{"id":"imf.imf-beverages-and-tobacco.gha.annual","dataset_id":"imf-beverages-and-tobacco","indicator":"imf-beverages-and-tobacco","geography":"GHA","frequency":"annual","unit":"index (export quality)","start_period":"1967","end_period":"2014","org":"International Monetary Fund","original_indicator":"SITC1_1","url":"https://www.imf.org/external/datamapper/api/v1","retrieved_at":"2026-11-07T07:57:03+00:00","version":"1","geography_name":"Ghana","region":"Sub-Saharan Africa ","observations":[{"period":"1967","value":0.77741575,"flags":""},{"period":"1972","value":0.52086484,"flags":""},{"period":"1973","value":0.63220602,"flags":""},{"period":"1974","value":0.52716804,"flags":""},{"period":"1975","value":0.6960997,"flags":""},{"period":"1976","value":0.87263256,"flags":""},{"period":"1977","value":0.88276362,"flags":""},{"period":"1978","value":0.89006436,"flags":""},{"period":"1979","value":0.85996246,"flags":""},{"period":"1980","value":0.73387706,"flags":""},{"period":"1981","value":0.65042663,"flags":""},{"period":"1982","value":0.61756122,"flags":""},{"period":"1983","value":0.73335981,"flags":""},{"period":"1985","value":0.80528527,"flags":""},{"period":"1987","value":0.74281818,"flags":""},{"period":"1988","value":0.74956381,"flags":""},{"period":"1989","value":0.72262561,"flags":""},{"period":"1990","value":0.74240559,"flags":""},{"period":"1991","value":0.7361201,"flags":""},{"period":"1992","value":0.7600345,"flags":""},{"period":"1993","value":0.82622349,"flags":""},{"period":"1994","value":0.76044601,"flags":""},{"period":"1995","value":0.8538335,"flags":""},{"period":"1996","value":0.8374818,"flags":""},{"period":"1997","value":0.70648617,"flags":""},{"period":"1998","value":0.73930913,"flags":""},{"period":"1999","value":0.69201279,"flags":""},{"period":"2000","value":0.74534088,"flags":""},{"period":"2001","value":0.66687155,"flags":""},{"period":"2002","value":0.73135293,"flags":""},{"period":"2003","value":0.81643379,"flags":""},{"period":"2004","value":0.80493087,"flags":""},{"period":"2005","value":0.78151602,"flags":""},{"period":"2006","value":0.77037001,"flags":""},{"period":"2007","value":0.7172001,"flags":""},{"period":"2008","value":0.61483526,"flags":""},{"period":"2009","value":0.69789207,"flags":""},{"period":"2010","value":0.69497859,"flags":""},{"period":"2011","value":0.73019969,"flags":""},{"period":"2012","value":0.73398411,"flags":""},{"period":"2013","value":0.7209425,"flags":""},{"period":"2014","value":0.72886157,"flags":""}],"indicator_name":"Beverages and tobacco (IMF)","topic":"Economy","source":"imf","provenance":{"organization":"International Monetary Fund","original_indicator":"SITC1_1","url":"https://www.imf.org/external/datamapper/api/v1","retrieved_at":"2026-11-07T07:57:03+00:00","version":"1","license":"see source"}}