

country_id: BY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cameroon

country_id: CM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Canada

country_id: CA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Central African Republic

country_id: CF


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Colombia

country_id: CO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Guyana

country_id: GY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Hungary

country_id: HU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Japan

country_id: JP


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Kazakhstan

country_id: KZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Lao PDR

country_id: LA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Liechtenstein

country_id: LI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Maldives

country_id: MV


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Mali

country_id: ML


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Nauru

country_id: NR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Northern Mariana Islands

country_id: MP


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Norway

country_id: NO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Pakistan

country_id: PK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Papua New Guinea

country_id: PG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Paraguay

country_id: PY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Peru

country_id: PE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Puerto Rico

country_id: PR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Rwanda

country_id: RW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sint Maarten (Dutch part)

country_id: SX


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Somalia

country_id: SO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sudan

country_id: SD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Timor-Leste

country_id: TL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Tunisia

country_id: TN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Turks and Caicos Islands

country_id: TC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Uruguay

country_id: UY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Latin America & Caribbean (excluding high income)

country_id: XJ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Pre-demographic dividend


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - South Asia


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Afghanistan

country_id: AF


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Albania

country_id: AL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Algeria

country_id: DZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Angola

country_id: AO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cambodia

country_id: KH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Congo, Dem. Rep.

country_id: CD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Curacao

country_id: CW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Finland

country_id: FI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Georgia

country_id: GE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Ghana

country_id: GH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Guinea

country_id: GN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Indonesia

country_id: ID


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Korea, Dem. People's Rep.

country_id: KP


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Macao SAR, China

country_id: MO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Malta

country_id: MT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Moldova

country_id: MD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Nepal

country_id: NP


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Netherlands

country_id: NL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Nicaragua

country_id: NI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Serbia

country_id: RS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sierra Leone

country_id: SL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Slovenia

country_id: SI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - South Sudan

country_id: SS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - St. Lucia

country_id: LC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Suriname

country_id: SR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sweden

country_id: SE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Syrian Arab Republic

country_id: SY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Early-demographic dividend


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Latin America & Caribbean

country_id: ZJ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Not classified

country_id: XY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - South Asia (IDA & IBRD)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Sub-Saharan Africa (excluding high income)

country_id: ZF


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Comoros

country_id: KM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Congo, Rep.

country_id: CG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Czechia

country_id: CZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Dominica

country_id: DM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Faroe Islands

country_id: FO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Fiji

country_id: FJ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Iceland

country_id: IS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Iran, Islamic Rep.

country_id: IR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Kosovo

country_id: XK


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Kuwait

country_id: KW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Malaysia

country_id: MY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Mauritania

country_id: MR


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Qatar

country_id: QA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - St. Kitts and Nevis

country_id: KN


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Tanzania

country_id: TZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Togo

country_id: TG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Turkmenistan

country_id: TM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Zimbabwe

country_id: ZW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Africa Eastern and Southern

country_id: ZH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Caribbean small states


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - East Asia & Pacific (excluding high income)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Europe & Central Asia (excluding high income)


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - European Union

country_id: EU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Fragile and conflict affected situations


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Late-demographic dividend


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Low income

country_id: XM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Middle East & North Africa

country_id: ZQ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Middle East & North Africa (excluding high income)

country_id: XQ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Upper middle income

country_id: XT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - World


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Belize

country_id: BZ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bermuda

country_id: BM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Bolivia

country_id: BO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - British Virgin Islands

country_id: VG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Cote d'Ivoire

country_id: CI


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Djibouti

country_id: DJ


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Dominican Republic

country_id: DO


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Egypt, Arab Rep.

country_id: EG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Eritrea

country_id: ER


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Grenada

country_id: GD


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Guam

country_id: GU


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Isle of Man

country_id: IM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Italy

country_id: IT


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Jamaica

country_id: JM


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Kyrgyz Republic

country_id: KG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Lebanon

country_id: LB


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Libya

country_id: LY


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Madagascar

country_id: MG


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Palau

country_id: PW


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Philippines

country_id: PH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Poland

country_id: PL


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Saudi Arabia

country_id: SA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Seychelles

country_id: SC


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - South Africa

country_id: ZA


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - St. Martin (French part)

country_id: MF


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Switzerland

country_id: CH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Thailand

country_id: TH


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - United Arab Emirates

country_id: AE


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - United States

country_id: US


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - West Bank and Gaza

country_id: PS


name: Access to clean fuels and technologies for cooking, rural (% of rural population) - Yemen, Rep.

country_id: YE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Europe & Central Asia

description: Access to clean fuels and technologies for cooking, urban is the proportion of urban population primarily using clean cooking fuels and technologies for cooking. Under WHO guidelines, kerosene is excluded from clean cooking fuels.


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - European Union

country_id: EU

value: Access to clean fuels and technologies for cooking, urban is the proportion of urban population primarily using clean cooking fuels and technologies for cooking. Under WHO guidelines, kerosene is excluded from clean cooking fuels.


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - IDA & IBRD total

country_id: ZT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Latin America & the Caribbean (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Low income

country_id: XM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Albania

country_id: AL


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - American Samoa

country_id: AS


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Aruba

country_id: AW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Bahamas, The

country_id: BS


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Bahrain

country_id: BH


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Bangladesh

country_id: BD


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Cabo Verde

country_id: CV


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Colombia

country_id: CO


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Costa Rica

country_id: CR


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Denmark

country_id: DK


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Ethiopia

country_id: ET


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Finland

country_id: FI


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - France

country_id: FR


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Gibraltar

country_id: GI


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Indonesia

country_id: ID


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Kosovo

country_id: XK


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Moldova

country_id: MD


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Monaco

country_id: MC


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Montenegro

country_id: ME


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Morocco

country_id: MA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Seychelles

country_id: SC


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - St. Kitts and Nevis

country_id: KN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Sweden

country_id: SE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Tanzania

country_id: TZ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Thailand

country_id: TH


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Trinidad and Tobago

country_id: TT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - United Arab Emirates

country_id: AE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - United Kingdom

country_id: GB


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - West Bank and Gaza

country_id: PS


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - East Asia & Pacific (IDA & IBRD countries)


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Euro area

country_id: XC


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Late-demographic dividend


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Other small states


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - South Asia (IDA & IBRD)


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Angola

country_id: AO


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Bermuda

country_id: BM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Bosnia and Herzegovina

country_id: BA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Brazil

country_id: BR


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - British Virgin Islands

country_id: VG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Chad

country_id: TD


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Curacao

country_id: CW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Dominican Republic

country_id: DO


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Fiji

country_id: FJ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Ghana

country_id: GH


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Honduras

country_id: HN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Italy

country_id: IT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Jordan

country_id: JO


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Kazakhstan

country_id: KZ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Malta

country_id: MT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Mexico

country_id: MX


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Mongolia

country_id: MN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - New Caledonia

country_id: NC


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Pakistan

country_id: PK


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Paraguay

country_id: PY


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Puerto Rico

country_id: PR


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Qatar

country_id: QA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Russian Federation

country_id: RU


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Saudi Arabia

country_id: SA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - South Africa

country_id: ZA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - South Sudan

country_id: SS


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - St. Vincent and the Grenadines

country_id: VC


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Switzerland

country_id: CH


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Timor-Leste

country_id: TL


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Tunisia

country_id: TN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - East Asia & Pacific (excluding high income)


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Europe & Central Asia (excluding high income)


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - IDA only

country_id: XI


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Middle East & North Africa (excluding high income)

country_id: XQ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Not classified

country_id: XY


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - OECD members

country_id: OE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - World


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Antigua and Barbuda

country_id: AG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Armenia

country_id: AM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Austria

country_id: AT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Brunei Darussalam

country_id: BN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Burundi

country_id: BI


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Canada

country_id: CA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Czechia

country_id: CZ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Egypt, Arab Rep.

country_id: EG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - El Salvador

country_id: SV


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Equatorial Guinea

country_id: GQ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Georgia

country_id: GE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Greenland

country_id: GL


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Guatemala

country_id: GT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Ireland

country_id: IE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Japan

country_id: JP


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Kenya

country_id: KE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Liechtenstein

country_id: LI


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Lithuania

country_id: LT


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Norway

country_id: NO


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Sao Tome and Principe

country_id: ST


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Sierra Leone

country_id: SL


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Solomon Islands

country_id: SB


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Spain

country_id: ES


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Togo

country_id: TG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Uruguay

country_id: UY


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Viet Nam

country_id: VN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - IDA total

country_id: XG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Latin America & Caribbean (excluding high income)

country_id: XJ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Middle income

country_id: XP


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - North America

country_id: XU


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Small states


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - South Asia


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Andorra

country_id: AD


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Azerbaijan

country_id: AZ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Belarus

country_id: BY


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Botswana

country_id: BW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Burkina Faso

country_id: BF


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Channel Islands

country_id: JG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Dominica

country_id: DM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Estonia

country_id: EE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Greece

country_id: GR


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Guinea

country_id: GN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Guinea-Bissau

country_id: GW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Hong Kong SAR, China

country_id: HK


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - India

country_id: IN


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Jamaica

country_id: JM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Latvia

country_id: LV


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - New Zealand

country_id: NZ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Oman

country_id: OM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Palau

country_id: PW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Panama

country_id: PA


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Rwanda

country_id: RW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Serbia

country_id: RS


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Singapore

country_id: SG


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Sri Lanka

country_id: LK


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Tajikistan

country_id: TJ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Turks and Caicos Islands

country_id: TC


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Tuvalu

country_id: TV


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Venezuela, RB

country_id: VE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Yemen, Rep.

country_id: YE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Zambia

country_id: ZM


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Zimbabwe

country_id: ZW


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Central Europe and the Baltics


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - East Asia & Pacific


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Heavily indebted poor countries (HIPC)

country_id: XE


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - IDA blend

country_id: XH


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Middle East & North Africa

country_id: ZQ


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Pacific island small states


name: Access to clean fuels and technologies for cooking, urban (% of urban population) - Argentina

country_id: AR