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April 28, 2019 03:55
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Pbi Vs Libertad
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| library(tidyverse) | |
| library(countrycode) | |
| library(gganimate) | |
| library(ggrepel) | |
| gapminder <- read_csv("https://raw.githubusercontent.com/cienciadedatos/datos-de-miercoles/master/datos/2019/2019-04-24/gapminder_es.csv") | |
| # freedom = read_csv('freedom.csv') # - Obtenido de https://www.fraserinstitute.org/economic-freedom/dataset?geozone=world&page=dataset&min-year=2&max-year=0&filter=0 | |
| # datapasta::tribble_paste(spread(freedom, anio, libertad_economica)) | |
| freedom = tibble::tribble( | |
| ~pais, ~X1950, ~X1955, ~X1960, ~X1965, ~X1970, ~X1975, ~X1980, ~X1985, ~X1990, ~X1995, ~X2000, ~X2001, ~X2002, ~X2003, ~X2004, ~X2005, ~X2006, ~X2007, ~X2008, ~X2009, ~X2010, ~X2011, ~X2012, ~X2013, ~X2014, ~X2015, ~X2016, | |
| "Albania", NA, NA, NA, NA, NA, NA, NA, NA, 4.58, 5.01, 6.53, 6.6, 6.85, 7.37, 6.97, 6.96, 7.14, 7.21, 7.22, 7.31, 7.35, 7.24, 7.2, 7.27, 7.48, 7.53, 7.54, | |
| "Algeria", NA, NA, NA, 3.64, NA, NA, 3.79, 3.59, 3.33, 3.94, 4.91, 4.99, 4.94, 4.95, 5.04, 5.63, 5.68, 5.36, 5.16, 5.18, 5.07, 5.06, 4.95, 5.04, 5.01, 4.83, 4.99, | |
| "Angola", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3.81, 4.44, 4.57, 4.41, 5.14, 5.3, 5.16, 5.28, 5.25, 5.13, 5.44, 5.17, | |
| "Argentina", 4.82, 4.91, 5.32, 5.16, 5.67, 3.13, 4.25, 3.53, 4.47, 6.95, 7.34, 6.84, 6.28, 6.16, 6.33, 5.99, 6.08, 6.19, 5.88, 5.82, 5.59, 5.58, 5.04, 4.88, 4.49, 4.98, 4.84, | |
| "Armenia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.36, 7.31, 7.45, 7.42, 7.59, 7.55, 7.56, 7.71, 7.75, 7.69, 7.7, 7.59, 7.57, | |
| "Australia", 6.23, 5.95, 6.38, 6.97, 6.93, 6.06, 6.85, 7.16, 7.73, 7.95, 8.19, 8.07, 8.05, 8.06, 8.01, 8.07, 8.14, 8.18, 8.08, 7.97, 8.02, 8.01, 7.96, 7.92, 8.02, 8, 7.98, | |
| "Austria", 5.72, 5.63, 6.67, 6.69, 6.51, 6.04, 6.45, 6.46, 6.95, 7.15, 7.96, 7.84, 7.8, 7.94, 7.9, 7.85, 7.85, 7.81, 7.7, 7.66, 7.62, 7.65, 7.62, 7.63, 7.68, 7.64, 7.58, | |
| "Azerbaijan", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.19, 6.01, 6.1, 6.11, 6.15, 6.06, 5.97, 6.15, 6.32, 6.2, 6.4, 6.38, 6.49, | |
| "Bahamas", NA, NA, NA, NA, NA, 6.43, 6.28, 6.32, 6.44, 6.41, 6.66, 6.75, 6.72, 7.07, 7.18, 7.38, 7.46, 7.55, 7.58, 7.49, 7.38, 7.32, 7.31, 7.33, 7.32, 7.35, 7.34, | |
| "Bahrain", NA, NA, NA, NA, NA, NA, 7.39, 6.6, 6.62, 6.91, 7.42, 7.33, 7.33, 7.2, 7.02, 6.89, 7.35, 7.52, 7.42, 7.29, 7.47, 7.49, 7.33, 7.33, 7.36, 7.37, 7.56, | |
| "Bangladesh", NA, NA, NA, NA, NA, 3.29, 3.28, 3.59, 4.45, 5.3, 5.91, 5.81, 5.89, 5.82, 5.72, 6.02, 6.18, 6.06, 6.07, 6.3, 6.35, 6.34, 6.24, 6.37, 6.3, 6.33, 6.3, | |
| "Barbados", NA, NA, NA, NA, NA, 5.67, 5.72, 6.06, 5.99, 6.01, 6.13, 6.15, 6.05, 5.83, 6.13, 6.31, 6.1, 6.12, 6.22, 6.56, 6.63, 6.63, 6.67, 6.68, 6.63, 6.5, 6.43, | |
| "Belarus", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.23, | |
| "Belgium", 5.91, 6.12, 6.95, 6.86, 7.44, 6.75, 7.35, 7.32, 7.56, 7.32, 7.76, 7.41, 7.52, 7.55, 7.47, 7.41, 7.39, 7.38, 7.3, 7.28, 7.39, 7.38, 7.35, 7.37, 7.59, 7.43, 7.32, | |
| "Belize", NA, NA, NA, NA, NA, NA, 5.59, 5.4, 5.9, 6.63, 6.39, 6.28, 6.49, 6.56, 7.02, 7.37, 7.27, 7.34, 7.32, 7.07, 6.52, 7.12, 7.13, 7.03, 6.9, 6.81, 6.86, | |
| "Benin", NA, NA, 3.79, 3.74, NA, NA, 4.56, 4.26, 4.54, 4.2, 5.25, 5.57, 6.04, 6.03, 5.91, 6, 6.28, 6.14, 5.99, 6.1, 6.05, 6, 5.74, 6.44, 5.94, 5.78, 5.98, | |
| "Bhutan", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.93, 6.99, 7.11, 7.02, | |
| "Bolivia", 4.73, 4.72, 5.59, 6.02, NA, NA, 4.08, 3.52, 5.62, 6.84, 6.97, 6.88, 6.57, 6.47, 6.45, 6.34, 6.37, 6.14, 6.09, 6.3, 6.35, 6.31, 6.38, 6.4, 6.21, 6.05, 6.23, | |
| "Bosnia and Herzegovina", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.18, 6.48, 6.61, 6.56, 6.56, 6.63, 6.7, 6.79, 6.61, 6.78, 6.63, 6.6, | |
| "Botswana", NA, NA, NA, NA, NA, NA, 5.34, 5.66, 5.92, 6.4, 7.44, 7.2, 7.22, 7.05, 7.1, 7.09, 6.99, 7.12, 6.85, 6.76, 7.02, 7.22, 7.25, 7.27, 7.24, 7.35, 7.43, | |
| "Brazil", 5.13, 4.96, 5.43, 5.19, 5.28, 4.19, 3.92, 2.96, 4.23, 4.66, 5.98, 5.98, 6.23, 6.08, 6.15, 6.18, 6.15, 6.17, 6.31, 6.24, 6.46, 6.45, 6.24, 6.05, 5.93, 5.75, 5.75, | |
| "Brunei Darussalam", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.07, 6.92, 7.07, 6.75, 6.89, 6.77, 6.93, | |
| "Bulgaria", NA, NA, NA, NA, NA, NA, NA, 5.65, 4.17, 4.82, 5.55, 6.11, 6.58, 6.81, 6.81, 6.95, 7.08, 7.1, 7.17, 7.29, 7.3, 7.37, 7.37, 7.33, 7.37, 7.4, 7.41, | |
| "Burkina Faso", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.85, 5.84, 5.99, 5.95, 5.9, 5.93, 5.95, 5.81, 5.96, 6.02, 6.03, 6.05, | |
| "Burundi", NA, NA, NA, 4.51, NA, 3.97, 3.92, 4.44, 4.66, 4.3, 4.8, 5.07, 5.01, 4.82, 4.88, 5.06, 5.53, 5.46, 5.01, 5.43, 5.18, 5.23, 5.22, 5.96, 5.97, 5.87, 5.92, | |
| "Cambodia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.08, 6.98, 6.92, 7.17, 7.16, 7.2, 7.17, | |
| "Cameroon", NA, NA, 4.18, 5.71, NA, NA, 5.55, 5.43, 5.5, 5.33, 5.61, 5.78, 5.68, 5.75, 5.79, 5.65, 5.8, 5.68, 5.57, 5.85, 6.08, 6.03, 6.05, 5.95, 5.9, 5.79, 5.82, | |
| "Canada", 6.48, 7.09, 7.21, 7.14, 8, 7.2, 7.77, 7.87, 8.17, 8.08, 8.27, 8.2, 8.06, 8.16, 8.17, 8.12, 8.13, 8.09, 8.04, 8.01, 8.01, 7.95, 7.99, 8.03, 8.22, 7.91, 7.98, | |
| "Cape Verde", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.38, 6.53, 6.56, 6.62, 6.56, 6.67, 6.68, | |
| "Central Afr. Rep.", NA, NA, 3.57, 3.41, NA, NA, 4.29, 4.39, 4.87, 4.63, 5.09, 5.2, 4.95, 5.43, 5.29, 4.74, 4.93, 5.19, 5.18, 5.2, 5.04, 5.06, 4.93, 5.71, 5.16, 4.63, 5.11, | |
| "Chad", NA, NA, 3.63, 3.6, NA, NA, NA, 4.45, 5.13, 5.09, 5.43, 5.42, 5.67, 5.58, 5.43, 5.17, 5.17, 4.97, 4.84, 5.16, 5.44, 4.97, 4.72, 4.99, 4.97, 5.23, 5.44, | |
| "Chile", 4.78, 4.86, 5.55, 5.57, 3.58, 3.34, 5.05, 5.55, 6.61, 7.37, 7.36, 7.37, 7.6, 7.76, 7.71, 7.74, 7.76, 7.87, 7.8, 7.87, 7.89, 7.91, 7.81, 7.88, 7.84, 7.79, 7.8, | |
| "China", NA, 4.19, 3.94, 4.13, NA, NA, 3.64, 4.82, 4.09, 5.07, 5.75, 5.84, 6.09, 6.15, 5.98, 6.07, 6.16, 6.28, 6.27, 6.31, 6.26, 6.32, 6.37, 6.39, 6.38, 6.39, 6.46, | |
| "Colombia", 5.26, 4.88, 6.12, 6.06, 4.81, 4.62, 4.59, 5.06, 5.02, 5.48, 5.67, 6.23, 6.27, 6.4, 6.35, 6.34, 6.51, 6.66, 6.6, 6.7, 6.74, 6.82, 6.72, 6.67, 6.58, 6.55, 6.5, | |
| "Congo, Dem. R.", NA, NA, NA, 4.52, 4.26, 3.92, 2.84, 3.53, 3.12, 3.41, 4.01, 3.93, 4.84, 4.94, 4.64, 4.61, 5.08, 5.18, 5.16, 5.28, 5.38, 5.28, 5.2, 5.36, 5.23, 5.78, 5.67, | |
| "Congo, Rep. Of", NA, NA, 4.18, 3.82, NA, NA, 4.67, 4.3, 4.77, 4.96, 4.26, 4.66, 4.5, 4.72, 4.55, 4.54, 4.63, 4.53, 4.69, 4.9, 4.74, 4.48, 4.39, 4.55, 4.69, 4.81, 5.02, | |
| "Costa Rica", 5.8, 6.75, 6.74, 6.31, NA, 6.7, 5.52, 5.33, 6.98, 7.33, 7.46, 7.32, 7.18, 7.4, 7.22, 7.56, 7.76, 7.59, 7.37, 7.37, 7.28, 7.57, 7.53, 7.48, 7.5, 7.51, 7.55, | |
| "Cote d'Ivoire", NA, NA, 4.16, 4.73, NA, NA, 5.2, 5.34, 4.91, 5, 5.78, 5.68, 5.6, 5.71, 5.75, 5.87, 5.5, 5.44, 5.5, 5.69, 5.69, 5.7, 5.64, 5.9, 6, 5.93, 6, | |
| "Croatia", NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.08, 6.28, 6, 6.24, 6.3, 6.34, 6.47, 6.54, 6.61, 6.72, 6.78, 6.68, 6.9, 6.93, 6.9, 7, 7.04, 6.96, | |
| "Cyprus", NA, 6.47, 6.03, 5.55, NA, 6.04, 5.56, 5.52, 5.87, 6.34, 6.64, 6.65, 7.12, 7.01, 7.65, 7.56, 7.5, 7.77, 7.74, 7.77, 7.73, 7.67, 7.47, 7.07, 7.33, 7.69, 7.71, | |
| "Czech Rep.", NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.76, 6.74, 6.82, 6.87, 6.82, 6.94, 6.98, 7.03, 7.17, 7.21, 7.17, 7.22, 7.26, 7.42, 7.37, 7.46, 7.49, 7.56, | |
| "Denmark", 5.8, 5.65, 6.54, 6.3, 7.39, 6.09, 6.24, 6.37, 7.16, 7.73, 8.06, 7.88, 7.88, 8.01, 8, 7.89, 7.97, 7.97, 7.88, 7.66, 7.77, 7.71, 7.56, 7.68, 7.81, 7.75, 7.77, | |
| "Dominican Rep.", 4.62, 5.32, 5.21, 4.86, NA, NA, 5.59, 5.33, 4.42, 6.12, 6.82, 6.97, 6.76, 6.31, 5.79, 6.52, 6.43, 6.5, 6.46, 6.95, 7.16, 7.18, 7.03, 7.24, 7.26, 7.24, 7.18, | |
| "Ecuador", 5.61, 5.76, 5.86, 5.85, 4.22, 5.31, 5.7, 4.6, 5.47, 6.31, 5.86, 5.76, 6.25, 6.25, 5.68, 5.94, 5.99, 5.83, 6.02, 5.92, 5.87, 5.88, 6.03, 5.88, 5.66, 6.09, 6.06, | |
| "Egypt", 5.4, 4.54, 4.38, 4.23, NA, 3.75, 4.32, 4.72, 4.41, 5.79, 6.51, 6.3, 5.99, 5.87, 5.98, 6.29, 6.4, 6.59, 6.43, 6.21, 6.35, 6.18, 6.14, 6.01, 5.78, 5.77, 5.72, | |
| "El Salvador", 6.16, 5.98, 6.11, 5.15, NA, NA, 4.12, 4.34, 4.81, 7.64, 7.72, 7.59, 7.52, 7.55, 7.64, 7.47, 7.57, 7.63, 7.53, 7.4, 7.21, 7.14, 7.09, 7.2, 7.35, 7.14, 7.15, | |
| "Estonia", NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.23, 7.6, 7.67, 7.72, 7.84, 7.98, 7.96, 7.97, 7.85, 7.77, 7.7, 7.82, 7.74, 7.68, 7.7, 7.79, 7.93, 7.86, | |
| "Ethiopia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.54, 5.68, 5.74, 5.35, 5.78, 5.6, 5.16, 5.58, 5.53, 5.46, 5.55, 5.73, | |
| "Fiji", NA, NA, NA, NA, NA, 5.27, 5.57, 5.97, 5.72, 6.11, 6.65, 6.51, 6.57, 6.53, 6.73, 7.32, 7.13, 7.2, 7.26, 7.08, 6.93, 7.04, 6.84, 6.44, 6.63, 6.82, 6.79, | |
| "Finland", 5.8, 5.68, 6.29, 6.59, 7.12, 6.05, 6.5, 6.77, 6.99, 7.52, 7.98, 7.9, 7.9, 7.9, 7.87, 7.86, 7.88, 7.91, 7.81, 7.71, 7.79, 7.87, 7.81, 7.7, 7.79, 7.71, 7.65, | |
| "France", 5.88, 5.46, 5.41, 5.48, 6.51, 5.81, 6.05, 6.03, 7.04, 6.97, 7.47, 7.23, 7.32, 7.33, 7.38, 7.31, 7.32, 7.5, 7.42, 7.43, 7.42, 7.33, 7.27, 7.23, 7.36, 7.35, 7.25, | |
| "Gabon", NA, NA, 4.07, 4.87, NA, NA, 4.38, 5.28, 5.39, 5.3, 5.71, 5.56, 5.4, 5.47, 5.69, 5.71, 5.89, 5.81, 5.85, 5.8, 5.54, 5.44, 5.37, 5.42, 5.57, 5.78, 5.84, | |
| "Gambia, The", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.24, 7.04, 6.87, 7.32, 7.35, 7.22, 7.34, | |
| "Georgia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.11, 6.96, 7.42, 7.6, 7.46, 7.57, 7.41, 7.5, 7.64, 7.75, 7.87, 8.02, 7.98, 8.02, | |
| "Germany", 5.73, 5.44, 6.65, 6.7, 7.4, 6.76, 7.18, 7.27, 7.64, 7.62, 7.8, 7.65, 7.67, 7.76, 7.7, 7.75, 7.7, 7.58, 7.5, 7.55, 7.59, 7.68, 7.64, 7.66, 7.67, 7.67, 7.69, | |
| "Ghana", NA, 4.43, 4.79, 4.08, NA, 3.6, 2.83, 3.16, 4.95, 5.43, 5.82, 5.88, 6.29, 6.5, 6.55, 6.42, 6.92, 6.88, 6.82, 6.87, 6.75, 6.76, 6.44, 6.55, 6.41, 6.52, 6.6, | |
| "Greece", 5.48, 5.57, 5.92, 5.72, 6.47, 5.82, 5.72, 5.1, 5.95, 6.4, 6.97, 6.88, 7.01, 7.34, 7.26, 7.38, 7.27, 7.32, 7.1, 6.96, 6.81, 6.69, 6.67, 6.88, 6.81, 6.45, 6.46, | |
| "Guatemala", 5.95, 5.93, 6.13, 5.27, 6.69, 7.24, 6.27, 5.01, 5.81, 7.15, 6.85, 6.89, 6.95, 7.05, 7.22, 7.22, 7.33, 7.34, 7.21, 7.15, 7.15, 7.22, 7.41, 7.66, 7.65, 7.69, 7.64, | |
| "Guinea", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.65, 5.62, 5.74, 5.93, | |
| "Guinea-Bissau", NA, NA, NA, NA, NA, NA, NA, NA, 2.9, 3.12, 4.3, 4.87, 4.93, 4.94, 4.84, 4.8, 5.05, 4.78, 4.81, 5.19, 5.05, 5.62, 5.96, 5.07, 5.35, 5.58, 5.25, | |
| "Guyana", NA, 4.16, 4.39, 4.47, NA, NA, NA, 3.27, NA, 5, 6.45, 6.27, 6.34, 6.23, 5.76, 5.85, 6, 6.2, 6.4, 6.33, 6.21, 6.31, 6.3, 6.04, 6.21, 6.52, 6.31, | |
| "Haiti", NA, 5, 5.13, 5.14, NA, NA, 5.35, 4.97, 4.96, 5.43, 7.06, 6.47, 6.55, 6.68, 6.73, 6.66, 6.71, 6.63, 6.76, 6.79, 6.21, 6.29, 6, 6.36, 6.58, 6.54, 6.51, | |
| "Honduras", 6.58, 6.23, 6.2, 5.89, NA, NA, 5.44, 5.73, 5.7, 6.52, 6.9, 6.75, 6.87, 6.92, 6.96, 7.03, 7.35, 7.39, 7.28, 7.16, 7.21, 7.28, 7.16, 7.13, 7.26, 7.35, 7.06, | |
| "Hong Kong", NA, NA, NA, NA, 8.34, 8.42, 8.72, 8.34, 8.73, 9.11, 8.92, 8.89, 8.8, 8.85, 8.81, 9.05, 9.11, 9.16, 9.19, 9.09, 9.02, 8.99, 8.96, 8.96, 9, 8.97, 8.97, | |
| "Hungary", NA, NA, NA, NA, NA, NA, 4.07, 4.48, 4.89, 6.17, 7.01, 7.39, 7, 7.09, 7.22, 7.2, 7.13, 7.15, 7.2, 7.27, 7.31, 7.38, 7.33, 7.34, 7.36, 7.19, 7.22, | |
| "Iceland", NA, 6.36, 6.69, 6.6, 5.95, 4.53, 5.15, 5.42, 6.92, 7.73, 7.99, 7.91, 7.8, 8.03, 8.06, 8.13, 8.08, 7.93, 7.34, 6.9, 6.48, 6.86, 6.94, 7.02, 7.23, 7.25, 7.22, | |
| "India", 5.9, 5.29, 5.71, 5.42, 5.08, 4.27, 5.02, 4.72, 4.79, 5.76, 6.22, 6.1, 6.27, 6.37, 6.34, 6.71, 6.52, 6.52, 6.47, 6.39, 6.39, 6.57, 6.54, 6.36, 6.23, 6.61, 6.63, | |
| "Indonesia", NA, NA, 4.67, 4.92, 4.27, 4.78, 4.79, 5.79, 6, 6.3, 5.86, 5.56, 5.8, 6.12, 6.04, 6.35, 6.4, 6.42, 6.39, 6.55, 6.85, 6.87, 6.84, 7.01, 7.02, 7, 7.16, | |
| "Iran", 5.11, 4.93, 4.84, 5.04, 5.77, 5.64, 3.53, 3.73, 4.29, 4.04, 5.57, 5.93, 5.78, 5.89, 6.01, 6.09, 6.04, 6.02, 6.06, 5.91, 5.91, 5.63, 4.96, 5.04, 4.89, 5.4, 6.03, | |
| "Iraq", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.4, | |
| "Ireland", 5.95, 5.62, 5.68, 5.78, 6.75, 5.96, 6.46, 6.53, 7.06, 8.25, 8.08, 7.96, 7.85, 8.03, 8.13, 8.22, 8.11, 8.01, 7.87, 7.76, 7.67, 7.83, 7.98, 8.04, 8.12, 8.25, 8.07, | |
| "Israel", 5.18, 4.88, 5.43, 5.4, 4.79, 4.03, 3.5, 4.04, 4.48, 5.91, 6.84, 6.87, 7.23, 7.25, 7.23, 7.3, 7.23, 7.22, 7.2, 7.14, 7.32, 7.35, 7.36, 7.42, 7.45, 7.47, 7.49, | |
| "Italy", 6.39, 5.61, 6.1, 6.26, 6.37, 5.37, 5.58, 5.78, 6.75, 6.62, 7.59, 7.47, 7.5, 7.19, 7.29, 7.37, 7.25, 7.15, 7.07, 6.97, 7.19, 7.22, 7.22, 7.19, 7.25, 7.31, 7.27, | |
| "Jamaica", NA, 6.16, 6.08, 7.28, NA, NA, 3.98, 5.09, 5.62, 6.8, 7.53, 7.4, 7.36, 7.46, 7.55, 7.51, 7.5, 7.32, 7.27, 7.26, 6.97, 7, 7.14, 7.3, 7.13, 7.25, 7.18, | |
| "Japan", NA, 5.65, 5.88, 6.14, 7.68, 6.83, 7.37, 7.55, 7.94, 7.4, 7.93, 7.65, 7.51, 7.85, 7.77, 7.83, 7.85, 7.78, 7.65, 7.52, 7.59, 7.49, 7.66, 7.54, 7.52, 7.46, 7.47, | |
| "Jordan", NA, 3.48, 3.45, 4.35, NA, 4.83, 5.13, 5.5, 5.43, 6.14, 7.06, 6.89, 7, 6.99, 6.92, 7.3, 7.22, 7.4, 7.17, 7.23, 7.45, 7.48, 7.56, 7.65, 7.54, 7.47, 7.46, | |
| "Kazakhstan", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.88, 6.98, 7.15, 7.04, 7.07, 6.94, 6.97, 7.14, 7.13, 7.23, 7.26, 7.11, | |
| "Kenya", NA, NA, 6.25, 5.65, 5.11, 4.8, 4.84, 5.28, 5.37, 5.85, 7.07, 7.1, 6.85, 6.93, 6.74, 7.15, 7.03, 7.1, 6.77, 6.9, 6.92, 6.94, 7.09, 7.12, 7.1, 7.11, 7.2, | |
| "Korea, South", NA, 4, 4.36, 4.8, 5.84, 5.18, 5.38, 5.49, 6.38, 6.58, 6.92, 7.21, 7.22, 7.35, 7.47, 7.46, 7.67, 7.68, 7.46, 7.35, 7.51, 7.52, 7.45, 7.36, 7.55, 7.55, 7.53, | |
| "Kuwait", NA, NA, NA, NA, NA, NA, 3.69, 5.46, 4.98, 6.41, 6.97, 7.45, 7.48, 7.51, 7.09, 7.08, 7.19, 7.33, 7.03, 7.1, 6.95, 6.93, 6.93, 6.84, 6.77, 6.59, 6.75, | |
| "Kyrgyz Republic", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.54, 6.9, 7.01, 6.82, 6.91, 6.61, 6.62, 6.67, 6.76, 6.96, 6.81, 6.93, | |
| "Laos", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.92, 6.97, 6.91, | |
| "Latvia", NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.68, 7.24, 7.53, 7.69, 7.54, 7.61, 7.62, 7.76, 7.59, 7.52, 7.33, 7.23, 7.34, 7.56, 7.68, 7.81, 7.72, 7.64, | |
| "Lebanon", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.21, 7.18, 6.96, 6.97, 6.98, 7.01, 6.99, | |
| "Lesotho", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.74, 5.98, 5.84, 6.07, 6.03, 6.08, 6.21, 6.19, 6.32, 6.47, 6.49, 6.38, | |
| "Liberia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.18, 6.87, 6.56, | |
| "Libya", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4.78, 4.81, 4.89, 4.74, | |
| "Lithuania", NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.47, 6.92, 6.87, 7.18, 7.2, 7.41, 7.37, 7.46, 7.54, 7.44, 7.55, 7.47, 7.5, 7.52, 7.72, 7.91, 7.86, 7.86, | |
| "Luxembourg", 6.08, 6.25, 7.43, 7.39, 8.01, 8.48, 8.05, 8.39, 8.07, 7.9, 8.18, 8.18, 7.93, 7.97, 7.98, 7.6, 7.6, 7.62, 7.62, 7.51, 7.53, 7.48, 7.46, 7.61, 7.78, 7.64, 7.6, | |
| "Macedonia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.19, 6.07, 6.42, 6.61, 6.72, 6.83, 6.89, 6.93, 7.11, 7.23, 7.19, 7.24, 7.16, 7.13, | |
| "Madagascar", NA, NA, 4.21, 4.89, 5.43, NA, 3.87, 4.21, 4.35, 4.44, 5.87, 6.17, 5.88, 6, 5.73, 5.68, 5.74, 6.16, 6.07, 6.28, 6.41, 6.21, 6.48, 6.6, 6.44, 6.31, 6.19, | |
| "Malawi", NA, NA, NA, 4.06, NA, 5.12, 4.48, 4.89, 5.32, 4.31, 5.05, 5.6, 5.71, 6.12, 5.9, 5.37, 5.56, 5.85, 6.17, 6.22, 6.27, 6.52, 6.18, 5.92, 5.94, 5.76, 5.86, | |
| "Malaysia", 6.35, 5.64, 6.02, 5.72, 6.25, 6.05, 6.61, 6.68, 7.26, 7.36, 6.64, 6.32, 6.34, 6.42, 6.59, 6.84, 6.8, 6.88, 6.61, 6.6, 6.85, 6.86, 6.85, 7.07, 7.1, 7.15, 6.92, | |
| "Mali", NA, NA, 4.12, 3.8, NA, 5.81, 5.79, 4.88, 5.2, 4.84, 5.99, 5.51, 5.5, 5.95, 5.66, 5.82, 6.09, 6.16, 5.89, 6.04, 6.04, 5.92, 5.99, 5.95, 5.81, 5.82, 5.8, | |
| "Malta", NA, NA, 5.45, 5.52, NA, NA, 5.57, 5.34, 5.54, 7, 6.98, 6.98, 6.88, 6.52, 7.22, 7.55, 7.37, 7.74, 7.59, 7.64, 7.59, 7.67, 7.63, 7.66, 7.8, 7.72, 7.73, | |
| "Mauritania", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.3, 5.9, 5.9, 5.98, 6.04, 5.77, 5.78, 5.68, 5.6, 5.68, 5.7, 5.96, | |
| "Mauritius", NA, NA, 5.76, 6.39, NA, 5.21, 4.9, 6.38, 6.12, 7.81, 7.54, 7.45, 7.29, 7.21, 7.05, 7.53, 7.37, 7.89, 7.96, 7.85, 7.98, 8.05, 8.15, 8.12, 8.02, 8.02, 8.01, | |
| "Mexico", 5.74, 5.94, 5.96, 6.21, 6.78, 5.73, 5.19, 4.67, 6.26, 6.46, 6.6, 6.54, 6.73, 6.72, 6.84, 6.83, 6.87, 6.78, 6.66, 6.53, 6.67, 6.68, 6.71, 6.77, 6.85, 6.88, 6.9, | |
| "Moldova", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.73, 6.74, 6.79, 6.91, 6.66, 6.58, 6.7, 6.64, 6.55, 6.65, 6.57, 6.64, | |
| "Mongolia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.81, 7.08, 7.2, 6.89, 6.73, 7.03, 7.06, 7.17, 7.02, 7.17, 7.32, 7.38, 7.4, | |
| "Montenegro", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.3, 6.91, 7.04, 7.19, 7.16, 7.33, 7.14, 7.25, 7.08, 7.17, 6.74, 7.04, | |
| "Morocco", 5.54, 5.39, 6.21, 4.77, 4.74, 4.91, 4.29, 5, 4.98, 5.85, 5.93, 5.78, 5.9, 6.04, 6.03, 6.28, 6.14, 6.21, 6.22, 6.26, 6.41, 6.47, 6.34, 6.37, 6.28, 6.36, 6.37, | |
| "Mozambique", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.88, 5.61, 5.45, 5.49, 5.61, 5.67, 5.47, 5.51, 5.77, 5.93, 5.78, 5.75, 5.63, 5.5, | |
| "Myanmar", 5.56, 5.13, 4.76, 4.15, NA, NA, 3.81, 3.52, 2.66, 3.21, 3.65, 3.72, 3.34, 3.45, 3.79, 3.99, 4.31, 3.73, 3.86, 4.22, 4.06, 4.44, 5, 5.35, 5.36, 5.32, 5.42, | |
| "Namibia", NA, NA, NA, NA, NA, NA, NA, NA, 4.9, 5.64, 6.65, 6.4, 6.62, 6.72, 6.53, 6.65, 6.63, 6.95, 6.83, 6.93, 6.84, 6.61, 6.79, 6.63, 6.75, 6.61, 6.4, | |
| "Nepal", NA, NA, 4.16, 5.64, NA, NA, 5.77, 5.27, 5.37, 5.33, 5.78, 5.8, 5.87, 5.65, 5.59, 6.41, 6.59, 6.18, 6.03, 5.86, 6.2, 6.12, 6.12, 6.36, 6.45, 6.5, 6.53, | |
| "Netherlands", 5.4, 5.6, 6.18, 6.28, 7.01, 6.6, 7.29, 7.34, 7.56, 7.96, 7.96, 7.75, 7.72, 7.72, 7.75, 7.73, 7.66, 7.64, 7.58, 7.44, 7.48, 7.58, 7.54, 7.62, 7.74, 7.73, 7.71, | |
| "New Zealand", 6.08, 5.58, 5.65, 5.64, 6.62, 5.77, 6.44, 6.29, 7.86, 8.84, 8.58, 8.48, 8.46, 8.49, 8.52, 8.44, 8.26, 8.39, 8.4, 8.27, 8.33, 8.39, 8.47, 8.48, 8.48, 8.48, 8.49, | |
| "Nicaragua", 5.39, 5.09, 5.33, 4.61, NA, NA, 3.49, 1.97, 2.87, 6.02, 6.91, 6.63, 6.93, 6.99, 6.87, 7.15, 7.25, 7.29, 7.12, 7.09, 7.18, 7.31, 7.36, 7.34, 7.3, 7.27, 7.27, | |
| "Niger", NA, NA, 4.17, 5.05, NA, 5.56, 4.62, 4.51, 4.66, 4.04, 5.02, 4.72, 4.81, 4.76, 4.86, 5, 5.32, 5.25, 5.39, 5.7, 5.91, 5.8, 5.55, 5.69, 5.79, 5.74, 6.01, | |
| "Nigeria", NA, 5.09, 5.68, 4.91, 4.28, 3.85, 3.44, 4.18, 3.5, 3.81, 5.17, 5.2, 5.53, 5.52, 5.6, 5.95, 6.53, 6.34, 6.03, 5.89, 6.12, 6.34, 6.22, 6.39, 6.38, 6.39, 6.32, | |
| "Norway", 6.39, 5.61, 6.14, 6.06, 6.19, 5.57, 5.72, 6.39, 6.99, 7.57, 7.36, 7.26, 7.14, 7.66, 7.62, 7.73, 7.59, 7.73, 7.63, 7.5, 7.47, 7.56, 7.58, 7.6, 7.62, 7.65, 7.6, | |
| "Oman", NA, NA, NA, NA, NA, NA, NA, 6.63, 6.2, 6.67, 7.47, 7.51, 7.52, 7.57, 7.28, 7.23, 6.96, 7.18, 7.08, 7.13, 7.01, 6.91, 7.04, 6.98, 7.05, 6.64, 6.76, | |
| "Pakistan", 4.68, 4.55, 4.5, 4.81, 4.45, 3.51, 4.25, 4.83, 4.81, 5.55, 5.55, 5.61, 5.85, 5.63, 5.68, 6.09, 6.16, 6.09, 5.97, 6.12, 6.17, 6.23, 6.15, 6.14, 5.89, 5.92, 6, | |
| "Panama", 6.19, 6.35, 6.41, 6.41, NA, 7.32, 6.07, 6.7, 6.82, 7.86, 7.61, 7.55, 7.49, 7.55, 7.54, 7.57, 7.49, 7.56, 7.24, 7.25, 7.22, 7.13, 7.34, 7.38, 7.48, 7.57, 7.58, | |
| "Pap. New Guinea", NA, NA, NA, NA, NA, NA, NA, 6.02, 6.07, 6.06, 6.13, 6.1, 6.06, 6, 6.06, 6.48, 6.39, 6.7, 6.77, 6.83, 6.87, 6.83, 6.91, 6.96, 6.28, 6.17, 6.25, | |
| "Paraguay", 3.28, 4.61, 5.32, 5.4, NA, NA, 6.24, 5.24, 5.94, 7.04, 6.79, 6.72, 6.59, 6.53, 6.45, 6.48, 6.41, 6.37, 6.5, 6.56, 6.74, 6.8, 6.89, 6.95, 6.87, 6.91, 6.95, | |
| "Peru", 5.77, 6.22, 6.44, 6.25, 4.62, 3.5, 3.6, 2.47, 3.87, 6.47, 7.48, 7.48, 7.42, 7.41, 7.43, 7.39, 7.41, 7.39, 7.5, 7.51, 7.64, 7.62, 7.57, 7.52, 7.53, 7.47, 7.43, | |
| "Philippines", 5.87, 5.33, 5.2, 6.01, 5.3, 5.02, 5.15, 4.92, 5.88, 7.1, 6.97, 6.76, 6.95, 7, 6.8, 7.02, 7.05, 6.86, 6.72, 6.66, 7.05, 7.22, 7.27, 7.54, 7.4, 7.43, 7.34, | |
| "Poland", NA, NA, NA, NA, NA, NA, NA, 3.68, 3.51, 5.28, 6.55, 6.47, 6.59, 6.49, 6.81, 6.89, 6.94, 6.86, 7, 7.16, 7.12, 7.24, 7.32, 7.25, 7.43, 7.36, 7.27, | |
| "Portugal", 5.45, 5.79, 5.98, 5.89, 5.51, 3.74, 5.62, 5.46, 6.2, 7.4, 7.46, 7.36, 7.4, 7.39, 7.44, 7.25, 7.41, 7.4, 7.21, 7.17, 7, 7.27, 7.31, 7.52, 7.6, 7.55, 7.51, | |
| "Qatar", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.35, 7.23, 7.5, 7.54, 7.68, 7.43, 7.49, | |
| "Romania", NA, NA, 4.26, 3.77, NA, NA, NA, 5.58, 5.02, 4.15, 5.73, 5.77, 6.31, 6.49, 6.63, 7.24, 7.03, 7.57, 7.32, 7.45, 7.3, 7.34, 7.47, 7.63, 7.74, 7.7, 7.69, | |
| "Russia", NA, NA, NA, NA, NA, NA, NA, NA, NA, 4.33, 5.5, 5.55, 5.9, 5.98, 6.27, 6.24, 6.35, 6.45, 6.52, 6.43, 6.54, 6.56, 6.65, 6.62, 6.59, 6.65, 6.83, | |
| "Rwanda", NA, NA, NA, 3.99, NA, 3.2, 4.6, NA, 4.89, 3.71, 5.74, 5.96, 6.31, 6.09, 5.67, 5.89, 6.38, 6.46, 6.75, 6.89, 7.23, 7.45, 7.32, 7.4, 7.43, 7.56, 7.48, | |
| "Saudi Arabia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.71, 6.67, 6.42, 6.55, 6.55, 6.24, 6.52, | |
| "Senegal", NA, NA, 4.08, 4.19, NA, NA, 4.85, 4.85, 5.02, 4.32, 5.61, 5.54, 5.74, 5.65, 5.7, 5.76, 5.81, 5.91, 5.87, 6.05, 5.95, 5.9, 5.9, 6.2, 6.23, 6.15, 6.22, | |
| "Serbia", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.96, 6.39, 6.77, 6.55, 6.58, 6.56, 6.64, 6.55, 6.68, 6.71, 6.76, 6.85, | |
| "Seychelles", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 7.24, 7.46, 7.33, 7.23, | |
| "Sierra Leone", NA, NA, 5.09, 5.21, NA, 4.93, 4.79, 3.71, 3.81, 4.33, 4.68, 4.44, 5.06, 5.36, 5.3, 5.57, 5.63, 5.92, 5.98, 6.18, 6.22, 6.18, 6.27, 6.12, 6, 5.78, 5.75, | |
| "Singapore", NA, NA, 6.96, 6.74, 7.08, 7.01, 7.42, 7.65, 8.49, 8.88, 8.7, 8.67, 8.79, 8.73, 8.8, 8.91, 8.98, 8.96, 8.92, 8.77, 8.76, 8.76, 8.64, 8.64, 8.84, 8.84, 8.84, | |
| "Slovak Rep", NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.42, 6.89, 6.81, 6.87, 6.95, 7.59, 7.63, 7.59, 7.6, 7.6, 7.42, 7.47, 7.48, 7.38, 7.38, 7.44, 7.24, 7.3, | |
| "Slovenia", NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.31, 6.58, 6.81, 6.77, 6.88, 6.88, 6.91, 6.98, 6.95, 7.01, 7.02, 6.82, 6.83, 6.84, 6.75, 7.01, 7.08, 7.05, | |
| "South Africa", 5.51, 5.93, 5.94, 5.84, 5.91, 5.23, 5.23, 5.03, 5.26, 5.9, 6.94, 6.92, 6.88, 7.02, 6.88, 6.87, 6.79, 6.79, 6.52, 6.62, 6.75, 6.82, 6.78, 6.78, 6.67, 6.64, 6.45, | |
| "Spain", 4.98, 4.83, 5.39, 5.53, 6.12, 5.57, 5.81, 6.14, 6.56, 7.18, 7.77, 7.59, 7.5, 7.73, 7.74, 7.62, 7.57, 7.53, 7.37, 7.27, 7.32, 7.45, 7.35, 7.35, 7.45, 7.53, 7.56, | |
| "Sri Lanka", 6.76, 5.63, 4.96, 4.88, NA, NA, 4.54, 4.71, 4.76, 6, 6.31, 6.28, 6.25, 6.39, 6.22, 6.44, 6.62, 6.43, 6.26, 6.35, 6.63, 6.77, 6.73, 6.64, 6.58, 6.63, 6.49, | |
| "Sudan", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.36, | |
| "Suriname", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.64, 6.35, 6.64, 6.72, 6.78, 6.85, 6.36, | |
| "Swaziland", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.41, 6.58, 6.44, 6.56, 6.47, 6.44, 6.46, | |
| "Sweden", 6.36, 5.79, 6.26, 6.2, 5.31, 5.34, 5.66, 6.45, 6.96, 7.32, 7.67, 7.44, 7.53, 7.61, 7.47, 7.5, 7.46, 7.43, 7.4, 7.39, 7.58, 7.57, 7.48, 7.44, 7.62, 7.65, 7.44, | |
| "Switzerland", 7.1, 7.16, 7.22, 7.14, 7.41, 7.12, 7.62, 8.15, 8.21, 8.16, 8.73, 8.55, 8.64, 8.56, 8.5, 8.37, 8.42, 8.43, 8.24, 8.26, 8.3, 8.23, 8.2, 8.22, 8.31, 8.37, 8.39, | |
| "Syria", 4.68, 5.55, 6.03, 5.22, 4.61, 4.88, 3.69, 3.01, 3.32, 4.08, 4.95, 5.26, 5.17, 5.13, 5.53, 5.75, 5.56, 5.96, 5.62, 5.79, 5.96, 6.18, 5.27, 4.07, 4.97, 4.96, 5.02, | |
| "Taiwan", 3.04, 3.63, 4.5, 5.4, 6.4, 5.6, 6.32, 6.58, 7.1, 7.29, 7.29, 7.21, 7.34, 7.36, 7.55, 7.51, 7.58, 7.54, 7.49, 7.39, 7.7, 7.71, 7.71, 7.72, 7.76, 7.76, 7.89, | |
| "Tajikistan", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.28, 6.39, 6.75, 6.55, 6.68, 6.65, 6.72, | |
| "Tanzania", NA, NA, NA, 3.5, 4.36, 3.46, 4.33, 3.79, 3.81, 5.36, 6.11, 6.21, 6.03, 6.04, 6.04, 6.29, 6.4, 6.3, 6.2, 6.42, 6.7, 6.76, 6.62, 6.85, 6.76, 6.92, 6.92, | |
| "Thailand", 5.5, 5.57, 5.36, 5.35, 6.2, 5.83, 5.86, 5.94, 6.69, 7.07, 6.6, 6.6, 6.67, 6.73, 6.77, 6.72, 6.86, 6.83, 6.8, 6.69, 6.65, 6.59, 6.58, 6.61, 6.62, 6.8, 6.85, | |
| "Timor-Leste", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6, 6.89, 6.69, 6.64, 6.68, 6.6, 6.55, | |
| "Togo", NA, NA, 4.52, 4.52, NA, NA, 3.89, 5.14, 5.31, 5.27, 5.65, 5.64, 6.03, 5.81, 5.65, 5.69, 5.87, 5.86, 5.67, 5.57, 5.55, 5.45, 5.33, 6.25, 5.79, 5.69, 5.82, | |
| "Trinidad & Tob.", NA, 5.94, 5.99, 6, NA, 4.33, 4.88, 4.86, 5.5, 7.27, 7.58, 7.53, 7.49, 7.38, 7.15, 7.06, 6.86, 6.85, 6.74, 6.61, 6.61, 6.65, 6.6, 6.77, 6.75, 6.48, 6.73, | |
| "Tunisia", NA, NA, 4.16, 3.71, 4.44, 4.49, 4.55, 4.37, 5.26, 5.58, 6.1, 6.16, 6.19, 6.19, 6.26, 6.37, 6.76, 6.75, 6.68, 6.71, 6.49, 6.97, 6.4, 6.35, 6.48, 6.33, 6.29, | |
| "Turkey", 5.33, 5.13, 5.13, 5.38, 3.52, 3.83, 3.59, 4.65, 4.73, 5.69, 5.84, 5.63, 5.76, 6.16, 6.29, 6.43, 6.44, 6.54, 6.86, 6.79, 6.83, 7.03, 6.99, 6.86, 6.87, 6.84, 6.84, | |
| "Uganda", NA, NA, NA, 5.17, NA, NA, 2.71, 2.75, 2.74, 5.09, 7.13, 7.09, 6.92, 6.92, 6.85, 6.94, 7.11, 7.14, 7.21, 7.36, 7.44, 7.26, 7.28, 7.38, 7.31, 7.3, 7.41, | |
| "Ukraine", NA, NA, NA, NA, NA, NA, NA, NA, NA, 3.03, 4.71, 4.92, 5.4, 5.3, 5.52, 5.81, 5.95, 5.92, 5.87, 5.89, 5.9, 6.15, 6.24, 6.05, 5.91, 5.4, 5.98, | |
| "Unit. Arab Em.", NA, NA, NA, NA, NA, NA, 6.01, 6.64, 7.23, 6.71, 7.15, 7.18, 7.4, 7.35, 7.2, 7.38, 7.58, 7.66, 7.68, 7.4, 7.56, 7.69, 7.71, 7.68, 7.56, 7.45, 7.5, | |
| "United Kingdom", 5.56, 5.97, 6.18, 6.17, 5.94, 6.06, 6.72, 7.71, 8.18, 8.21, 8.56, 8.45, 8.46, 8.47, 8.34, 8.3, 8.2, 8.13, 7.99, 8.08, 7.89, 7.9, 7.91, 7.96, 7.91, 8.01, 8, | |
| "United States", 7.24, 6.47, 7.13, 7.14, 7.77, 7.88, 8.07, 8.26, 8.48, 8.48, 8.62, 8.47, 8.42, 8.41, 8.42, 8.22, 8.18, 8.29, 8.17, 7.95, 7.81, 7.76, 7.88, 7.74, 7.81, 7.93, 8.03, | |
| "Uruguay", 5.31, 5.94, 5.7, 5.38, NA, NA, 6.33, 6.16, 6.6, 6.74, 7.1, 7.04, 7.19, 7.01, 7.13, 7.05, 7, 7.08, 7.12, 7.05, 7.33, 7.39, 7.34, 7.26, 7.14, 7.15, 7.16, | |
| "Venezuela", 5.7, 5.54, 5.69, 5.9, 7.18, 6.22, 6.72, 6.08, 5.55, 4.35, 5.89, 5.9, 4.78, 4.39, 4.91, 4.73, 4.72, 4.38, 4.22, 4.36, 3.96, 3.91, 3.82, 3.32, 3.28, 2.96, 2.88, | |
| "Vietnam", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5.61, 6.05, 6.19, 6.31, 6.3, 6.19, 6.45, 6.33, 6.24, 6.4, 6.37, 6.32, 6.3, 6.42, | |
| "Yemen, Rep.", NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 6.12, 6.19, 6.17, 6.33, 6.74, 6.07, 6.34, | |
| "Zambia", NA, NA, NA, 4.51, NA, 4.11, 4.73, 3.55, 3.1, 4.76, 6.72, 6.91, 6.52, 6.79, 6.8, 6.64, 7.05, 7.13, 7.15, 7.13, 7.35, 7.34, 7.19, 6.95, 6.99, 6.74, 6.61, | |
| "Zimbabwe", NA, NA, NA, 4.53, NA, NA, 4.5, 4.69, 4.94, 5.84, 4.51, 3.87, 3.74, 3.82, 3.25, 2.93, 2.96, 3.21, 4.55, 4.5, 4.46, 4.93, 5.06, 5.3, 5.63, 6.01, 6.06 | |
| ) | |
| es_countries = countrycode(freedom$pais, 'country.name', 'un.name.es') | |
| freedom_es = freedom | |
| freedom_es$pais = ifelse(is.na(es_countries), freedom$pais, es_countries) | |
| mapeo_manual = tibble::tribble( | |
| ~pais, ~pais_es, | |
| "Central Afr. Rep.","Republica Centroafricana", | |
| "Hong Kong","Hong Kong (Region Administrativa Especial de China)", | |
| "Taiwan","Taiwan (Provincia de China)", | |
| "Unit. Arab Em.","Emiratos Arabes Unidos", | |
| "Venezuela (República Bolivariana de)","Venezuela (Republica Bolivariana de)" | |
| ) | |
| freedom_es = left_join(freedom_es, mapeo_manual, by='pais') %>% | |
| mutate(pais=ifelse(is.na(pais_es), pais, pais_es)) %>% select(-pais_es) | |
| freedom_gather = gather(freedom_es, anio, libertad_economica, -pais) %>% | |
| mutate(anio=as.numeric(gsub('X','', anio))) %>% | |
| filter(!is.na(libertad_economica)) | |
| #sort(unique(freedom_gather$anio)) | |
| #sort(unique(gapminder$anio)) | |
| freedom_fill <- freedom_gather %>% | |
| group_by(pais) %>% | |
| complete(nesting(pais), anio = seq(min(anio), max(anio), by = 1)) %>% | |
| mutate(libertad_economica=zoo::na.locf(libertad_economica, fromLast=T)) | |
| mapeo_simple = tibble::tribble( | |
| ~pais, ~pais_new, | |
| "Hong Kong (Region Administrativa Especial de China)","Hong Kong", | |
| "Taiwan (Provincia de China)","Taiwan", | |
| "Venezuela (Republica Bolivariana de)","Venezuela" | |
| ) | |
| cruzado = inner_join(freedom_fill, gapminder, by=c('pais', 'anio')) %>% | |
| group_by(anio) %>% | |
| arrange(desc(libertad_economica)) %>% | |
| mutate(rank=row_number()) %>% | |
| arrange(libertad_economica) %>% | |
| mutate(antirank=row_number()) %>% | |
| left_join(mapeo_simple, by='pais') %>% | |
| mutate(pais=ifelse(!is.na(pais_new), pais_new, pais)) %>% | |
| select(-pais_new) %>% | |
| mutate(label_pais = ifelse(rank < 5 | antirank < 5, pais, NA)) | |
| p = ggplot(cruzado, aes(x=libertad_economica, y=pib_per_capita, label=label_pais)) + | |
| geom_point() + | |
| geom_smooth() + | |
| theme_minimal() + | |
| ggtitle('Distribucion de PBI per capita vs Libertad economica - Año {closest_state}') + | |
| geom_text(check_overlap = T, nudge_y = -1000) + | |
| xlab('Indice de Libertad Economica (Fraser Institute)') + | |
| ylab('PBI per capita') + | |
| transition_states(anio, transition_length = 2, state_length = 2.5) + | |
| ease_aes('sine-in-out') | |
| a = animate(p, nframes=300, fps=30) | |
| a | |
| anim_save('pib_vs_libertad.gif', animation=a) |
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