Lesson 3 Problem Set Part

lesson3/Problem Set.Rmd

@@ -153,14 +153,33 @@ g6 <- ggplot(aes(factor(year), cases, group = 1), data = subset(b_2000, Total.fe
        y = "Births per Woman") +
   ggtitle('Canada') +
   coord_cartesian(ylim = c(1.5, 8)) +
-  scale_x_discrete()
+  scale_x_discrete(breaks = NULL)
 grid.arrange(g1, g2, g3, g4, g5, g6)
 ```
 
+```{r fertility}
+births <- read.csv('total_fertility.csv')
+library(tidyr)
+library(gridExtra)
+b_2000 <- gather(births, 'X1920':'X2000', key = 'year', value = 'cases')
+
+p1 = ggplot(aes(x = year, y = cases, group = 1), data = subset(b_2000, Total.fertility.rate == 'United States')) +
+  geom_line() +
+  labs(x = "Year",
+       y = "Births per Woman") +
+  ggtitle('United States') +
+  theme(axis.text.x= element_text(size = 6, angle = 90))
+
+p2 = ggplot(aes(x = year, y = factor(cases), group = 1), data = subset(b_2000, Total.fertility.rate == 'United States')) +
+  geom_histogram(stat = 'identity') +
+  labs(x = "Year",
+       y = "Births per Woman") +
+  ggtitle('United States') +
+  scale_y_discrete(breaks = seq(1, 5, .1)) +
+  theme(axis.text.x= element_text(size = 6, angle = 90))
+grid.arrange(p1, p2)
+```
+
 
 
 
-
-
-
-

lesson3/lesson3_student.rmd

@@ -190,7 +190,7 @@ Notes:
 qplot(x = tenure / 365, data = pf, binwidth=0.25,
       color = I('black'), fill= I('#099DD9')) +
   scale_x_continuous(breaks = c(0:8), lim = c(0,7)) +
-  xlab('Number of yeas using Facebook') +
+  xlab('Number of years using Facebook') +
   ylab('Number of users in sample')
 ```
 

lesson3/total_fertility.csv

@@ -52,7 +52,7 @@ Comoros,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.01,6.
 "Congo, Rep.",5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.68,5.69,5.7,5.72,5.74,5.77,5.8,5.84,5.88,5.92,5.97,6.01,6.06,6.1,6.14,6.17,6.21,6.24,6.26,6.28,6.3,6.31,6.32,6.33,6.32,6.3,6.27,6.23,6.18,6.11,6.04,5.95,5.86,5.77,5.68,5.59,5.5,5.42,5.35,5.29,5.24,5.2,5.17,5.15,5.15,5.14,5.14,5.14,5.13,5.13,5.13,5.13,5.12,5.12,5.11,5.11,5.1,5.09,5.07,5.05,5.01,4.97,4.92,4.86
 Cook Is,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
 Costa Rica,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.93,6.92,6.92,6.92,6.92,6.91,6.91,6.91,6.91,6.9,6.9,6.92,6.94,6.96,6.98,7.01,7.01,7.02,7.02,7.03,7.04,7.07,7.11,7.15,7.19,7.23,7.25,7.27,7.29,7.31,7.34,7.21,7.08,6.96,6.83,6.71,6.71,6.72,6.72,6.73,6.74,6.77,6.81,6.85,6.89,6.93,6.88,6.83,6.79,6.74,6.69,6.65,6.61,6.57,6.53,6.5,6.6,6.7,6.8,6.84,6.89,6.93,6.98,7.02,6.93,6.83,6.74,6.64,6.55,6.59,6.68,6.77,6.86,6.95,7.05,7.14,7.22,7.28,7.31,7.3,7.22,7.09,6.89,6.63,6.33,6,5.66,5.32,5.01,4.73,4.49,4.28,4.11,3.97,3.86,3.78,3.72,3.67,3.62,3.58,3.54,3.52,3.49,3.46,3.43,3.38,3.32,3.25,3.18,3.09,3,2.92,2.84,2.76,2.69,2.62,2.55,2.48,2.41,2.35,2.28,2.2,2.13,2.07,2.01,1.95,1.91,1.87,1.85,1.83,1.81,1.8,1.78,1.77
-Cote d'Ivoire,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.77,6.77,6.76,6.75,6.75,6.74,6.74,6.73,6.72,6.72,6.71,6.7,6.7,6.69,6.69,6.68,6.67,6.67,6.66,6.65,6.65,6.64,6.63,6.63,6.62,6.66,6.74,6.81,6.89,6.97,7.04,7.12,7.2,7.27,7.35,7.43,7.5,7.57,7.64,7.7,7.76,7.81,7.85,7.88,7.91,7.93,7.94,7.94,7.93,7.92,7.88,7.84,7.77,7.7,7.6,7.5,7.38,7.26,7.14,7.01,6.88,6.75,6.62,6.49,6.36,6.23,6.11,6.01,5.9,5.81,5.72,5.63,5.55,5.46,5.38,5.29,5.21,5.13,5.06,5,4.96,4.93,4.91,4.91,4.91,4.91,4.89,4.87,4.82,4.76
+"Cote d'Ivoire",6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.78,6.77,6.77,6.76,6.75,6.75,6.74,6.74,6.73,6.72,6.72,6.71,6.7,6.7,6.69,6.69,6.68,6.67,6.67,6.66,6.65,6.65,6.64,6.63,6.63,6.62,6.66,6.74,6.81,6.89,6.97,7.04,7.12,7.2,7.27,7.35,7.43,7.5,7.57,7.64,7.7,7.76,7.81,7.85,7.88,7.91,7.93,7.94,7.94,7.93,7.92,7.88,7.84,7.77,7.7,7.6,7.5,7.38,7.26,7.14,7.01,6.88,6.75,6.62,6.49,6.36,6.23,6.11,6.01,5.9,5.81,5.72,5.63,5.55,5.46,5.38,5.29,5.21,5.13,5.06,5,4.96,4.93,4.91,4.91,4.91,4.91,4.89,4.87,4.82,4.76
 Croatia,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.75,5.86,5.96,6.07,6.18,6,5.83,5.65,5.48,5.31,5.42,5.53,5.64,5.76,5.87,5.79,5.7,5.62,5.54,5.45,5.41,5.38,5.34,5.3,5.26,5.22,5.18,5.14,5.1,5.06,5.02,4.98,4.94,4.9,5,5.09,5.19,5.28,5.37,5.31,5.26,5.2,5.14,5.08,4.98,4.87,4.77,4.67,4.57,4.47,4.36,4.26,4.16,4.06,3.96,3.85,3.75,3.65,3.55,3.45,3.34,3.24,3.14,3.04,2.94,2.83,2.73,2.87,3.1,2.95,2.9,2.8,2.71,2.63,2.56,2.5,2.45,2.4,2.37,2.33,2.3,2.27,2.24,2.21,2.18,2.14,2.1,2.07,2.04,2.01,1.99,1.98,1.97,1.98,1.99,2,2.01,2.01,2.01,2,1.99,1.98,1.96,1.94,1.92,1.89,1.84,1.79,1.73,1.67,1.62,1.57,1.54,1.52,1.52,1.51,1.51,1.49,1.47,1.44,1.42,1.39,1.38,1.37,1.38,1.4,1.41,1.43,1.45,1.47,1.48,1.49,1.5,1.51,1.52
 Cuba,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.78,5.58,5.39,5.19,4.99,4.8,4.6,4.4,4.21,4.01,4.55,5.09,5.63,5.67,5.7,5.74,5.78,5.82,5.82,5.81,5.81,5.81,5.8,5.8,5.8,5.79,5.79,5.79,5.78,5.78,5.67,5.57,5.46,5.35,5.25,5.14,5.03,4.93,4.82,4.71,4.61,4.5,4.46,4.42,4.38,4.33,4.29,4.25,4.21,4.17,4.13,4.08,4.04,4,4.11,4.22,4.32,4.43,4.54,4.65,4.76,4.56,4.22,3.96,3.78,3.68,3.67,3.72,3.84,4,4.18,4.36,4.51,4.61,4.64,4.62,4.54,4.43,4.31,4.18,4.03,3.86,3.65,3.4,3.13,2.84,2.57,2.33,2.13,1.99,1.89,1.84,1.83,1.83,1.83,1.84,1.84,1.83,1.81,1.79,1.75,1.72,1.68,1.65,1.63,1.61,1.61,1.61,1.62,1.62,1.63,1.63,1.62,1.61,1.59,1.57,1.55,1.52,1.5,1.48,1.47,1.46,1.45,1.45,1.45,1.45
 Cyprus,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,6.03,5.96,5.88,5.81,5.73,5.66,5.58,5.51,5.44,5.36,5.29,5.21,5.14,5.07,4.99,4.92,4.84,4.77,4.69,4.62,4.55,4.47,4.4,4.32,4.25,4.17,4.1,4.07,4.03,4,3.97,4.03,4.1,4.17,4.23,4.3,4.36,4.42,4.48,4.54,4.6,4.48,4.36,4.25,4.13,4.01,3.9,3.78,3.66,3.55,3.43,3.6,3.78,3.95,4.13,4.3,4.31,4.31,4.32,4.32,4.33,4.35,4.37,4.39,4.41,4.44,4.37,4.3,4.23,4.16,4.09,4.04,3.99,3.95,3.9,3.85,3.81,3.73,3.66,3.61,3.57,3.55,3.53,3.52,3.51,3.5,3.47,3.42,3.35,3.25,3.13,3.01,2.89,2.78,2.69,2.61,2.55,2.49,2.44,2.39,2.35,2.32,2.31,2.31,2.33,2.35,2.39,2.42,2.44,2.45,2.46,2.46,2.45,2.44,2.43,2.41,2.38,2.34,2.28,2.21,2.12,2.04,1.95,1.86,1.78,1.71,1.66,1.61,1.58,1.55,1.53,1.51,1.5,1.49,1.49,1.48,1.47,1.47,1.46,1.46,1.46
@@ -117,8 +117,7 @@ Kenya,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91,6.91
 Kiribati,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.67,5.79,6.02,6.22,6.4,6.54,6.66,6.76,6.83,6.9,6.95,7.01,7.08,7.14,7.2,7.22,7.17,7.01,6.76,6.43,6.05,5.67,5.35,5.1,4.96,4.9,4.93,4.98,5.03,5.06,5.07,5.05,5.02,4.97,4.91,4.86,4.8,4.75,4.7,4.67,4.63,4.6,4.57,4.53,4.48,4.41,4.33,4.24,4.13,4.01,3.88,3.75,3.63,3.52,3.41,3.32,3.25,3.19,3.13,3.09,3.05,3.01,2.98,2.95,2.92,2.89
 North Korea,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.1,6.11,6.11,6.11,6.11,6.12,6.12,6.12,6.12,6.12,6.13,6.13,6.13,6.13,6.14,6.14,6.14,6.14,6.14,6.14,6.14,6.14,6.08,6.03,5.97,5.92,5.86,5.91,5.96,6,6.05,6.1,6.12,6.14,6.16,6.18,6.2,6.16,6.12,6.08,6.04,6,5.42,4.84,4.26,3.68,3.1,2.53,1.95,2.41,3.25,3.92,4.44,4.79,4.98,5.03,4.96,4.79,4.58,4.36,4.17,4.06,4.02,4.06,4.16,4.26,4.34,4.36,4.33,4.21,4.04,3.82,3.56,3.31,3.08,2.89,2.76,2.69,2.68,2.69,2.7,2.69,2.65,2.59,2.52,2.44,2.37,2.33,2.29,2.26,2.24,2.2,2.16,2.12,2.08,2.04,2.02,2,1.99,1.99,2,2,2,2.01,2.01,2.01,2.01,2,2,2,2,1.99,1.98,1.97
 South Korea,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,5.99,5.99,5.98,5.98,5.97,5.97,5.96,5.96,5.96,5.95,5.95,5.94,5.94,5.93,5.93,5.92,5.92,5.93,5.94,5.95,5.96,5.97,5.95,5.93,5.91,5.89,5.87,5.9,5.93,5.96,5.99,6.02,6.05,6.08,6.12,6.15,6.18,6.16,6.14,6.12,6.1,6.08,5.98,5.88,5.79,5.69,5.59,4.81,4.02,4.33,4.89,5.35,5.73,6.01,6.2,6.31,6.33,6.27,6.16,5.99,5.79,5.57,5.36,5.16,4.99,4.85,4.73,4.62,4.53,4.41,4.27,4.09,3.87,3.62,3.36,3.11,2.88,2.69,2.52,2.38,2.24,2.11,1.98,1.86,1.75,1.67,1.63,1.61,1.61,1.63,1.65,1.66,1.65,1.63,1.59,1.54,1.48,1.41,1.35,1.3,1.25,1.22,1.2,1.2,1.2,1.21,1.23,1.25,1.27,1.29,1.3,1.32,1.34,1.36
-"United Korea (former)
+"United Korea (former)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
-",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
 Kosovo,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
 Kuwait,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.87,6.88,6.9,6.91,6.93,6.94,6.95,6.97,6.98,7,7.01,7.03,7.04,7.05,7.07,7.08,7.1,7.11,7.13,7.14,7.16,7.17,7.18,7.2,7.21,7.23,7.22,7.21,7.2,7.2,7.19,7.2,7.2,7.21,7.23,7.25,7.28,7.31,7.35,7.38,7.41,7.42,7.41,7.38,7.33,7.24,7.12,6.98,6.81,6.62,6.43,6.23,6.05,5.87,5.7,5.52,5.32,5.08,4.79,4.46,4.09,3.7,3.31,2.94,2.62,2.36,2.2,2.14,2.18,2.3,2.47,2.64,2.79,2.88,2.9,2.87,2.8,2.72,2.66,2.63,2.63,2.65,2.67,2.68,2.68,2.67,2.65,2.63,2.6,2.58,2.55
 Kyrgyz Republic,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.58,6.44,6.29,6.15,6,5.86,5.72,5.57,5.43,5.29,5.14,5,4.85,4.71,4.57,4.42,4.43,4.43,4.44,4.44,4.45,4.45,4.46,4.47,4.47,4.48,4.47,4.48,4.51,4.56,4.63,4.72,4.82,4.94,5.06,5.17,5.26,5.31,5.34,5.32,5.27,5.19,5.11,5.03,4.96,4.89,4.82,4.72,4.62,4.49,4.37,4.25,4.15,4.08,4.04,4.04,4.05,4.07,4.09,4.1,4.09,4.07,4.04,3.99,3.93,3.86,3.77,3.66,3.55,3.43,3.3,3.17,3.04,2.9,2.78,2.67,2.59,2.54,2.53,2.54,2.58,2.65,2.73,2.82,2.9,2.97,3.03,3.06,3.08,3.07,3.04
@@ -259,4 +258,3 @@ Yugoslavia,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
 Zambia,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.71,6.72,6.74,6.76,6.78,6.81,6.84,6.88,6.92,6.97,7.02,7.07,7.13,7.18,7.24,7.29,7.34,7.38,7.41,7.43,7.44,7.44,7.45,7.45,7.44,7.44,7.41,7.38,7.33,7.26,7.18,7.1,7.02,6.94,6.87,6.8,6.74,6.67,6.61,6.54,6.47,6.4,6.34,6.29,6.25,6.21,6.18,6.15,6.13,6.1,6.07,6.04,6.02,6,5.97,5.95,5.93,5.91,5.88,5.85,5.81,5.77,5.73,5.69,5.64,5.59
 Zimbabwe,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.75,6.76,6.78,6.81,6.84,6.88,6.93,6.98,7.04,7.1,7.16,7.22,7.27,7.31,7.35,7.37,7.39,7.4,7.41,7.42,7.42,7.42,7.42,7.42,7.41,7.4,7.37,7.33,7.27,7.2,7.1,6.97,6.81,6.63,6.44,6.22,6,5.78,5.57,5.37,5.18,5,4.84,4.69,4.55,4.43,4.33,4.24,4.17,4.11,4.07,4.04,4.02,4,3.99,3.97,3.94,3.9,3.85,3.79,3.72,3.64,3.56,3.49,3.41,3.35
 Åland,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
-Åland,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,